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Pijnenburg LJ, Kaplun A, de Haan L, Janecka M, Smith L, Reichenberg A, Banaschewski T, Bokde ALW, Quinlan EB, Desrivières S, Grigis A, Garavan H, Gowland P, Heinz A, Ittermann B, Martinot JL, Martinot MLP, Nees F, Orfanos DP, Paus T, Poustka L, Hohmann S, Millenet S, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Velthorst E. Autistic traits and alcohol use in adolescents within the general population. Eur Child Adolesc Psychiatry 2023; 32:1633-1642. [PMID: 35318541 PMCID: PMC10460309 DOI: 10.1007/s00787-022-01970-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/11/2021] [Accepted: 03/03/2022] [Indexed: 11/03/2022]
Abstract
It has been suggested that autistic traits are associated with less frequent alcohol use in adolescence. Our study seeks to examine the relationship between autistic traits and alcohol use in a large adolescent population. Leveraging data from the IMAGEN cohort, including 2045 14-year-old adolescents that were followed-up to age 18, we selected items on social preference/skills and rigidity from different questionnaires. We used linear regression models to (1) test the effect of the sum scores on the prevalence of alcohol use (AUDIT-C) over time, (2) explore the relationship between autistic traits and alcohol use patterns, and (3) explore the specific effect of each autistic trait on alcohol use. Higher scores on the selected items were associated with trajectories of less alcohol use from the ages between 14 and 18 (b = - 0.030; CI 95% = - 0.042, - 0.017; p < 0.001). Among adolescents who used alcohol, those who reported more autistic traits were also drinking less per occasion than their peers and were less likely to engage in binge drinking. We found significant associations between alcohol use and social preference (p < 0.001), nervousness for new situations (p = 0.001), and detail orientation (p < 0.001). Autistic traits (social impairment, detail orientation, and anxiety) may buffer against alcohol use in adolescence.
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Affiliation(s)
- Lisa J Pijnenburg
- GGZ Rivierduinen, Institute for Mental Health Care, Leiden, The Netherlands.
- Department of Psychiatry, Academic Medical Center, University of Amsterdam, Meibergdreef 5, 1105 AZ, Amsterdam, The Netherlands.
| | - Anais Kaplun
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
| | - Lieuwe de Haan
- Department of Psychiatry, Academic Medical Center, University of Amsterdam, Meibergdreef 5, 1105 AZ, Amsterdam, The Netherlands
| | - Magdalena Janecka
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
- Seaver Autism Center for Research and Treatment, New York City, NY, USA
| | - Lauren Smith
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
| | - Abraham Reichenberg
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
- Seaver Autism Center for Research and Treatment, New York City, NY, USA
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Erin Burke Quinlan
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Sylvane Desrivières
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Antoine Grigis
- NeuroSpin, CEA, Université Paris-Saclay, 91191, Gif-sur-Yvette, France
| | - Hugh Garavan
- Department of Psychiatry, University of Vermont, Burlington, VT, 05405, USA
- Department of Psychology, University of Vermont, Burlington, VT, 05405, USA
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, NG, UK
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Campus Charité Mitte, Charitéplatz 1, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig, Germany
- Physikalisch-Technische Bundesanstalt (PTB), Berlin, Germany
| | - Jean-Luc Martinot
- Maison de Solenn, Paris, France
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging and Psychiatry", UniversityParis Sud, University Paris Descartes, Sorbonne Université, Paris, France
| | - Marie-Laure Paillère Martinot
- Maison de Solenn, Paris, France
- Department of Child and Adolescent Psychiatry, AP-HP, Pitié-Salpêtrière Hospital, Paris, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany
- Institute of Cognitive and Clinical Neuroscience, Medical Faculty Mannheim, Central Institute of Mental Health, Heidelberg University, Square J5, Mannheim, Germany
| | | | - Tomáš Paus
- Department of Psychology, Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, University of Toronto, Toronto, ON, M6A 2E1, Canada
- Department of Psychiatry, Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, University of Toronto, Toronto, ON, M6A 2E1, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, von-Siebold-Str. 5, 37075, Göttingen, Germany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany
| | - Sabina Millenet
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Campus Charité Mitte, Charitéplatz 1, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland
| | - Gunter Schumann
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- PONS Research Group, Department of Psychiatry and Psychotherapy, Humboldt University, Campus Charite Mitte, Berlin, Germany
- Institute for Science and Technology of Brain-Inspired Intelligence (ISTBI), Fudan University, Shanghai, People's Republic of China
| | - Eva Velthorst
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
- Seaver Autism Center for Research and Treatment, New York City, NY, USA
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Elkrief L, Lin B, Marchi M, Afzali MH, Banaschewski T, Bokde ALW, Quinlan EB, Desrivières S, Flor H, Garavan H, Gowland P, Heinz A, Ittermann B, Martinot JL, Martinot MLP, Nees F, Orfanos DP, Paus T, Poustka L, Hohmann S, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Luykx J, Boks MP, Conrod PJ. Independent contribution of polygenic risk for schizophrenia and cannabis use in predicting psychotic-like experiences in young adulthood: testing gene × environment moderation and mediation. Psychol Med 2023; 53:1759-1769. [PMID: 37310336 PMCID: PMC10106286 DOI: 10.1017/s0033291721003378] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/29/2021] [Revised: 07/20/2021] [Accepted: 07/26/2021] [Indexed: 12/16/2022]
Abstract
BACKGROUND It has not yet been determined if the commonly reported cannabis-psychosis association is limited to individuals with pre-existing genetic risk for psychotic disorders. METHODS We examined whether the relationship between polygenic risk score for schizophrenia (PRS-Sz) and psychotic-like experiences (PLEs), as measured by the Community Assessment of Psychic Experiences-42 (CAPE-42) questionnaire, is mediated or moderated by lifetime cannabis use at 16 years of age in 1740 of the individuals of the European IMAGEN cohort. Secondary analysis examined the relationships between lifetime cannabis use, PRS-Sz and the various sub-scales of the CAPE-42. Sensitivity analyses including covariates, including a PRS for cannabis use, were conducted and results were replicated using data from 1223 individuals in the Dutch Utrecht cannabis cohort. RESULTS PRS-Sz significantly predicted cannabis use (p = 0.027) and PLE (p = 0.004) in the IMAGEN cohort. In the full model, considering PRS-Sz and covariates, cannabis use was also significantly associated with PLE in IMAGEN (p = 0.007). Results remained consistent in the Utrecht cohort and through sensitivity analyses. Nevertheless, there was no evidence of a mediation or moderation effects. CONCLUSIONS These results suggest that cannabis use remains a risk factor for PLEs, over and above genetic vulnerability for schizophrenia. This research does not support the notion that the cannabis-psychosis link is limited to individuals who are genetically predisposed to psychosis and suggests a need for research focusing on cannabis-related processes in psychosis that cannot be explained by genetic vulnerability.
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Affiliation(s)
- Laurent Elkrief
- Sainte-Justine Hospital Research Center, Montréal, Québec, Canada
- Département de psychiatrie et d'addictologie, Université de Montréal, Montréal, QC, Canada
| | - Bochao Lin
- Department of Translational Neuroscience, Brain Center University Medical Center, Utrecht University, Utrecht, the Netherlands
| | - Mattia Marchi
- Department Psychiatry, Brain Center University Medical Center Utrecht, Utrecht, the Netherlands
- Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, Via Giuseppe Campi, 287–41125 Modena, Italy
| | - Mohammad H Afzali
- Sainte-Justine Hospital Research Center, Montréal, Québec, Canada
- Département de psychiatrie et d'addictologie, Université de Montréal, Montréal, QC, Canada
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany
| | - Arun L. W. Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin 2, Ireland
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, United Kingdom
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, United Kingdom
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
- Department of Psychology, School of Social Sciences, University of Mannheim, 68131 Mannheim, Germany
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, 05405 Burlington, Vermont, USA
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, United Kingdom
| | - Andreas Heinz
- Charité – Universitätsmedizin Berlin, Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charitéplatz 1, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), Abbestr. 2 - 12, Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 “Neuroimaging & Psychiatry”, University Paris Saclay, University Paris Descartes - Sorbonne Paris Cité; and Maison de Solenn, Paris, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 “Neuroimaging & Psychiatry”, University Paris Sud, University Paris Descartes; and AP-HP.Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
| | | | - Tomáš Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto, Ontario, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, von-Siebold-Str. 5, 37075, Göttingen, Germany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany
| | - Juliane H. Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N. Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Charité – Universitätsmedizin Berlin, Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charitéplatz 1, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Ireland
| | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, United Kingdom
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Ireland
- PONS Research Group, Dept of Psychiatry and Psychotherapy, Campus Charite Mitte, Humboldt University, Berlin and Leibniz Institute for Neurobiology, Magdeburg, Germany, and Institute for Science and Technology of Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai, P.R. China
| | - Jurjen Luykx
- Department Psychiatry, Brain Center University Medical Center Utrecht, Utrecht, the Netherlands
| | - Marco P. Boks
- Department Psychiatry, Brain Center University Medical Center Utrecht, Utrecht, the Netherlands
| | - Patricia J. Conrod
- Sainte-Justine Hospital Research Center, Montréal, Québec, Canada
- Département de psychiatrie et d'addictologie, Université de Montréal, Montréal, QC, Canada
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Necka EA, Edwards E, King RB, King TM, Miller B, Nielsen L, Quinlan EB, Simmons JM. Why Definitional Clarity Matters: Implications for the Operationalization of Emotional Well-Being. Affect Sci 2023; 4:24-28. [PMID: 37070019 PMCID: PMC10104979 DOI: 10.1007/s42761-022-00156-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Accepted: 09/18/2022] [Indexed: 04/19/2023]
Abstract
The National Institutes of Health (NIH) is increasingly prioritizing research on health-promoting processes. Park et al. (this issue) respond to a call made by NIH to advance the study of emotional well-being (EWB) and to increase understanding of the fundamental constituents of EWB across the lifespan and among diverse subgroups. They propose a definition of EWB that provides an organizing framework for research on 'psychological aspects of well-being' and health. We commend this important first step and urge consideration of three important issues related to operationalization - the process by which an abstract concept is transformed into variables that can be measured - in future research on EWB. We expect that an iterative process of construct refinement and empirical validation will advance the study of EWB, producing scientific discoveries that can be leveraged to enhance health across the lifespan.
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Affiliation(s)
| | - Emmeline Edwards
- National Center for Complementary and Integrative Health, Bethesda, MD USA
| | - Rosalind B. King
- Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, MD USA
| | - Tracy M. King
- Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, MD USA
| | - Brett Miller
- Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, MD USA
| | | | - Erin Burke Quinlan
- National Center for Complementary and Integrative Health, Bethesda, MD USA
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4
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Biondo F, Thunell CN, Xu B, Chu C, Jia T, Ing A, Quinlan EB, Tay N, Banaschewski T, Bokde ALW, Büchel C, Desrivières S, Flor H, Frouin V, Garavan H, Gowland P, Heinz A, Ittermann B, Martinot JL, Lemaitre H, Nees F, Orfanos DP, Poustka L, Millenet S, Fröhner JH, Smolka MN, Walter H, Whelan R, Barker ED, Schumann G. Sex differences in neural correlates of common psychopathological symptoms in early adolescence. Psychol Med 2022; 52:3086-3096. [PMID: 33769238 PMCID: PMC9693717 DOI: 10.1017/s0033291720005140] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/19/2020] [Revised: 11/18/2020] [Accepted: 12/07/2020] [Indexed: 01/05/2023]
Abstract
BACKGROUND Sex-related differences in psychopathology are known phenomena, with externalizing and internalizing symptoms typically more common in boys and girls, respectively. However, the neural correlates of these sex-by-psychopathology interactions are underinvestigated, particularly in adolescence. METHODS Participants were 14 years of age and part of the IMAGEN study, a large (N = 1526) community-based sample. To test for sex-by-psychopathology interactions in structural grey matter volume (GMV), we used whole-brain, voxel-wise neuroimaging analyses based on robust non-parametric methods. Psychopathological symptom data were derived from the Strengths and Difficulties Questionnaire (SDQ). RESULTS We found a sex-by-hyperactivity/inattention interaction in four brain clusters: right temporoparietal-opercular region (p < 0.01, Cohen's d = -0.24), bilateral anterior and mid-cingulum (p < 0.05, Cohen's d = -0.18), right cerebellum and fusiform (p < 0.05, Cohen's d = -0.20) and left frontal superior and middle gyri (p < 0.05, Cohen's d = -0.26). Higher symptoms of hyperactivity/inattention were associated with lower GMV in all four brain clusters in boys, and with higher GMV in the temporoparietal-opercular and cerebellar-fusiform clusters in girls. CONCLUSIONS Using a large, sex-balanced and community-based sample, our study lends support to the idea that externalizing symptoms of hyperactivity/inattention may be associated with different neural structures in male and female adolescents. The brain regions we report have been associated with a myriad of important cognitive functions, in particular, attention, cognitive and motor control, and timing, that are potentially relevant to understand the behavioural manifestations of hyperactive and inattentive symptoms. This study highlights the importance of considering sex in our efforts to uncover mechanisms underlying psychopathology during adolescence.
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Affiliation(s)
- Francesca Biondo
- Department of Neuroimaging, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
- Centre for Population Neuroscience and Stratified Medicine (PONS) and Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
| | - Charlotte Nymberg Thunell
- Centre for Population Neuroscience and Stratified Medicine (PONS) and Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
- Swedish National Board of Health and Welfare, Socialstyrelsen, Stockholm, Sweden
| | - Bing Xu
- Centre for Population Neuroscience and Stratified Medicine (PONS) and Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
| | - Congying Chu
- Centre for Population Neuroscience and Stratified Medicine (PONS) and Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
| | - Tianye Jia
- Centre for Population Neuroscience and Stratified Medicine (PONS) and Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China
- Key Laboratory of Computational Neuroscience and Brain-inspired Intelligence, Fudan University, Ministry of Education, China
| | - Alex Ing
- Centre for Population Neuroscience and Stratified Medicine (PONS) and Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Stratified Medicine (PONS) and Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
| | - Nicole Tay
- Centre for Population Neuroscience and Stratified Medicine (PONS) and Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Arun L. W. Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | | | - Sylvane Desrivières
- Centre for Population Neuroscience and Stratified Medicine (PONS) and Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Department of Psychology, School of Social Sciences, University of Mannheim, Germany
| | - Vincent Frouin
- NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, USA
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, UK
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U A10 ‘Trajectoires développementales en psychiatrie’, Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli, Gif sur Yvette, France
| | - Hervé Lemaitre
- Groupe d'Imagerie Neurofonctionnelle, Institut des Maladies Neurodégénératives, CNRS UMR 5293, Université de Bordeaux, Centre Broca Nouvelle-Aquitaine, Bordeaux, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany
| | | | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, Germany
| | - Sabina Millenet
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Juliane H. Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Germany
| | - Michael N. Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Ireland
| | - Edward D. Barker
- Centre for Population Neuroscience and Stratified Medicine (PONS) and Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
- Department of Psychology, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
| | - Gunter Schumann
- Centre for Population Neuroscience and Stratified Medicine (PONS) and Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
- PONS Research Group, Department of Psychiatry and Psychotherapy, Campus Charite Mitte, Humboldt University, Berlin and Leibniz Institute for Neurobiology, Magdeburg, Germany, and Institute for Science and Technology of Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai, P.R. China
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5
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Böttinger BW, Baumeister S, Millenet S, Barker GJ, Bokde ALW, Büchel C, Quinlan EB, Desrivières S, Flor H, Grigis A, Garavan H, Gowland P, Heinz A, Ittermann B, Martinot JL, Martinot MLP, Artiges E, Orfanos DP, Paus T, Poustka L, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Banaschewski T, Brandeis D, Nees F. Orbitofrontal control of conduct problems? Evidence from healthy adolescents processing negative facial affect. Eur Child Adolesc Psychiatry 2022; 31:1-10. [PMID: 33861383 PMCID: PMC9343289 DOI: 10.1007/s00787-021-01770-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/23/2020] [Accepted: 03/29/2021] [Indexed: 11/28/2022]
Abstract
Conduct problems (CP) in patients with disruptive behavior disorders have been linked to impaired prefrontal processing of negative facial affect compared to controls. However, it is unknown whether associations with prefrontal activity during affective face processing hold along the CP dimension in a healthy population sample, and how subcortical processing is affected. We measured functional brain responses during negative affective face processing in 1444 healthy adolescents [M = 14.39 years (SD = 0.40), 51.5% female] from the European IMAGEN multicenter study. To determine the effects of CP, we applied a two-step approach: (a) testing matched subgroups of low versus high CP, extending into the clinical range [N = 182 per group, M = 14.44 years, (SD = 0.41), 47.3% female] using analysis of variance, and (b) considering (non)linear effects along the CP dimension in the full sample and in the high CP group using multiple regression. We observed no significant cortical or subcortical effect of CP group on brain responses to negative facial affect. In the full sample, regression analyses revealed a significant linear increase of left orbitofrontal cortex (OFC) activity with increasing CP up to the clinical range. In the high CP group, a significant inverted u-shaped effect indicated that left OFC responses decreased again in individuals with high CP. Left OFC activity during negative affective processing which is increasing with CP and decreasing in the highest CP range may reflect on the importance of frontal control mechanisms that counteract the consequences of severe CP by facilitating higher social engagement and better evaluation of social content in adolescents.
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Affiliation(s)
- Boris William Böttinger
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany.
| | - Sarah Baumeister
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany
| | - Sabina Millenet
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany
| | - Gareth J Barker
- Department of Neuroimaging, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Christian Büchel
- University Medical Centre Hamburg-Eppendorf, House W34, 3.OG, Martinistr. 52, 20246, Hamburg, Germany
| | - Erin Burke Quinlan
- Medical Research Council, Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Sylvane Desrivières
- Medical Research Council, Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
- Department of Psychology, School of Social Sciences, University of Mannheim, 68131, Mannheim, Germany
| | - Antoine Grigis
- NeuroSpin, CEA, Université Paris-Saclay, 91191, Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, Burlington, VT, 05405, USA
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, UK
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Charité, Universitätsmedizin Berlin, Campus Charité Mitte, Charitéplatz 1, Berlin, Germany
- Freie Universität Berlin, Berlin, Germany
- Humboldt-Universität Zu Berlin, Berlin, Germany
- Berlin Institute of Health, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), Abbestr. 2-12, Berlin, Germany
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging and Psychiatry", University Paris Sud, University Paris Descartes, Sorbonne Paris Cité, Paris, France
- Maison de Solenn, Paris, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging and Psychiatry", University Paris Sud, University Paris Descartes; Sorbonne Université, Paris, France
- AP-HP, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris, France
| | - Eric Artiges
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging and Psychiatry", University Paris Sud, University Paris Descartes, Sorbonne Paris Cité, Orsay, France
- Psychiatry Department 91G16, Orsay Hospital, Orsay, France
| | | | - Tomáš Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital and Departments of Psychology and Psychiatry, University of Toronto, Toronto, ON, M6A 2E1, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, von-Siebold-Str. 5, 37075, Göttingen, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Charité, Universitätsmedizin Berlin, Campus Charité Mitte, Charitéplatz 1, Berlin, Germany
- Freie Universität Berlin, Berlin, Germany
- Humboldt-Universität Zu Berlin, Berlin, Germany
- Berlin Institute of Health, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland
| | - Gunter Schumann
- Medical Research Council, Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany
| | - Daniel Brandeis
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany
- Department of Child and Adolescent Psychiatry and Psychotherapy, Psychiatric Hospital, University of Zurich, Zurich, Switzerland
- Zurich Center for Integrative Human Physiology, University of Zurich, Zurich, Switzerland
- Neuroscience Centre Zurich, University and ETH Zurich, Zurich, Switzerland
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
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6
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Li J, Liu B, Banaschewski T, Bokde ALW, Quinlan EB, Desrivières S, Flor H, Frouin V, Garavan H, Gowland P, Heinz A, Ittermann B, Martinot JL, Artiges E, Nees F, Papadopoulos Orfanos D, Paus T, Poustka L, Hohmann S, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Jiang T. Orbitofrontal cortex volume links polygenic risk for smoking with tobacco use in healthy adolescents. Psychol Med 2022; 52:1175-1182. [PMID: 32878661 DOI: 10.1017/s0033291720002962] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
BACKGROUND Tobacco smoking remains one of the leading causes of preventable illness and death and is heritable with complex underpinnings. Converging evidence suggests a contribution of the polygenic risk for smoking to the use of tobacco and other substances. Yet, the underlying brain mechanisms between the genetic risk and tobacco smoking remain poorly understood. METHODS Genomic, neuroimaging, and self-report data were acquired from a large cohort of adolescents from the IMAGEN study (a European multicenter study). Polygenic risk scores (PGRS) for smoking were calculated based on a genome-wide association study meta-analysis conducted by the Tobacco and Genetics Consortium. We examined the interrelationships among the genetic risk for smoking initiation, brain structure, and the number of occasions of tobacco use. RESULTS A higher smoking PGRS was significantly associated with both an increased number of occasions of tobacco use and smaller cortical volume of the right orbitofrontal cortex (OFC). Furthermore, reduced cortical volume within this cluster correlated with greater tobacco use. A subsequent path analysis suggested that the cortical volume within this cluster partially mediated the association between the genetic risk for smoking and the number of occasions of tobacco use. CONCLUSIONS Our data provide the first evidence for the involvement of the OFC in the relationship between smoking PGRS and tobacco use. Future studies of the molecular mechanisms underlying tobacco smoking should consider the mediation effect of the related neural structure.
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Affiliation(s)
- Jin Li
- Brainnetome Center, Institute of Automation, Chinese Academy of Sciences, 95 East Zhongguancun Road, Beijing, 100190, China
- National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, 95 East Zhongguancun Road, Beijing, 100190, China
| | - Bing Liu
- Brainnetome Center, Institute of Automation, Chinese Academy of Sciences, 95 East Zhongguancun Road, Beijing, 100190, China
- National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, 95 East Zhongguancun Road, Beijing, 100190, China
- CAS Center for Excellence in Brain Science and Intelligence Technology, Institute of Automation, Chinese Academy of Sciences, 95 East Zhongguancun Road, Beijing, 100190, China
- University of Chinese Academy of Sciences, 19 Yuquan Road, Beijing, 100049, China
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, London, UK
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, London, UK
| | - Herta Flor
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
- Department of Psychology, School of Social Sciences, University of Mannheim, 68131 Mannheim, Germany
| | - Vincent Frouin
- NeuroSpin, CEA, Université Paris-Saclay, F-91191 Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, 05405 Burlington, Vermont, USA
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, UK
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig and Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 'Neuroimaging & Psychiatry', University Paris-Saclay, University Paris Descartes - Sorbonne Paris Cité; and Maison de Solenn, Paris, France
| | - Eric Artiges
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 'Neuroimaging & Psychiatry', University Paris-Saclay, University Paris Descartes - Sorbonne Paris Cité; and Psychiatry Department 91G16, Orsay Hospital, Orsay, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
| | | | - Tomáš Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto, Ontario, Canada
- Departments of Psychology and Psychiatry, University of Toronto, Toronto, Ontario, M6A 2E1, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, von-Siebold-Str. 5, 37075, Göttingen, Germany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland
| | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, London, UK
- PONS Research Group, Department of Psychiatry and Psychotherapy, Campus Charite Mitte, Humboldt University, Berlin, Germany
- Leibniz Institute for Neurobiology, Magdeburg, Germany
- Institute for Science and Technology of Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai, P.R. China
| | - Tianzi Jiang
- Brainnetome Center, Institute of Automation, Chinese Academy of Sciences, 95 East Zhongguancun Road, Beijing, 100190, China
- National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, 95 East Zhongguancun Road, Beijing, 100190, China
- CAS Center for Excellence in Brain Science and Intelligence Technology, Institute of Automation, Chinese Academy of Sciences, 95 East Zhongguancun Road, Beijing, 100190, China
- University of Chinese Academy of Sciences, 19 Yuquan Road, Beijing, 100049, China
- The Queensland Brain Institute, University of Queensland, Brisbane, QLD 4072, Australia
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7
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Fröhner JH, Ripke S, Jurk S, Li SC, Banaschewski T, Bokde AL, Quinlan EB, Desrivières S, Flor H, Grigis A, Garavan H, Heinz A, Brühl R, Martinot JL, Martinot MLP, Artiges E, Nees F, Orfanos DP, Poustka L, Hohmann S, Walter H, Whelan R, Schumann G, Smolka MN. Associations of delay discounting and drinking trajectories from ages 14 to 22. Alcohol Clin Exp Res 2022; 46:667-681. [PMID: 35257381 PMCID: PMC9018624 DOI: 10.1111/acer.14799] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Revised: 01/31/2022] [Accepted: 02/22/2022] [Indexed: 11/30/2022]
Abstract
BACKGROUND While drinking alcohol, one must choose between the immediate rewarding effects and the delayed reward of a healthier lifestyle. Individuals differ in their devaluation of a delayed reward based on the time required to receive it, i.e., delay discounting (DD). Previous studies have shown that adolescents discount more steeply than adults and that steeper DD is associated with heavier alcohol use in both groups. METHODS In a large-scale longitudinal study, we investigated whether higher rates of DD are an antecedent or a consequence of alcohol use during adolescent development. As part of the IMAGEN project, 2220 adolescents completed the Monetary Choice Questionnaire as a DD measure, the Alcohol Use Disorders Identification Test, and the Timeline Follow Back interview at ages 14, 16, 18, and 22. Bivariate latent growth curve models were applied to investigate the relationship between DD and drinking. To explore the consequences of drinking, we computed the cumulative alcohol consumption and correlated it with the development of discounting. A subsample of 221 participants completed an intertemporal choice task (iTeCh) during functional magnetic resonance imaging at ages 14, 16, and 18. Repeated-measures ANOVA was used to differentiate between high-risk and low-risk drinkers on the development of neural processing during intertemporal choices. RESULTS Overall, high rates of DD at age 14 predicted a greater increase in drinking over 8 years. In contrast, on average, moderate alcohol use did not affect DD from ages 14 to 22. Of note, we found indicators for less brain activity in top-down control areas during intertemporal choices in the participants who drank more. CONCLUSIONS Steep DD was shown to be a predictor rather than a consequence of alcohol use in low-level drinking adolescents. Important considerations for future longitudinal studies are the sampling strategies to be used and the reliability of the assessments.
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Affiliation(s)
- Juliane H. Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Stephan Ripke
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Sarah Jurk
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Shu-Chen Li
- Faculty of Psychology, Chair of Lifespan Developmental Neuroscience, Technische Universität Dresden, Dresden, Germany
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany
| | - Arun L.W. Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King’s College London, United Kingdom
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King’s College London, United Kingdom
| | - Herta Flor
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
- Department of Psychology, School of Social Sciences, University of Mannheim, 68131 Mannheim, Germany
| | - Antoine Grigis
- NeuroSpin, CEA, Université Paris-Saclay, F-91191 Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, 05405 Burlington, Vermont, USA
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy CCM, Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Rüdiger Brühl
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig and Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U A10 "Trajectoires développementales & psychiatrie"; Université Paris-Saclay, École normale supérieure Paris-Saclay, CNRS, Centre Borelli; Gif-sur-Yvette, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U A10 "Trajectoires développementales & psychiatrie"; Université Paris-Saclay, École normale supérieure Paris-Saclay, CNRS, Centre Borelli; Gif-sur-Yvette, France
- Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris, France
| | - Eric Artiges
- Institut National de la Santé et de la Recherche Médicale, INSERM U A10 "Trajectoires développementales & psychiatrie"; Université Paris-Saclay, École normale supérieure Paris-Saclay, CNRS, Centre Borelli; Gif-sur-Yvette, France
- Psychiatry Department, EPS Barthélémy Durand, Etampes, France
- Institut des Maladies Neurodégénératives, UMR 5293, CNRS, CEA, Université de Bordeaux, 33076 Bordeaux, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
- Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany
| | | | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, von-Siebold-Str. 5, 37075, Göttingen, Germany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy CCM, Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Ireland
| | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King’s College London, United Kingdom
- PONS Research Group, Dept of Psychiatry and Psychotherapy, Campus Charité Mitte, Humboldt University, Berlin and Leibniz Institute for Neurobiology, Magdeburg, Germany, and Institute for Science and Technology of Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai, P.R. China
| | - Michael N. Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
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8
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Toenders YJ, Kottaram A, Dinga R, Davey CG, Banaschewski T, Bokde ALW, Quinlan EB, Desrivières S, Flor H, Grigis A, Garavan H, Gowland P, Heinz A, Brühl R, Martinot JL, Paillère Martinot ML, Nees F, Orfanos DP, Lemaitre H, Paus T, Poustka L, Hohmann S, Fröhner JH, Smolka MN, Walter H, Whelan R, Stringaris A, van Noort B, Penttilä J, Grimmer Y, Insensee C, Becker A, Schumann G, Schmaal L. Predicting Depression Onset in Young People Based on Clinical, Cognitive, Environmental, and Neurobiological Data. Biol Psychiatry Cogn Neurosci Neuroimaging 2022; 7:376-384. [PMID: 33753312 DOI: 10.1016/j.bpsc.2021.03.005] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/15/2020] [Revised: 03/09/2021] [Accepted: 03/09/2021] [Indexed: 11/28/2022]
Abstract
BACKGROUND Adolescent onset of depression is associated with long-lasting negative consequences. Identifying adolescents at risk for developing depression would enable the monitoring of risk factors and the development of early intervention strategies. Using machine learning to combine several risk factors from multiple modalities might allow prediction of depression onset at the individual level. METHODS A subsample of a multisite longitudinal study in adolescents, the IMAGEN study, was used to predict future (subthreshold) major depressive disorder onset in healthy adolescents. Based on 2-year and 5-year follow-up data, participants were grouped into the following: 1) those developing a diagnosis of major depressive disorder or subthreshold major depressive disorder and 2) healthy control subjects. Baseline measurements of 145 variables from different modalities (clinical, cognitive, environmental, and structural magnetic resonance imaging) at age 14 years were used as input to penalized logistic regression (with different levels of penalization) to predict depression onset in a training dataset (n = 407). The features contributing the highest to the prediction were validated in an independent hold-out sample (three independent IMAGEN sites; n = 137). RESULTS The area under the receiver operating characteristic curve for predicting depression onset ranged between 0.70 and 0.72 in the training dataset. Baseline severity of depressive symptoms, female sex, neuroticism, stressful life events, and surface area of the supramarginal gyrus contributed most to the predictive model and predicted onset of depression, with an area under the receiver operating characteristic curve between 0.68 and 0.72 in the independent validation sample. CONCLUSIONS This study showed that depression onset in adolescents can be predicted based on a combination multimodal data of clinical characteristics, life events, personality traits, and brain structure variables.
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Affiliation(s)
- Yara J Toenders
- Orygen, The University of Melbourne, Parkville, Victoria, Australia; Centre for Youth Mental Health, The University of Melbourne, Parkville, Victoria, Australia.
| | - Akhil Kottaram
- Orygen, The University of Melbourne, Parkville, Victoria, Australia; Centre for Youth Mental Health, The University of Melbourne, Parkville, Victoria, Australia
| | - Richard Dinga
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Christopher G Davey
- Department of Psychiatry, The University of Melbourne, Parkville, Victoria, Australia
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Ireland
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, United Kingdom
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, United Kingdom
| | - Herta Flor
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany
| | - Antoine Grigis
- NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, Burlington, Vermont
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, United Kingdom
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Rüdiger Brühl
- Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U A10 "Trajectoires développementales en psychiatrie;" Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli; Gif-sur-Yvette, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U A10 "Trajectoires développementales en psychiatrie;" Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli; Gif-sur-Yvette, France; Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, AP-HP.Sorbonne Université, Paris, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany
| | | | - Herve Lemaitre
- NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France; Institut des Maladies Neurodégénératives, UMR 5293, CNRS, CEA, Université de Bordeaux, Bordeaux, France
| | - Tomáš Paus
- Departments of Psychology and Psychiatry, University of Toronto, Toronto, Ontario, Canada; Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital Toronto, Toronto, Ontario, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, Göttingen23, Germany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Ireland
| | | | - Betteke van Noort
- MSB Medical School Berlin, Hochschule für Gesundheit und Medizin, Siemens Villa, Berlin, Germany
| | - Jani Penttilä
- Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu Lahti, Finland
| | - Yvonne Grimmer
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Corinna Insensee
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, Göttingen23, Germany
| | - Andreas Becker
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, Göttingen23, Germany
| | - Gunter Schumann
- PONS Research Group, Department of Psychiatry and Psychotherapy, Campus Charite Mitte, Humboldt University, Berlin and Leibniz Institute for Neurobiology, Magdeburg, Germany, and Institute for Science and Technology of Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai, P.R. China
| | | | - Lianne Schmaal
- Orygen, The University of Melbourne, Parkville, Victoria, Australia; Centre for Youth Mental Health, The University of Melbourne, Parkville, Victoria, Australia
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Zhang Z, Robinson L, Jia T, Quinlan EB, Tay N, Chu C, Barker ED, Banaschewski T, Barker GJ, Bokde ALW, Flor H, Grigis A, Garavan H, Gowland P, Heinz A, Ittermann B, Martinot JL, Stringaris A, Penttilä J, van Noort B, Grimmer Y, Paillère Martinot ML, Isensee C, Becker A, Nees F, Orfanos DP, Paus T, Poustka L, Hohmann S, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Schmidt U, Desrivières S. Development of Disordered Eating Behaviors and Comorbid Depressive Symptoms in Adolescence: Neural and Psychopathological Predictors. Biol Psychiatry 2021; 90:853-862. [PMID: 32778392 DOI: 10.1016/j.biopsych.2020.06.003] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/13/2019] [Revised: 06/01/2020] [Accepted: 06/01/2020] [Indexed: 12/26/2022]
Abstract
BACKGROUND Eating disorders are common in adolescence and are devastating and strongly comorbid with other psychiatric disorders. Yet little is known about their etiology, knowing which would aid in developing effective preventive measures. METHODS Longitudinal assessments of disordered eating behaviors (DEBs)-binge-eating, purging, and dieting-and comorbid psychopathology were measured in 1386 adolescents from the IMAGEN study. Development of DEBs and associated mental health problems was investigated by comparing participants who reported symptoms at ages 16 or 19 years, but not at age 14 years, with asymptomatic control participants. Voxel-based morphometry and psychopathological differences at age 14 were investigated to identify risk factors for the development of DEBs and associated mental health problems. RESULTS DEBs and depressive symptoms developed together. Emotional and behavioral problems, including symptoms of attention-deficit/hyperactivity disorder and conduct disorder, predated their development. Alterations in frontostriatal brain areas also predated the development of DEBs and depressive symptoms. Specifically, development of binge-eating was predicted by higher gray matter volumes in the right putamen/globus pallidus at age 14. Conversely, development of purging and depressive symptoms was predicted by lower volumes in the medial orbitofrontal, dorsomedial, and dorsolateral prefrontal cortices. Lower gray matter volumes in the orbitofrontal and anterior cingulate cortices mediated the relationship between attention-deficit/hyperactivity disorder and conduct disorder symptoms and future purging and depressive symptoms. CONCLUSIONS These findings suggest that alterations in frontal brain circuits are part of the shared etiology among eating disorders, attention-deficit/hyperactivity disorder, conduct disorder, and depression and highlight the importance of a transdiagnostic approach to treating these conditions.
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Affiliation(s)
- Zuo Zhang
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology and Neuroscience, Social, Genetic and Developmental Psychiatry Centre, King's College London, London, United Kingdom
| | - Lauren Robinson
- Section of Eating Disorders, Department of Psychological Medicine, London, United Kingdom
| | - Tianye Jia
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology and Neuroscience, Social, Genetic and Developmental Psychiatry Centre, King's College London, London, United Kingdom; Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China; Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology and Neuroscience, Social, Genetic and Developmental Psychiatry Centre, King's College London, London, United Kingdom
| | - Nicole Tay
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology and Neuroscience, Social, Genetic and Developmental Psychiatry Centre, King's College London, London, United Kingdom
| | - Congying Chu
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology and Neuroscience, Social, Genetic and Developmental Psychiatry Centre, King's College London, London, United Kingdom
| | - Edward D Barker
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology and Neuroscience, Social, Genetic and Developmental Psychiatry Centre, King's College London, London, United Kingdom; Developmental Psychopathology Lab, Department of Psychology, King's College London, London, United Kingdom
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Gareth J Barker
- Department of Neuroimaging, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College, Dublin, Ireland
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany
| | - Antoine Grigis
- NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, Burlington, Vermont, USA
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre, School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, United Kingdom
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Campus Charite Mitte, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale U A10 "Developmental Trajectories and Psychiatry", Université Paris-Saclay, École Normale Supérieure Paris-Saclay, Centre National de la Recherche Scientifique, Centre Borelli, Gif-sur-Yvette, France
| | - Argyris Stringaris
- National Institute of Mental Health, National Institutes of Health, Bethesda, Maryland, USA
| | - Jani Penttilä
- Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic, Kauppakatu, Lahti, Finland
| | | | - Yvonne Grimmer
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale Unit 1000 "Neuroimaging & Psychiatry", Université Paris-Saclay, Université Paris Descartes, Sorbonne Université, Paris, France; Department of Child and Adolescent Psychiatry, Assistance Publique-Hôpitaux de Paris, Pitié-Salpêtrière Hospital, Paris, France
| | - Corinna Isensee
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany
| | - Andreas Becker
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany
| | | | - Tomáš Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto, Ontario, Canada; Departments of Psychology and Psychiatry, University of Toronto, Toronto, Ontario, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universitat Dresden, Dresden, Germany
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universitat Dresden, Dresden, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Campus Charite Mitte, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College, Dublin, Ireland
| | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology and Neuroscience, Social, Genetic and Developmental Psychiatry Centre, King's College London, London, United Kingdom; Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China; Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Campus Charite Mitte, Berlin, Germany
| | - Ulrike Schmidt
- Section of Eating Disorders, Department of Psychological Medicine, London, United Kingdom; The Eating Disorders Service, Maudsley Hospital, South London, and Maudsley NHS Foundation Trust, London, United Kingdom
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology and Neuroscience, Social, Genetic and Developmental Psychiatry Centre, King's College London, London, United Kingdom.
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10
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Cao Z, Ottino-Gonzalez J, Cupertino RB, Juliano A, Chaarani B, Banaschewski T, Bokde ALW, Quinlan EB, Desrivières S, Flor H, Grigis A, Gowland P, Heinz A, Brühl R, Martinot JL, Martinot MLP, Artiges E, Nees F, Orfanos DP, Paus T, Poustka L, Hohmann S, Millenet S, Fröhner JH, Robinson L, Smolka MN, Walter H, Winterer J, Schumann G, Whelan R, Mackey S, Garavan H. Characterizing reward system neural trajectories from adolescence to young adulthood. Dev Cogn Neurosci 2021; 52:101042. [PMID: 34894615 PMCID: PMC8668439 DOI: 10.1016/j.dcn.2021.101042] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2021] [Revised: 11/05/2021] [Accepted: 12/01/2021] [Indexed: 02/07/2023] Open
Abstract
Mixed findings exist in studies comparing brain responses to reward in adolescents and adults. Here we examined the trajectories of brain response, functional connectivity and task-modulated network properties during reward processing with a large-sample longitudinal design. Participants from the IMAGEN study performed a Monetary Incentive Delay task during fMRI at timepoint 1 (T1; n = 1304, mean age=14.44 years old) and timepoint 2 (T2; n = 1241, mean age=19.09 years). The Alcohol Use Disorders Identification Test (AUDIT) was administrated at both T1 and T2 to assess a participant’s alcohol use during the past year. Voxel-wise linear mixed effect models were used to compare whole brain response as well as functional connectivity of the ventral striatum (VS) during reward anticipation (large reward vs no-reward cue) between T1 and T2. In addition, task-modulated networks were constructed using generalized psychophysiological interaction analysis and summarized with graph theory metrics. To explore alcohol use in relation to development, participants with no/low alcohol use at T1 but increased alcohol use to hazardous use level at T2 (i.e., participants with AUDIT≤2 at T1 and ≥8 at T2) were compared against those with consistently low scores (i.e., participants with AUDIT≤2 at T1 and ≤7 at T2). Across the whole sample, lower brain response during reward anticipation was observed at T2 compared with T1 in bilateral caudate nucleus, VS, thalamus, midbrain, dorsal anterior cingulate as well as left precentral and postcentral gyrus. Conversely, greater response was observed bilaterally in the inferior and middle frontal gyrus and right precentral and postcentral gyrus at T2 (vs. T1). Increased functional connectivity with VS was found in frontal, temporal, parietal and occipital regions at T2. Graph theory metrics of the task-modulated network showed higher inter-regional connectivity and topological efficiency at T2. Interactive effects between time (T1 vs. T2) and alcohol use group (low vs. high) on the functional connectivity were observed between left middle temporal gyrus and right VS and the characteristic shortest path length of the task-modulated networks. Collectively, these results demonstrate the utility of the MID task as a probe of typical brain response and network properties during development and of differences in these features related to adolescent drinking, a reward-related behaviour associated with heightened risk for future negative health outcomes. Imaging data during reward anticipation at T1 (age 14) and T2 (age 19) was compared. Brain response decreased in subcortical areas and increased in cortical areas at T2. Functional connectivity (FC) with the ventral striatum increased at T2. Topological efficiency of task-modulated network increased at T2. The developmental pattern was altered in those who increased drinking most at T2.
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Affiliation(s)
- Zhipeng Cao
- Department of Psychiatry, University of Vermont College of Medicine, Burlington, VT 05401, USA.
| | - Jonatan Ottino-Gonzalez
- Department of Psychiatry, University of Vermont College of Medicine, Burlington, VT 05401, USA
| | - Renata B Cupertino
- Department of Psychiatry, University of Vermont College of Medicine, Burlington, VT 05401, USA
| | - Anthony Juliano
- Department of Psychiatry, University of Vermont College of Medicine, Burlington, VT 05401, USA
| | - Bader Chaarani
- Department of Psychiatry, University of Vermont College of Medicine, Burlington, VT 05401, USA
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim 68159, Germany
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin D2, Ireland
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, London SE5 8AF, United Kingdom
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, London SE5 8AF, United Kingdom
| | - Herta Flor
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim 68159, Germany; Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim 68131, Germany
| | - Antoine Grigis
- NeuroSpin, CEA, Université Paris-Saclay, F-91191 Gif-sur-Yvette, France
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham NG7 2RD, United Kingdom
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin 10117, Germany
| | - Rüdiger Brühl
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig and Berlin, D-10587, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U A10 "Trajectoires développementales en psychiatrie"; Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli, Gif-sur-Yvette 91191, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U A10 "Trajectoires développementales en psychiatrie"; Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli, Gif-sur-Yvette 91191, France; AP-HP. Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, 75013, Paris
| | - Eric Artiges
- Institut National de la Santé et de la Recherche Médicale, INSERM U A10 "Trajectoires développementales en psychiatrie"; Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli, Gif-sur-Yvette 91191, France; Psychiatry Department, EPS Barthélémy Durand, 91152 Etampes, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim 68159, Germany; Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim 68159, Germany; Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel 24118, Germany
| | | | - Tomáš Paus
- Departments of Psychiatry and Neuroscience and Centre Hospitalier Universitaire Sainte Justine, University of Montreal, Montreal, Quebec H3T 1C5, Canada; Departments of Psychology and Psychiatry, University of Toronto, Toronto, Ontario M6A 2E1, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, von-Siebold-Str. 5, Göttingen 37075, Germany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim 68159, Germany
| | - Sabina Millenet
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim 68159, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden 01062, Germany
| | - Lauren Robinson
- Department of Psychological Medicine, Section for Eating Disorders, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London SE5 8AF, United Kingdom
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden 01062, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin 10117, Germany
| | - Jeanne Winterer
- Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin 10117, Germany; Department of Education and Psychology, Freie Universität Berlin, Berlin 14195, Germany
| | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, London SE5 8AF, United Kingdom; PONS Research Group, Dept of Psychiatry and Psychotherapy, Campus Charite Mitte, Humboldt University, Berlin D-10099 and Leibniz Institute for Neurobiology, Magdeburg 39118, Germany; Institute for Science and Technology of Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai 200433, PR China
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin D2, Ireland
| | - Scott Mackey
- Department of Psychiatry, University of Vermont College of Medicine, Burlington, VT 05401, USA
| | - Hugh Garavan
- Department of Psychiatry, University of Vermont College of Medicine, Burlington, VT 05401, USA
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11
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Qi S, Schumann G, Bustillo J, Turner JA, Jiang R, Zhi D, Fu Z, Mayer AR, Vergara VM, Silva RF, Iraji A, Chen J, Damaraju E, Ma X, Yang X, Stevens M, Mathalon DH, Ford JM, Voyvodic J, Mueller BA, Belger A, Potkin SG, Preda A, Zhuo C, Xu Y, Chu C, Banaschewski T, Barker GJ, Bokde ALW, Quinlan EB, Desrivières S, Flor H, Grigis A, Garavan H, Gowland P, Heinz A, Martinot JL, Paillère Martinot ML, Artiges E, Nees F, Orfanos DP, Paus T, Poustka L, Hohmann S, Fröhner JH, Smolka MN, Walter H, Whelan R, Calhoun VD, Sui J. Reward Processing in Novelty Seekers: A Transdiagnostic Psychiatric Imaging Biomarker. Biol Psychiatry 2021; 90:529-539. [PMID: 33875230 PMCID: PMC8322149 DOI: 10.1016/j.biopsych.2021.01.011] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Revised: 12/28/2020] [Accepted: 01/04/2021] [Indexed: 02/07/2023]
Abstract
BACKGROUND Dysfunctional reward processing is implicated in multiple mental disorders. Novelty seeking (NS) assesses preference for seeking novel experiences, which is linked to sensitivity to reward environmental cues. METHODS A subset of 14-year-old adolescents (IMAGEN) with the top 20% ranked high-NS scores was used to identify high-NS-associated multimodal components by supervised fusion. These features were then used to longitudinally predict five different risk scales for the same and unseen subjects (an independent dataset of subjects at 19 years of age that was not used in predictive modeling training at 14 years of age) (within IMAGEN, n ≈1100) and even for the corresponding symptom scores of five types of patient cohorts (non-IMAGEN), including drinking (n = 313), smoking (n = 104), attention-deficit/hyperactivity disorder (n = 320), major depressive disorder (n = 81), and schizophrenia (n = 147), as well as to classify different patient groups with diagnostic labels. RESULTS Multimodal biomarkers, including the prefrontal cortex, striatum, amygdala, and hippocampus, associated with high NS in 14-year-old adolescents were identified. The prediction models built on these features are able to longitudinally predict five different risk scales, including alcohol drinking, smoking, hyperactivity, depression, and psychosis for the same and unseen 19-year-old adolescents and even predict the corresponding symptom scores of five types of patient cohorts. Furthermore, the identified reward-related multimodal features can classify among attention-deficit/hyperactivity disorder, major depressive disorder, and schizophrenia with an accuracy of 87.2%. CONCLUSIONS Adolescents with higher NS scores can be used to reveal brain alterations in the reward-related system, implicating potential higher risk for subsequent development of multiple disorders. The identified high-NS-associated multimodal reward-related signatures may serve as a transdiagnostic neuroimaging biomarker to predict disease risks or severity.
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Affiliation(s)
- Shile Qi
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute Technology, and Emory University, Atlanta, Georgia; Department of Computer Science and Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, China
| | - Gunter Schumann
- Centre for Population Neuroscience and Stratified Medicine, Institute for Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China
| | - Juan Bustillo
- Department of Psychiatry, University of New Mexico, Albuquerque, New Mexico
| | - Jessica A Turner
- Department of Psychology, Georgia State University, Atlanta, Georgia
| | - Rongtao Jiang
- University of Chinese Academy of Sciences, Beijing, China; Brainnetome Center and National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing, China
| | - Dongmei Zhi
- University of Chinese Academy of Sciences, Beijing, China; Brainnetome Center and National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing, China
| | - Zening Fu
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute Technology, and Emory University, Atlanta, Georgia
| | - Andrew R Mayer
- Department of Psychiatry, University of New Mexico, Albuquerque, New Mexico
| | - Victor M Vergara
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute Technology, and Emory University, Atlanta, Georgia
| | - Rogers F Silva
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute Technology, and Emory University, Atlanta, Georgia
| | - Armin Iraji
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute Technology, and Emory University, Atlanta, Georgia
| | - Jiayu Chen
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute Technology, and Emory University, Atlanta, Georgia
| | - Eswar Damaraju
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute Technology, and Emory University, Atlanta, Georgia
| | - Xiaohong Ma
- Psychiatric Laboratory and Mental Health Center, the State Key Laboratory of Biotherapy, West China Hospital of Sichuan University, Chengdu, China
| | - Xiao Yang
- Psychiatric Laboratory and Mental Health Center, the State Key Laboratory of Biotherapy, West China Hospital of Sichuan University, Chengdu, China
| | | | - Daniel H Mathalon
- Department of Psychiatry, University of California San Francisco, San Francisco, California
| | - Judith M Ford
- Department of Psychiatry, University of California San Francisco, San Francisco, California
| | - James Voyvodic
- Department of Radiology, Duke University, Durham, North Carolina
| | - Bryon A Mueller
- Department of Psychiatry, University of Minnesota, Minneapolis, Minnesota
| | - Aysenil Belger
- Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Steven G Potkin
- Department of Psychiatry, University of California Irvine, Irvine, California
| | - Adrian Preda
- Department of Psychiatry, University of California Irvine, Irvine, California
| | - Chuanjun Zhuo
- Department of Psychiatric-Neuroimaging-Genetics and Morbidity Laboratory, Nankai University Affiliated Anding Hospital, Tianjin, China
| | - Yong Xu
- Department of Humanities and Social Science, Shanxi Medical University, Taiyuan, China
| | - Congying Chu
- Centre for Population Neuroscience and Stratified Medicine, Institute for Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Gareth J Barker
- Department of Neuroimaging, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Stratified Medicine, Institute for Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Stratified Medicine, Institute for Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China
| | - Herta Flor
- Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany
| | - Antoine Grigis
- NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, Burlington, Vermont
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, United Kingdom
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Charité - Universitätsmedizin Berlin, Campus Charité Mitte, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," University Paris-Saclay, Paris, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," University Paris-Saclay, Paris, France
| | - Eric Artiges
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," University Paris-Saclay, Paris, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | | | - Tomáš Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital and Departments of Psychology and Psychiatry, University of Toronto, Toronto, Ontario, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, Göttingen, Germany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Charité - Universitätsmedizin Berlin, Campus Charité Mitte, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Berlin, Germany
| | - Robert Whelan
- PONS Research Group, Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Humboldt University, Berlin, Germany
| | - Vince D Calhoun
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute Technology, and Emory University, Atlanta, Georgia; Department of Psychology, Georgia State University, Atlanta, Georgia.
| | - Jing Sui
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute Technology, and Emory University, Atlanta, Georgia; University of Chinese Academy of Sciences, Beijing, China; State Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China.
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12
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Penninck L, Ibrahim EC, Artiges E, Gorgievski V, Desrivières S, Farley S, Filippi I, de Macedo CEA, Belzeaux R, Banaschewski T, Bokde ALW, Quinlan EB, Flor H, Grigis A, Garavan H, Gowland P, Heinz A, Brühl R, Nees F, Papadopoulos Orfanos D, Paus T, Poustka L, Fröhner JH, Smolka MN, Walter H, Whelan R, Grenier J, Schumann G, Paillère Martinot ML, Tzavara ET, Martinot JL. Immune-Related Genetic Overlap Between Regional Gray Matter Reductions and Psychiatric Symptoms in Adolescents, and Gene-Set Validation in a Translational Model. Front Syst Neurosci 2021; 15:725413. [PMID: 34658802 PMCID: PMC8514661 DOI: 10.3389/fnsys.2021.725413] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Accepted: 08/31/2021] [Indexed: 11/23/2022] Open
Abstract
Adolescence is a period of vulnerability for the maturation of gray matter (GM) and also for the onset of psychiatric disorders such as major depressive disorder (MDD), bipolar disorder and schizophrenia. Chronic neuroinflammation is considered to play a role in the etiology of these illnesses. However, the involvement of neuroinflammation in the observed link between regional GM volume reductions and psychiatric symptoms is not established yet. Here, we investigated a possible common immune-related genetic link between these two phenomena in european adolescents recruited from the community. Hippocampal and medial prefrontal cortex (mPFC) were defined a priori as regions of interest (ROIs). Their GM volumes were extracted in 1,563 14-year-olds from the IMAGEN database. We found a set of 26 SNPs that correlated with the hippocampal volumes and 29 with the mPFC volumes at age 14. We formed two ROI-Related Immune-gene scores (RRI) with the inflammation SNPs that correlated to hippocampal GM volume and to mPFC GM volume. The predictive ability of both RRIs with regards to the presence of psychiatric symptoms at age 18 was investigated by correlating the RRIs with psychometric questionnaires obtained at age 18. The RRIs (but not control scores constructed with random SNPs) correlated with the presence of depressive symptoms, positive psychotic symptoms, and externalizing symptoms in later adolescence. In addition, the effect of childhood maltreatment, one of the major environmental risk factors for depression and other mental disorders, interacted with the RRI effect. We next sought to validate this finding by investigating our set of inflammatory genes in a translational animal model of early life adversity. Mice were subjected to a protocol of maternal separation at an early post-natal age. We evaluated depressive behaviors in separated and non-separated mice at adolescence and their correlations with the concomitant expression of our genes in whole blood samples. We show that in mice, early life adversity affected the expression of our set of genes in peripheral blood, and that levels of expression correlated with symptoms of negative affect in adolescence. Overall, our translational findings in adolescent mice and humans provide a novel validated gene-set of immune-related genes for further research in the early stages of mood disorders.
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Affiliation(s)
- Lukas Penninck
- Institut National de la Santé et de la Recherche Médicale, INSERM U1299 “Trajectoires Développementales en Psychiatrie”, Université Paris-Saclay, Ecole Normale Supérieure Paris-Saclay, CNRS, Centre Borelli, Gif-sur-Yvette, France
| | - El Chérif Ibrahim
- Aix Marseille Univ, CNRS, INT, Inst Neurosci Timone, Marseille, France
| | - Eric Artiges
- Institut National de la Santé et de la Recherche Médicale, INSERM U1299 “Trajectoires Développementales en Psychiatrie”, Université Paris-Saclay, Ecole Normale Supérieure Paris-Saclay, CNRS, Centre Borelli, Gif-sur-Yvette, France
- EPS Barthelemy Durand, Etampes, France
| | | | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King’s College London, London, United Kingdom
| | | | - Irina Filippi
- Institut National de la Santé et de la Recherche Médicale, INSERM U1299 “Trajectoires Développementales en Psychiatrie”, Université Paris-Saclay, Ecole Normale Supérieure Paris-Saclay, CNRS, Centre Borelli, Gif-sur-Yvette, France
| | | | - Raoul Belzeaux
- Aix Marseille Univ, CNRS, INT, Inst Neurosci Timone, Marseille, France
- AP-HM, Hôpital Sainte Marguerite, Pôle de Psychiatrie Universitaire Solaris, Marseille, France
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Arun L. W. Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King’s College London, London, United Kingdom
| | - Herta Flor
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany
| | - Antoine Grigis
- NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France
| | - Hugh Garavan
- Department of Psychiatry and Psychology, University of Vermont, Burlington, VT, United States
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre, School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, CCM, Charité – Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Rüdiger Brühl
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig, Germany
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany
| | | | - Tomáš Paus
- Department of Psychiatry, Faculty of Medicine and Centre Hospitalier Universitaire Sainte-Justine, University of Montreal, Montreal, QC, Canada
- Department of Psychology and Psychiatry, University of Toronto, Toronto, ON, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, Göttingen, Germany
| | - Juliane H. Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N. Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, CCM, Charité – Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland
| | | | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King’s College London, London, United Kingdom
- PONS Research Group, Department of Psychiatry and Psychotherapy, Humboldt University, Berlin and Leibniz Institute for Neurobiology, Magdeburg, Germany
- Institute for Science and Technology of Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai, China
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U1299 “Trajectoires Développementales en Psychiatrie”, Université Paris-Saclay, Ecole Normale Supérieure Paris-Saclay, CNRS, Centre Borelli, Gif-sur-Yvette, France
- AP-HP.Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris, France
| | - Eleni T. Tzavara
- University of Paris, CNRS, INCC, Paris, France
- AP-HM, Hôpital Sainte Marguerite, Pôle de Psychiatrie Universitaire Solaris, Marseille, France
- Fondation Fondamental, Créteil, France
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U1299 “Trajectoires Développementales en Psychiatrie”, Université Paris-Saclay, Ecole Normale Supérieure Paris-Saclay, CNRS, Centre Borelli, Gif-sur-Yvette, France
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13
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Wesarg C, Veer IM, Oei NYL, Daedelow LS, Lett TA, Banaschewski T, Barker GJ, Bokde AL, Quinlan EB, Desrivières S, Flor H, Grigis A, Garavan H, Brühl R, Martinot J, Artiges E, Nees F, Orfanos DP, Poustka L, Hohmann S, Fröhner JH, Smolka MN, Whelan R, Schumann G, Heinz A, Walter H. The interaction of child abuse and rs1360780 of the FKBP5 gene is associated with amygdala resting-state functional connectivity in young adults. Hum Brain Mapp 2021; 42:3269-3281. [PMID: 33818852 PMCID: PMC8193540 DOI: 10.1002/hbm.25433] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Accepted: 03/25/2021] [Indexed: 01/15/2023] Open
Abstract
Extensive research has demonstrated that rs1360780, a common single nucleotide polymorphism within the FKBP5 gene, interacts with early-life stress in predicting psychopathology. Previous results suggest that carriers of the TT genotype of rs1360780 who were exposed to child abuse show differences in structure and functional activation of emotion-processing brain areas belonging to the salience network. Extending these findings on intermediate phenotypes of psychopathology, we examined if the interaction between rs1360780 and child abuse predicts resting-state functional connectivity (rsFC) between the amygdala and other areas of the salience network. We analyzed data of young European adults from the general population (N = 774; mean age = 18.76 years) who took part in the IMAGEN study. In the absence of main effects of genotype and abuse, a significant interaction effect was observed for rsFC between the right centromedial amygdala and right posterior insula (p < .025, FWE-corrected), which was driven by stronger rsFC in TT allele carriers with a history of abuse. Our results suggest that the TT genotype of rs1360780 may render individuals with a history of abuse more vulnerable to functional changes in communication between brain areas processing emotions and bodily sensations, which could underlie or increase the risk for psychopathology.
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Affiliation(s)
- Christiane Wesarg
- Department of Developmental Psychology, Addiction Development and Psychopathology (ADAPT)‐LabUniversity of AmsterdamAmsterdamThe Netherlands
- Research Priority Area (RPA) YieldUniversity of AmsterdamAmsterdamThe Netherlands
| | - Ilya M. Veer
- Department of Psychiatry and Psychotherapy CCM, Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt‐Universität zu Berlinand Berlin Institute of HealthBerlinGermany
| | - Nicole Y. L. Oei
- Department of Developmental Psychology, Addiction Development and Psychopathology (ADAPT)‐LabUniversity of AmsterdamAmsterdamThe Netherlands
- Research Priority Area (RPA) YieldUniversity of AmsterdamAmsterdamThe Netherlands
- Amsterdam Brain and Cognition (ABC)University of AmsterdamAmsterdamThe Netherlands
| | - Laura S. Daedelow
- Department of Psychiatry and Psychotherapy CCM, Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt‐Universität zu Berlinand Berlin Institute of HealthBerlinGermany
| | - Tristram A. Lett
- Department of Psychiatry and Psychotherapy CCM, Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt‐Universität zu Berlinand Berlin Institute of HealthBerlinGermany
- Department of Neurology with Experimental Neurology, Charité – Universitätsmedizin Berlin, corporate member of Freie Universität BerlinHumboldt‐Universität zu Berlin, and Berlin Institute of HealthBerlinGermany
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
| | - Gareth J. Barker
- Department of NeuroimagingInstitute of Psychiatry, Psychology & Neuroscience, King's College LondonLondonUK
| | - Arun L.W. Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of NeuroscienceTrinity College DublinDublinIreland
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Precision Medicine (PONS)Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College LondonLondonUK
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine (PONS)Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College LondonLondonUK
| | - Herta Flor
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
- Department of Psychology, School of Social SciencesUniversity of MannheimMannheimGermany
| | - Antoine Grigis
- NeuroSpin, CEAUniversité Paris‐SaclayGif‐sur‐YvetteFrance
| | - Hugh Garavan
- Departments of Psychiatry and PsychologyUniversity of VermontBurlingtonVermontUSA
| | - Rüdiger Brühl
- Physikalisch‐Technische Bundesanstalt (PTB)Braunschweig and BerlinBerlinGermany
| | - Jean‐Luc Martinot
- Institut National de la Santé et de la Recherche MédicaleINSERM U A10 “Trajectoires développementales en psychiatrie”; Université Paris‐Saclay, Ecole Normale supérieure Paris‐Saclay, CNRS, Centre BorelliGif‐sur‐YvetteFrance
| | - Eric Artiges
- Institut National de la Santé et de la Recherche MédicaleINSERM U A10 “Trajectoires développementales en psychiatrie”; Université Paris‐Saclay, Ecole Normale supérieure Paris‐Saclay, CNRS, Centre BorelliGif‐sur‐YvetteFrance
- Department of Psychiatry 91G16Orsay HospitalGif‐sur‐YvetteFrance
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
- Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig HolsteinKiel UniversityKielGermany
| | | | - Luise Poustka
- Department of Child and Adolescent Psychiatry and PsychotherapyUniversity Medical Centre GöttingenGöttingenGermany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
| | - Juliane H. Fröhner
- Department of Psychiatry and Neuroimaging CenterTechnische Universität DresdenDresdenGermany
| | - Michael N. Smolka
- Department of Psychiatry and Neuroimaging CenterTechnische Universität DresdenDresdenGermany
| | - Robert Whelan
- School of Psychology and Global Brain Health InstituteTrinity College DublinDublinIreland
| | - Gunter Schumann
- Department of Psychiatry and Psychotherapy CCM, Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt‐Universität zu Berlinand Berlin Institute of HealthBerlinGermany
- Centre for Population Neuroscience and Precision Medicine (PONS)Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College LondonLondonUK
- Leibniz Institute for NeurobiologyMagdeburgGermany
- Institute for Science and Technology of Brain‐inspired Intelligence (ISTBI)Fudan UniversityShanghaiChina
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy CCM, Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt‐Universität zu Berlinand Berlin Institute of HealthBerlinGermany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy CCM, Charité – Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt‐Universität zu Berlinand Berlin Institute of HealthBerlinGermany
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14
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Albaugh MD, Ottino-Gonzalez J, Sidwell A, Lepage C, Juliano A, Owens MM, Chaarani B, Spechler P, Fontaine N, Rioux P, Lewis L, Jeon S, Evans A, D’Souza D, Radhakrishnan R, Banaschewski T, Bokde ALW, Quinlan EB, Conrod P, Desrivières S, Flor H, Grigis A, Gowland P, Heinz A, Ittermann B, Martinot JL, Paillère Martinot ML, Nees F, Papadopoulos Orfanos D, Paus T, Poustka L, Millenet S, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Potter A, Garavan H. Association of Cannabis Use During Adolescence With Neurodevelopment. JAMA Psychiatry 2021; 78:2781289. [PMID: 34132750 PMCID: PMC8209561 DOI: 10.1001/jamapsychiatry.2021.1258] [Citation(s) in RCA: 59] [Impact Index Per Article: 19.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Accepted: 04/18/2021] [Indexed: 11/14/2022]
Abstract
IMPORTANCE Animal studies have shown that the adolescent brain is sensitive to disruptions in endocannabinoid signaling, resulting in altered neurodevelopment and lasting behavioral effects. However, few studies have investigated ties between cannabis use and adolescent brain development in humans. OBJECTIVE To examine the degree to which magnetic resonance (MR) imaging-assessed cerebral cortical thickness development is associated with cannabis use in a longitudinal sample of adolescents. DESIGN, SETTING, AND PARTICIPANTS Data were obtained from the community-based IMAGEN cohort study, conducted across 8 European sites. Baseline data used in the present study were acquired from March 1, 2008, to December 31, 2011, and follow-up data were acquired from January 1, 2013, to December 31, 2016. A total of 799 IMAGEN participants were identified who reported being cannabis naive at study baseline and had behavioral and neuroimaging data available at baseline and 5-year follow-up. Statistical analysis was performed from October 1, 2019, to August 31, 2020. MAIN OUTCOMES AND MEASURES Cannabis use was assessed at baseline and 5-year follow-up with the European School Survey Project on Alcohol and Other Drugs. Anatomical MR images were acquired with a 3-dimensional T1-weighted magnetization prepared gradient echo sequence. Quality-controlled native MR images were processed through the CIVET pipeline, version 2.1.0. RESULTS The study evaluated 1598 MR images from 799 participants (450 female participants [56.3%]; mean [SD] age, 14.4 [0.4] years at baseline and 19.0 [0.7] years at follow-up). At 5-year follow-up, cannabis use (from 0 to >40 uses) was negatively associated with thickness in left prefrontal (peak: t785 = -4.87, cluster size = 1558 vertices; P = 1.10 × 10-6, random field theory cluster corrected) and right prefrontal (peak: t785 = -4.27, cluster size = 1551 vertices; P = 2.81 × 10-5, random field theory cluster corrected) cortices. There were no significant associations between lifetime cannabis use at 5-year follow-up and baseline cortical thickness, suggesting that the observed neuroanatomical differences did not precede initiation of cannabis use. Longitudinal analysis revealed that age-related cortical thinning was qualified by cannabis use in a dose-dependent fashion such that greater use, from baseline to follow-up, was associated with increased thinning in left prefrontal (peak: t815.27 = -4.24, cluster size = 3643 vertices; P = 2.28 × 10-8, random field theory cluster corrected) and right prefrontal (peak: t813.30 = -4.71, cluster size = 2675 vertices; P = 3.72 × 10-8, random field theory cluster corrected) cortices. The spatial pattern of cannabis-related thinning was associated with age-related thinning in this sample (r = 0.540; P < .001), and a positron emission tomography-assessed cannabinoid 1 receptor-binding map derived from a separate sample of participants (r = -0.189; P < .001). Analysis revealed that thinning in right prefrontal cortices, from baseline to follow-up, was associated with attentional impulsiveness at follow-up. CONCLUSIONS AND RELEVANCE Results suggest that cannabis use during adolescence is associated with altered neurodevelopment, particularly in cortices rich in cannabinoid 1 receptors and undergoing the greatest age-related thickness change in middle to late adolescence.
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Affiliation(s)
- Matthew D. Albaugh
- Department of Psychiatry, University of Vermont Larner College of Medicine, Burlington
| | | | - Amanda Sidwell
- Department of Psychiatry, University of Vermont Larner College of Medicine, Burlington
| | - Claude Lepage
- McConnell Brain Imaging Centre, McGill University, Montreal, Quebec, Canada
| | - Anthony Juliano
- Department of Psychiatry, University of Vermont Larner College of Medicine, Burlington
| | - Max M. Owens
- Department of Psychiatry, University of Vermont Larner College of Medicine, Burlington
| | - Bader Chaarani
- Department of Psychiatry, University of Vermont Larner College of Medicine, Burlington
| | - Philip Spechler
- Department of Psychiatry, University of Vermont Larner College of Medicine, Burlington
| | - Nicholas Fontaine
- Department of Psychiatry, University of Vermont Larner College of Medicine, Burlington
| | - Pierre Rioux
- McConnell Brain Imaging Centre, McGill University, Montreal, Quebec, Canada
| | - Lindsay Lewis
- McConnell Brain Imaging Centre, McGill University, Montreal, Quebec, Canada
| | - Seun Jeon
- McConnell Brain Imaging Centre, McGill University, Montreal, Quebec, Canada
| | - Alan Evans
- McConnell Brain Imaging Centre, McGill University, Montreal, Quebec, Canada
| | - Deepak D’Souza
- Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
| | - Rajiv Radhakrishnan
- Department of Psychiatry, Yale University School of Medicine, New Haven, Connecticut
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Arun L. W. Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology, and Neuroscience, Social, Genetic & Developmental Psychiatry Centre, King’s College London, London, United Kingdom
| | - Patricia Conrod
- Department of Psychiatry, University of Montreal, Montreal, Quebec, Canada
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology, and Neuroscience, Social, Genetic & Developmental Psychiatry Centre, King’s College London, London, United Kingdom
| | - Herta Flor
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany
| | - Antoine Grigis
- NeuroSpin, Commissariat à l’Energie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, United Kingdom
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy Campus Charité Mitte, Charité–Universitätsmedizin Berlin, Berlin, Germany
- corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
- Berlin Institute of Health, Berlin, Germany
| | | | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale U A10 “Trajectoires développementales en psychiatrie” Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli, Gif-sur-Yvette, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U A10 “Trajectoires développementales en psychiatrie,” Paris, France
- Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli, Paris, France
- AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany
| | | | - Tomáš Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto, Ontario, Canada
- Department of Psychology, University of Toronto, Toronto, Ontario, Canada
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, Göttingen, Germany
| | - Sabina Millenet
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Juliane H. Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N. Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy Campus Charité Mitte, Charité–Universitätsmedizin Berlin, Berlin, Germany
- corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
- Berlin Institute of Health, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Ireland
| | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology, and Neuroscience, Social, Genetic & Developmental Psychiatry Centre, King’s College London, London, United Kingdom
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology, and Neuroscience, Social, Genetic & Developmental Psychiatry Centre, King’s College London, London, United Kingdom
- Centre for Population Neuroscience and Precision Medicine Research Group, Department of Psychiatry and Psychotherapy, Campus Charite Mitte, Humboldt University, Berlin, Germany
- Leibniz Institute for Neurobiology, Magdeburg, Germany
- Institute for Science and Technology of Brain-inspired Intelligence, Fudan University, Shanghai, PR China
| | - Alexandra Potter
- Department of Psychiatry, University of Vermont Larner College of Medicine, Burlington
| | - Hugh Garavan
- Department of Psychiatry, University of Vermont Larner College of Medicine, Burlington
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15
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Ivanov I, Parvaz MA, Velthorst E, Shaik RB, Sandin S, Gan G, Spechler P, Albaugh MD, Chaarani B, Mackey S, Banaschewski T, Bokde ALW, Bromberg U, Büchel C, Quinlan EB, Desrivières S, Flor H, Grigis A, Gowland P, Heinz A, Ittermann B, Martinot JL, Paillère Martinot ML, Artiges E, Lemaitre H, Nees F, Orfanos DP, Paus T, Poustka L, Hohmann S, Millenet S, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Garavan H. Substance Use Initiation, Particularly Alcohol, in Drug-Naive Adolescents: Possible Predictors and Consequences From a Large Cohort Naturalistic Study. J Am Acad Child Adolesc Psychiatry 2021; 60:623-636. [PMID: 33011213 DOI: 10.1016/j.jaac.2020.08.443] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/04/2019] [Revised: 07/14/2020] [Accepted: 09/25/2020] [Indexed: 01/25/2023]
Abstract
OBJECTIVE It is unclear whether deviations in brain and behavioral development, which may underpin elevated substance use during adolescence, are predispositions for or consequences of substance use initiation. Here, we examine behavioral and neuroimaging indices at early and mid-adolescence in drug-naive youths to identify possible predisposing factors for substance use initiation and its possible consequences. METHOD Among 304 drug-naive adolescents at baseline (age 14 years) from the IMAGEN dataset, 83 stayed drug-naive, 133 used alcohol on 1 to 9 occasions, 42 on 10 to 19 occasions, 27 on 20 to 39 occasions, and 19 on >40 occasions at follow-up (age 16 years). Baseline measures included brain activation during the Monetary Incentive Delay task. Data at both baseline and follow-up included measures of trait impulsivity and delay discounting. RESULTS From baseline to follow-up, impulsivity decreased in the 0 and 1- to 9-occasions groups (p < .004), did not change in the 10- to 19-occasions and 20- to 29-occasions groups (p > .294), and uncharacteristically increased in the >40-occasions group (p = .046). Furthermore, blunted medial orbitofrontal cortex activation during reward outcome at baseline significantly predicted higher alcohol use frequency at follow-up, above and beyond behavioral and clinical variables (p = .008). CONCLUSION These results suggest that the transition from no use to frequent drinking in early to mid-adolescence may disrupt normative developmental changes in behavioral control. In addition, blunted activity of the medial orbitofrontal cortex during reward outcome may underscore a predisposition toward the development of more severe alcohol use in adolescents. This distinction is clinically important, as it informs early intervention efforts in preventing the onset of substance use disorder in adolescents.
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Affiliation(s)
| | | | | | - Riaz B Shaik
- Icahn School of Medicine at Mount Sinai, New York
| | - Sven Sandin
- Icahn School of Medicine at Mount Sinai, New York; Karolinska Institutet, Stockholm, Sweden
| | - Gabriela Gan
- Central Institute of Mental Health, Medical Faculty Mannheim/Heidelberg University, Mannheim, Germany
| | | | | | | | | | - Tobias Banaschewski
- Central Institute of Mental Health, Medical Faculty Mannheim/Heidelberg University, Mannheim, Germany
| | - Arun L W Bokde
- School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Ireland
| | - Uli Bromberg
- University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
| | | | | | | | - Herta Flor
- Central Institute of Mental Health, Medical Faculty Mannheim/Heidelberg University, Mannheim, Germany; University of Mannheim, Mannheim, Germany
| | | | - Penny Gowland
- University of Nottingham, University Park, Nottingham, United Kingdom
| | - Andreas Heinz
- 12Charité - Universitätsmedizin Berlin, Campus Charité Mitte, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig and Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000, University Paris Sud, University Paris Descartes - Sorbonne Paris Cité; and Maison de Solenn, Paris, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000, University Paris Sud, University Paris Descartes - Sorbonne Paris Cité; and Maison de Solenn, Paris, France
| | - Eric Artiges
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000, University Paris Sud, University Paris Descartes - Sorbonne Paris Cité; and Maison de Solenn, Paris, France
| | - Herve Lemaitre
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000, University Paris Sud, University Paris Descartes - Sorbonne Paris Cité; and Maison de Solenn, Paris, France
| | - Frauke Nees
- Central Institute of Mental Health, Medical Faculty Mannheim/Heidelberg University, Mannheim, Germany
| | | | - Tomáš Paus
- University of Toronto, Ontario, M6A 2E1, Canada
| | - Luise Poustka
- University Medical Centre Göttingen, Göttingen, Germany; and the Medical University of Vienna, Vienna, Austria
| | - Sarah Hohmann
- Central Institute of Mental Health, Medical Faculty Mannheim/Heidelberg University, Mannheim, Germany
| | - Sabina Millenet
- Central Institute of Mental Health, Medical Faculty Mannheim/Heidelberg University, Mannheim, Germany
| | | | | | - Henrik Walter
- 12Charité - Universitätsmedizin Berlin, Campus Charité Mitte, Berlin, Germany
| | - Robert Whelan
- School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Ireland
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16
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Elkrief L, Spinney S, Vosberg DE, Banaschewski T, Bokde ALW, Quinlan EB, Desrivières S, Flor H, Garavan H, Gowland P, Heinz A, Brühl R, Martinot JL, Paillère Martinot ML, Nees F, Papadopoulos Orfanos D, Poustka L, Hohmann S, Millenet S, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Pausova Z, Paus T, Huguet G, Conrod P. Endocannabinoid Gene × Gene Interaction Association to Alcohol Use Disorder in Two Adolescent Cohorts. Front Psychiatry 2021; 12:645746. [PMID: 33959052 PMCID: PMC8093566 DOI: 10.3389/fpsyt.2021.645746] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/04/2021] [Accepted: 03/02/2021] [Indexed: 12/31/2022] Open
Abstract
Genetic markers of the endocannabinoid system have been linked to a variety of addiction-related behaviors that extend beyond cannabis use. In the current study we investigate the relationship between endocannabinoid (eCB) genetic markers and alcohol use disorder (AUD) in European adolescents (14-18 years old) followed in the IMAGEN study (n = 2,051) and explore replication in a cohort of North American adolescents from Canadian Saguenay Youth Study (SYS) (n = 772). Case-control status is represented by a score of more than 7 on the Alcohol Use Disorder Identification Test (AUDIT). First a set-based test method was used to examine if a relationship between the eCB system and AUDIT case/control status exists at the gene level. Using only SNPs that are both independent and significantly associated to case-control status, we perform Fisher's exact test to determine SNP level odds ratios in relation to case-control status and then perform logistic regressions as post-hoc analysis, while considering various covariates. Generalized multifactor dimensionality reduction (GMDR) was used to analyze the most robust SNP×SNP interaction of the five eCB genes with positive AUDIT screen. While no gene-sets were significantly associated to AUDIT scores after correction for multiple tests, in the case/control analysis, 7 SNPs were significantly associated with AUDIT scores of > 7 (p < 0.05; OR<1). Two SNPs remain significant after correction by false discovery rate (FDR): rs9343525 in CNR1 (pcorrected =0.042, OR = 0.73) and rs507961 in MGLL (pcorrected = 0.043, OR = 0.78). Logistic regression showed that both rs9353525 (CNR1) and rs507961 (MGLL) remained significantly associated with positive AUDIT screens (p < 0.01; OR < 1) after correction for multiple covariables and interaction of covariable × SNP. This result was not replicated in the SYS cohort. The GMDR model revealed a significant three-SNP interaction (p = 0.006) involving rs484061 (MGLL), rs4963307 (DAGLA), and rs7766029 (CNR1) predicted case-control status, after correcting for multiple covariables in the IMAGEN sample. A binomial logistic regression of the combination of these three SNPs by phenotype in the SYS cohort showed a result in the same direction as seen in the IMAGEN cohort (BETA = 0.501, p = 0.06). While preliminary, the present study suggests that the eCB system may play a role in the development of AUD in adolescents.
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Affiliation(s)
- Laurent Elkrief
- Department of Medicine, Université de Montréal, Montreal, QC, Canada
- Centre Hospitalier Universitaire Sainte-Justine Research Center, Montreal, QC, Canada
| | - Sean Spinney
- Centre Hospitalier Universitaire Sainte-Justine Research Center, Montreal, QC, Canada
- Department of Pediatrics, Université de Montréal, Montreal, QC, Canada
| | - Daniel E. Vosberg
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto, ON, Canada
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Medical Faculty Mannheim, Central Institute of Mental Health, Heidelberg University, Heidelberg, Germany
| | - Arun L. W. Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Precision Medicine (PONS), SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine (PONS), SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany
- Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, Burlington, VT, United States
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom
| | - Andreas Heinz
- Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
- Department of Psychiatry and Psychotherapy, Berlin Institute of Health, Campus Charité Mitte, Berlin, Germany
| | - Rüdiger Brühl
- Physikalisch-Technische Bundesanstalt, Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U1299 “Trajectoires développementales en psychiatrie,” Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli, Gif-sur-Yvette, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U A10 “Trajectoires développementales en psychiatrie,” Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli and AP-HP. Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Medical Faculty Mannheim, Central Institute of Mental Health, Heidelberg University, Heidelberg, Germany
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany
| | | | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, Göttingen, Germany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Medical Faculty Mannheim, Central Institute of Mental Health, Heidelberg University, Heidelberg, Germany
| | - Sabina Millenet
- Department of Child and Adolescent Psychiatry and Psychotherapy, Medical Faculty Mannheim, Central Institute of Mental Health, Heidelberg University, Heidelberg, Germany
| | - Juliane H. Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N. Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
- Department of Psychiatry and Psychotherapy, Berlin Institute of Health, Campus Charité Mitte, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland
| | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine (PONS), SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom
- PONS Research Group, Department of Psychiatry and Psychotherapy, Campus Charite Mitte, Humboldt University, Berlin, Germany
- Leibniz Institute for Neurobiology, Magdeburg, Germany
| | - Zdenka Pausova
- Departments of Physiology and Nutritional Science, Hospital for Sick Children, Toronto, ON, Canada
| | - Tomáš Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto, ON, Canada
- Departments of Psychology and Psychiatry, University of Toronto, Toronto, ON, Canada
| | - Guillaume Huguet
- Centre Hospitalier Universitaire Sainte-Justine Research Center, Montreal, QC, Canada
- Department of Pediatrics, Université de Montréal, Montreal, QC, Canada
| | - Patricia Conrod
- Centre Hospitalier Universitaire Sainte-Justine Research Center, Montreal, QC, Canada
- Department of Pediatrics, Université de Montréal, Montreal, QC, Canada
- Department of Psychiatry, Université de Montréal, Montréal, QC, Canada
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17
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Xie C, Jia T, Rolls ET, Robbins TW, Sahakian BJ, Zhang J, Liu Z, Cheng W, Luo Q, Zac Lo CY, Wang H, Banaschewski T, Barker GJ, Bokde ALW, Büchel C, Quinlan EB, Desrivières S, Flor H, Grigis A, Garavan H, Gowland P, Heinz A, Hohmann S, Ittermann B, Martinot JL, Paillère Martinot ML, Nees F, Orfanos DP, Paus T, Poustka L, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Feng J. Reward Versus Nonreward Sensitivity of the Medial Versus Lateral Orbitofrontal Cortex Relates to the Severity of Depressive Symptoms. Biol Psychiatry Cogn Neurosci Neuroimaging 2021; 6:259-269. [PMID: 33221327 DOI: 10.1016/j.bpsc.2020.08.017] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/09/2020] [Revised: 08/14/2020] [Accepted: 08/30/2020] [Indexed: 12/18/2022]
Abstract
BACKGROUND The orbitofrontal cortex (OFC) is implicated in depression. The hypothesis investigated was whether the OFC sensitivity to reward and nonreward is related to the severity of depressive symptoms. METHODS Activations in the monetary incentive delay task were measured in the IMAGEN cohort at ages 14 years (n = 1877) and 19 years (n = 1140) with a longitudinal design. Clinically relevant subgroups were compared at ages 19 (high-severity group: n = 116; low-severity group: n = 206) and 14. RESULTS The medial OFC exhibited graded activation increases to reward, and the lateral OFC had graded activation increases to nonreward. In this general population, the medial and lateral OFC activations were associated with concurrent depressive symptoms at both ages 14 and 19 years. In a stratified high-severity depressive symptom group versus control group comparison, the lateral OFC showed greater sensitivity for the magnitudes of activations related to nonreward in the high-severity group at age 19 (p = .027), and the medial OFC showed decreased sensitivity to the reward magnitudes in the high-severity group at both ages 14 (p = .002) and 19 (p = .002). In a longitudinal design, there was greater sensitivity to nonreward of the lateral OFC at age 14 for those who exhibited high depressive symptom severity later at age 19 (p = .003). CONCLUSIONS Activations in the lateral OFC relate to sensitivity to not winning, were associated with high depressive symptom scores, and at age 14 predicted the depressive symptoms at ages 16 and 19. Activations in the medial OFC were related to sensitivity to winning, and reduced reward sensitivity was associated with concurrent high depressive symptom scores.
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Affiliation(s)
- Chao Xie
- Institute of Science and Technology for Brain-Inspired Intelligence, Shanghai, China; Ministry of Education Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Shanghai, China
| | - Tianye Jia
- Institute of Science and Technology for Brain-Inspired Intelligence, Shanghai, China; Ministry of Education Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Shanghai, China; Centre for Population Neuroscience and Precision Medicine, London, United Kingdom
| | - Edmund T Rolls
- Institute of Science and Technology for Brain-Inspired Intelligence, Shanghai, China; Ministry of Education Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Shanghai, China; Department of Computer Science, University of Warwick, Coventry, United Kingdom; Oxford Centre for Computational Neuroscience, Oxford, United Kingdom
| | - Trevor W Robbins
- Institute of Science and Technology for Brain-Inspired Intelligence, Shanghai, China; Ministry of Education Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Shanghai, China; Department of the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, United Kingdom; Department of Psychology, University of Cambridge, Cambridge, United Kingdom
| | - Barbara J Sahakian
- Institute of Science and Technology for Brain-Inspired Intelligence, Shanghai, China; Ministry of Education Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Shanghai, China; Department of the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, United Kingdom; Department of Psychiatry, University of Cambridge School of Clinical Medicine, Cambridge, United Kingdom
| | - Jie Zhang
- Institute of Science and Technology for Brain-Inspired Intelligence, Shanghai, China; Ministry of Education Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Shanghai, China
| | - Zhaowen Liu
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine & Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts
| | - Wei Cheng
- Institute of Science and Technology for Brain-Inspired Intelligence, Shanghai, China; Ministry of Education Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Shanghai, China
| | - Qiang Luo
- Institute of Science and Technology for Brain-Inspired Intelligence, Shanghai, China; Ministry of Education Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Shanghai, China; Centre for Population Neuroscience and Precision Medicine, London, United Kingdom
| | - Chun-Yi Zac Lo
- Institute of Science and Technology for Brain-Inspired Intelligence, Shanghai, China; Ministry of Education Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Shanghai, China
| | - He Wang
- Institute of Science and Technology for Brain-Inspired Intelligence, Shanghai, China; Ministry of Education Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Shanghai, China
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Gareth J Barker
- Department of Neuroimaging, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, United Kingdom
| | | | - Erin Burke Quinlan
- Centre for Population Neuroscience and Precision Medicine, London, United Kingdom
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine, London, United Kingdom
| | - Herta Flor
- Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany; University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
| | - Antoine Grigis
- NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, Burlington, Vermont
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre, School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom
| | - Andreas Heinz
- Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany; Department of Psychiatry and Psychotherapy, Berlin Institute of Health, Campus Charité Mitte, Berlin, Germany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U A10 "Trajectoires développementales en psychiatrie," Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli, Gif-sur-Yvette, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U A10 "Trajectoires développementales en psychiatrie," Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli, Gif-sur-Yvette, France; AP-HP Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; University Medical Centre Hamburg-Eppendorf, Hamburg, Germany; Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany
| | | | - Tomáš Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital and Departments of Psychology and Psychiatry, University of Toronto, Toronto, Ontario, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, Göttingen, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany; Department of Psychiatry and Psychotherapy, Berlin Institute of Health, Campus Charité Mitte, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, United Kingdom
| | - Gunter Schumann
- PONS Centre, Institute for Science and Technology of Brain-inspired Intelligence, Shanghai, China; Centre for Population Neuroscience and Precision Medicine, London, United Kingdom; PONS-Research Group, Charite Mental Health, Berlin, Germany; Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Berlin, Germany; Department of Sports and Health Sciences, University of Potsdam, Potsdam
| | - Jianfeng Feng
- Institute of Science and Technology for Brain-Inspired Intelligence, Shanghai, China; Ministry of Education Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Shanghai, China; Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China; Shanghai Center for Mathematical Sciences, Shanghai, China; Department of Computer Science, University of Warwick, Coventry, United Kingdom.
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18
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Barker ED, Ing A, Biondo F, Jia T, Pingault JB, Du Rietz E, Zhang Y, Ruggeri B, Banaschewski T, Hohmann S, Bokde ALW, Bromberg U, Büchel C, Quinlan EB, Sounga-Barke E, Bowling AB, Desrivières S, Flor H, Frouin V, Garavan H, Asherson P, Gowland P, Heinz A, Ittermann B, Martinot JL, Martinot MLP, Nees F, Papadopoulos-Orfanos D, Poustka L, Smolka MN, Vetter NC, Walter H, Whelan R, Schumann G. Do ADHD-impulsivity and BMI have shared polygenic and neural correlates? Mol Psychiatry 2021; 26:1019-1028. [PMID: 31227801 PMCID: PMC7910212 DOI: 10.1038/s41380-019-0444-y] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/22/2019] [Revised: 04/29/2019] [Accepted: 05/03/2019] [Indexed: 01/29/2023]
Abstract
There is an extensive body of literature linking ADHD to overweight and obesity. Research indicates that impulsivity features of ADHD account for a degree of this overlap. The neural and polygenic correlates of this association have not been thoroughly examined. In participants of the IMAGEN study, we found that impulsivity symptoms and body mass index (BMI) were associated (r = 0.10, n = 874, p = 0.014 FWE corrected), as were their respective polygenic risk scores (PRS) (r = 0.17, n = 874, p = 6.5 × 10-6 FWE corrected). We then examined whether the phenotypes of impulsivity and BMI, and the PRS scores of ADHD and BMI, shared common associations with whole-brain grey matter and the Monetary Incentive Delay fMRI task, which associates with reward-related impulsivity. A sparse partial least squared analysis (sPLS) revealed a shared neural substrate that associated with both the phenotypes and PRS scores. In a last step, we conducted a bias corrected bootstrapped mediation analysis with the neural substrate score from the sPLS as the mediator. The ADHD PRS associated with impulsivity symptoms (b = 0.006, 90% CIs = 0.001, 0.019) and BMI (b = 0.009, 90% CIs = 0.001, 0.025) via the neuroimaging substrate. The BMI PRS associated with BMI (b = 0.014, 95% CIs = 0.003, 0.033) and impulsivity symptoms (b = 0.009, 90% CIs = 0.001, 0.025) via the neuroimaging substrate. A common neural substrate may (in part) underpin shared genetic liability for ADHD and BMI and the manifestation of their (observable) phenotypic association.
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Affiliation(s)
- Edward D Barker
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK.
- Centre for Population Neuroscience and Stratified Medicine (PONS), MRC Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, UK.
| | - Alex Ing
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- Centre for Population Neuroscience and Stratified Medicine (PONS), MRC Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, UK
| | - Francesca Biondo
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- Centre for Population Neuroscience and Stratified Medicine (PONS), MRC Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, UK
| | - Tianye Jia
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- Centre for Population Neuroscience and Stratified Medicine (PONS), MRC Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, UK
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China
- Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Ministry of Education, Fudan University, Shanghai, China
| | | | - Ebba Du Rietz
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Yuning Zhang
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- Centre for Population Neuroscience and Stratified Medicine (PONS), MRC Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, UK
| | - Barbara Ruggeri
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- Centre for Population Neuroscience and Stratified Medicine (PONS), MRC Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, UK
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Uli Bromberg
- University Medical Centre Hamburg-Eppendorf, House W34, 3.OG, Martinistr. 52, 20246, Hamburg, Germany
| | - Christian Büchel
- University Medical Centre Hamburg-Eppendorf, House W34, 3.OG, Martinistr. 52, 20246, Hamburg, Germany
| | - Erin Burke Quinlan
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- Centre for Population Neuroscience and Stratified Medicine (PONS), MRC Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, UK
| | - Edmund Sounga-Barke
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - April B Bowling
- School of Health Science, Merrimack College, 315 Turnpike Street North Andover, North Andover, MA, 01845, USA
| | - Sylvane Desrivières
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- Centre for Population Neuroscience and Stratified Medicine (PONS), MRC Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, UK
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
- Department of Psychology, School of Social Sciences, University of Mannheim, 68131, Mannheim, Germany
| | - Vincent Frouin
- Department of Psychology, School of Social Sciences, University of Mannheim, 68131, Mannheim, Germany
- NeuroSpin, CEA, Université Paris-Saclay, F-91191, Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, 05405, Burlington, VT, USA
| | - Philip Asherson
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, UK
| | - Andreas Heinz
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charitéplatz 1, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), Abbestr. 2 - 12, Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry", University Paris Sud, University Paris Descartes - Sorbonne Paris Cité; and Maison de Solenn, Paris, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry", University Paris Sud, University Paris Descartes; Sorbonne Université; and AP-HP, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
| | - Dimitri Papadopoulos-Orfanos
- Department of Psychology, School of Social Sciences, University of Mannheim, 68131, Mannheim, Germany
- NeuroSpin, CEA, Université Paris-Saclay, F-91191, Gif-sur-Yvette, France
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, von-Siebold-Str. 5, 37075, Göttingen, Germany
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Nora C Vetter
- Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charitéplatz 1, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland
| | - Gunter Schumann
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- Centre for Population Neuroscience and Stratified Medicine (PONS), MRC Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, UK
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19
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Daedelow LS, Banaschewski T, Berning M, Bokde ALW, Brühl R, Burke Quinlan E, Curran HV, Desrivières S, Flor H, Grigis A, Garavan H, Hardon A, Kaminski J, Martinot JL, Paillère Martinot ML, Artiges E, Murray H, Nees F, Oei NYL, Papadopoulos Orfanos D, Paus T, Poustka L, Hohmann S, Millenet S, Rosenthal A, Fröhner JH, Smolka MN, Walter H, Whelan R, Wiers RW, Schumann G, Heinz A. Are psychotic-like experiences related to a discontinuation of cannabis consumption in young adults? Schizophr Res 2021; 228:271-279. [PMID: 33493775 DOI: 10.1016/j.schres.2021.01.002] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/01/2020] [Revised: 01/01/2021] [Accepted: 01/03/2021] [Indexed: 10/22/2022]
Abstract
OBJECTIVE To assess changes in cannabis use in young adults as a function of psychotic-like experiences. METHOD Participants were initially recruited at age 14 in high schools for the longitudinal IMAGEN study. All measures presented here were assessed at follow-ups at age 19 and at age 22, respectively. Perceived stress was only assessed once at age 22. Ever users of cannabis (N = 552) gave qualitative and quantitative information on cannabis use and psychotic-like experiences using the Community Assessment of Psychic Experiences (CAPE). Of those, nearly all n = 549 reported to have experienced at least one psychotic experience of any form at age 19. RESULTS Mean cannabis use increased from age 19 to 22 and age of first use of cannabis was positively associated with a change in cannabis use between the two time points. Change in cannabis use was not significantly associated with psychotic-like experiences at age 19 or 22. In exploratory analysis, we observed a positive association between perceived stress and the experience of psychotic experiences at age 22. CONCLUSION Age of first use of cannabis influenced trajectories of young cannabis users with later onset leading to higher increase, whereas the frequency of psychotic-like experiences was not associated with a change in cannabis use. The observed association between perceived stress and psychotic-like experiences at age 22 emphasizes the importance of stress experiences in developing psychosis independent of cannabis use.
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Affiliation(s)
- Laura S Daedelow
- Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany.
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany
| | - Moritz Berning
- Amsterdam Institute for Social Science Research, University of Amsterdam, Amsterdam, the Netherlands
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Rüdiger Brühl
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig and Berlin, Germany
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, United Kingdom
| | - H Valerie Curran
- Clinical Psychopharmacology Unit, University College London, London, United Kingdom
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, United Kingdom
| | - Herta Flor
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany; Department of Psychology, School of Social Sciences, University of Mannheim, 68131 Mannheim, Germany
| | - Antoine Grigis
- NeuroSpin, CEA, Université Paris-Saclay, F-91191 Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, 05405 Burlington, VT, USA
| | - Anita Hardon
- Amsterdam Institute for Social Science Research, University of Amsterdam, Amsterdam, the Netherlands
| | - Jakob Kaminski
- Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U A10 "Trajectoires développementales en psychiatrie"; Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli, Gif-sur-Yvette, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U A10 "Trajectoires développementales en psychiatrie"; Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli; and AP-HP.Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris, France
| | - Eric Artiges
- Institut National de la Santé et de la Recherche Médicale, INSERM U A10 "Trajectoires développementales en psychiatrie"; Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli; and Psychiatry Department 91G16, Orsay Hospital, France
| | - Hayley Murray
- Amsterdam Institute for Social Science Research, University of Amsterdam, Amsterdam, the Netherlands
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany; Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany; Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany
| | - Nicole Y L Oei
- Research Priority Area (RPA) Yield, University of Amsterdam, Amsterdam, the Netherlands; Developmental Psychology (Addiction Development and Psychopathology ADAPT-lab), University of Amsterdam, Amsterdam, the Netherlands; Amsterdam Brain and Cognition (ABC), University of Amsterdam, Amsterdam, the Netherlands
| | | | - Tomáš Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Departments of Psychology and Psychiatry, University of Toronto, Toronto, Ontario M6A 2E1, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, von-Siebold-Str. 5, 37075 Göttingen, Germany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany
| | - Sabina Millenet
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany
| | - Annika Rosenthal
- Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Robert Whelan
- School of Psychology, Global Brain Health Institute, Trinity College Dublin, Ireland
| | - Reinout W Wiers
- Department of Developmental Psychology, Adapt Lab, Research Priority Area Yield, University of Amsterdam, Nieuwe Achtergracht 129-B, 1018 WS Amsterdam, the Netherlands
| | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, United Kingdom; PONS Research Group, Dept of Psychiatry and Psychotherapy, Campus Charite Mitte, Humboldt University, Berlin and Leibniz Institute for Neurobiology, Magdeburg, Germany, and Institute for Science and Technology of Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai, PR China
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
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20
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Jia T, Xie C, Banaschewski T, Barker GJ, Bokde ALW, Büchel C, Quinlan EB, Desrivières S, Flor H, Grigis A, Garavan H, Gowland P, Heinz A, Ittermann B, Martinot JL, Martinot MLP, Nees F, Orfanos DP, Poustka L, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Robbins TW, Feng J. Neural network involving medial orbitofrontal cortex and dorsal periaqueductal gray regulation in human alcohol abuse. Sci Adv 2021; 7:eabd4074. [PMID: 33536210 PMCID: PMC7857680 DOI: 10.1126/sciadv.abd4074] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/18/2020] [Accepted: 12/16/2020] [Indexed: 05/26/2023]
Abstract
Prompted by recent evidence of neural circuitry in rodent models, functional magnetic resonance imaging and functional connectivity analyses were conducted for a large adolescent population at two ages, together with alcohol abuse measures, to characterize a neural network that may underlie the onset of alcoholism. A network centered on the medial orbitofrontal cortex (mOFC), as well as including the dorsal periaqueductal gray (dPAG), central nucleus of the amygdala, and nucleus accumbens, was identified, consistent with the rodent models, with evidence of both inhibitory and excitatory coregulation by the mOFC over the dPAG. Furthermore, significant relationships were detected between raised baseline excitatory coregulation in this network and impulsivity measures, supporting a role for negative urgency in alcohol dependence.
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Affiliation(s)
- Tianye Jia
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China.
- Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Fudan University), Ministry of Education, Shanghai, China
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology and Neuroscience, SGDP Centre, King's College London, London SE5 8AF, UK
| | - Chao Xie
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China
- Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Fudan University), Ministry of Education, Shanghai, China
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany
| | - Gareth J Barker
- Department of Neuroimaging, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Christian Büchel
- University Medical Centre Hamburg-Eppendorf, Martinistr. 52, Hamburg, Germany
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology and Neuroscience, SGDP Centre, King's College London, London SE5 8AF, UK
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology and Neuroscience, SGDP Centre, King's College London, London SE5 8AF, UK
| | - Herta Flor
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
- Department of Psychology, School of Social Sciences, University of Mannheim, 68131 Mannheim, Germany
| | - Antoine Grigis
- NeuroSpin, C.E.A., Université Paris-Saclay, F-91191 Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, Burlington, VT 05405, USA
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, UK
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig and Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U A10 "Trajectoires développementales en psychiatrie," Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli, Gif-sur-Yvette, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U A10 "Trajectoires développementales en psychiatrie," Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli, Gif-sur-Yvette, France
- AP-HP.Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
- Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany
| | | | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, von-Siebold-Str. 5, 37075 Göttingen, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland
| | - Gunter Schumann
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China
- PONS-Research Group, Charité Mental Health, Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Berlin, Germany
- Department of Sports and Health Sciences, University of Potsdam, Potsdam, Germany
- PONS Centre, Institute for Science and Technology of Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai, China
| | - Trevor W Robbins
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China.
- Department of Psychology and Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK
| | - Jianfeng Feng
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China.
- Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Fudan University), Ministry of Education, Shanghai, China
- School of Mathematical Sciences and Centre for Computational Systems Biology, Fudan University, Shanghai, China
- Department of Computer Science, University of Warwick, Coventry, UK
- Fudan ISTBI-ZJNU Algorithm Centre for Brain-inspired Intelligence, Zhejiang Normal University, Jinhua, China
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21
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Zhang Y, Luo Q, Huang CC, Lo CYZ, Langley C, Desrivières S, Quinlan EB, Banaschewski T, Millenet S, Bokde ALW, Flor H, Garavan H, Gowland P, Heinz A, Ittermann B, Martinot JL, Artiges E, Paillère-Martinot ML, Nees F, Orfanos DP, Poustka L, Fröhner JH, Smolka MN, Walter H, Whelan R, Tsai SJ, Lin CP, Bullmore E, Schumann G, Sahakian BJ, Feng J. The Human Brain Is Best Described as Being on a Female/Male Continuum: Evidence from a Neuroimaging Connectivity Study. Cereb Cortex 2021; 31:3021-3033. [PMID: 33471126 PMCID: PMC8107794 DOI: 10.1093/cercor/bhaa408] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2020] [Revised: 11/17/2020] [Accepted: 12/25/2020] [Indexed: 12/30/2022] Open
Abstract
Psychological androgyny has long been associated with greater cognitive flexibility, adaptive behavior, and better mental health, but whether a similar concept can be defined using neural features remains unknown. Using the neuroimaging data from 9620 participants, we found that global functional connectivity was stronger in the male brain before middle age but became weaker after that, when compared with the female brain, after systematic testing of potentially confounding effects. We defined a brain gender continuum by estimating the likelihood of an observed functional connectivity matrix to represent a male brain. We found that participants mapped at the center of this continuum had fewer internalizing symptoms compared with those at the 2 extreme ends. These findings suggest a novel hypothesis proposing that there exists a neuroimaging concept of androgyny using the brain gender continuum, which may be associated with better mental health in a similar way to psychological androgyny.
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Affiliation(s)
- Yi Zhang
- Shanghai Centre for Mathematical Sciences, Fudan University, Shanghai, 200433, China.,Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence and Research and Research Institute of Intelligent Complex Systems, Fudan University, Shanghai, 200433, China.,Department of Psychiatry, University of Cambridge, Cambridge, CB2 0SZ, UK
| | - Qiang Luo
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence and Research and Research Institute of Intelligent Complex Systems, Fudan University, Shanghai, 200433, China.,State Key Laboratory of Medical Neurobiology and Ministry of Education Frontiers Center for Brain Science, Institutes of Brain Science and National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai, 200433, China
| | - Chu-Chung Huang
- Institute of Cognitive Neuroscience, School of Psychology and Cognitive Science, East China Normal University, Shanghai 200062, China
| | - Chun-Yi Zac Lo
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence and Research and Research Institute of Intelligent Complex Systems, Fudan University, Shanghai, 200433, China
| | - Christelle Langley
- Department of Psychiatry, University of Cambridge, Cambridge, CB2 0SZ, UK.,Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, CB2 3EB, UK
| | - Sylvane Desrivières
- Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, London, SE5 8AF, UK
| | - Erin Burke Quinlan
- Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, London, SE5 8AF, UK
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, 69117, Germany
| | - Sabina Millenet
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, 69117, Germany
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, D02 PN40, Ireland
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Manheim, 69117, Germany.,Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, 68131, Germany
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, Burlington, VT 05405, USA
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, NG7 2RD, UK
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin, 10117, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), Abbestraße 2, 10587 Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U1299 ``Developmental trajectories & psychiatry''; Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli; 91190 Gif-sur-Yvette, France.,Etablissement Public de Santé (EPS) Barthélemy Durand, 91700 Sainte-Geneviève-des-Bois, France
| | - Eric Artiges
- Institut National de la Santé et de la Recherche Médicale, INSERM U1299 ``Developmental trajectories & psychiatry''; Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli; 91190 Gif-sur-Yvette, France.,Etablissement Public de Santé (EPS) Barthélemy Durand, 91700 Sainte-Geneviève-des-Bois, France
| | - Marie-Laure Paillère-Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U1299 ``Developmental trajectories & psychiatry''; Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli; 91190 Gif-sur-Yvette, France.,Assistance Publique-Hêpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris, 75006, France
| | - Frauke Nees
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, D02 PN40, Ireland.,Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Manheim, 69117, Germany.,Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, 24118, Germany
| | - Dimitri Papadopoulos Orfanos
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, 37075, Germany
| | - Luise Poustka
- Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna, 1090 Wien, Austria.,Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, 01087, Germany
| | - Juliane H Fröhner
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, D02 PN40, Ireland
| | - Michael N Smolka
- Department of Psychiatry, Taipei Veterans General Hospital, Taipei, 11217, Taiwan
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin, 10117, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, D02 PN40, Ireland
| | - Shih-Jen Tsai
- Department of Psychiatry, Taipei Veterans General Hospital, Taipei, 11217, Taiwan.,School of Medicine, National Yang-Ming University, Taipei, 11221, Taiwan
| | - Ching-Po Lin
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence and Research and Research Institute of Intelligent Complex Systems, Fudan University, Shanghai, 200433, China.,Institute of Neuroscience, National Yang-Ming University, Taipei, 11221, Taiwan
| | - Ed Bullmore
- Department of Psychiatry, University of Cambridge, Cambridge, CB2 0SZ, UK.,Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, CB2 3EB, UK.,Cambridgeshire and Peterborough National Health Service (NHS) Foundation Trust, Huntingdon, CB21 5EF, UK
| | - Gunter Schumann
- PONS Research Group, Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charitéplatz 1, Berlin, 10117, Germany.,PONS Centre, Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, 200433, China
| | - Barbara J Sahakian
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence and Research and Research Institute of Intelligent Complex Systems, Fudan University, Shanghai, 200433, China.,Department of Psychiatry, University of Cambridge, Cambridge, CB2 0SZ, UK.,Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, CB2 3EB, UK
| | - Jianfeng Feng
- Shanghai Centre for Mathematical Sciences, Fudan University, Shanghai, 200433, China.,Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence and Research and Research Institute of Intelligent Complex Systems, Fudan University, Shanghai, 200433, China.,Department of Computer Science, University of Warwick, Coventry, CV4 7AL, UK.,Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, 200433, China
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22
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Wang H, Fan L, Song M, Liu B, Wu D, Jiang R, Li J, Li A, Banaschewski T, Bokde ALW, Quinlan EB, Desrivières S, Flor H, Grigis A, Garavan H, Chaarani B, Gowland P, Heinz A, Ittermann B, Martinot JL, Martinot MLP, Artiges E, Nees F, Orfanos DP, Poustka L, Millenet S, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Jiang T. Functional Connectivity Predicts Individual Development of Inhibitory Control during Adolescence. Cereb Cortex 2020; 31:2686-2700. [PMID: 33386409 DOI: 10.1093/cercor/bhaa383] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
Derailment of inhibitory control (IC) underlies numerous psychiatric and behavioral disorders, many of which emerge during adolescence. Identifying reliable predictive biomarkers that place the adolescents at elevated risk for future IC deficits can help guide early interventions, yet the scarcity of longitudinal research has hindered the progress. Here, using a large-scale longitudinal dataset in which the same subjects performed a stop signal task during functional magnetic resonance imaging at ages 14 and 19, we tracked their IC development individually and tried to find the brain features predicting their development by constructing prediction models using 14-year-olds' functional connections within a network or between a pair of networks. The participants had distinct between-subject trajectories in their IC development. Of the candidate connections used for prediction, ventral attention-subcortical network interconnections could predict the individual development of IC and formed a prediction model that generalized to previously unseen individuals. Furthermore, we found that connectivity between these two networks was related to substance abuse problems, an IC-deficit related problematic behavior, within 5 years. Our study reveals individual differences in IC development from mid- to late-adolescence and highlights the importance of ventral attention-subcortical network interconnections in predicting future IC development and substance abuse in adolescents.
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Affiliation(s)
- Haiyan Wang
- Brainnetome Center and National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China.,School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Lingzhong Fan
- Brainnetome Center and National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China.,School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Ming Song
- Brainnetome Center and National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China
| | - Bing Liu
- Brainnetome Center and National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China.,School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing 100049, China.,CAS Center for Excellence in Brain Science and Intelligence Technology, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China
| | - Dongya Wu
- Brainnetome Center and National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China.,School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Rongtao Jiang
- Brainnetome Center and National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China.,School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Jin Li
- Brainnetome Center and National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China
| | - Ang Li
- Brainnetome Center and National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China.,School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, 68159 Mannheim, Germany
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin 2, Ireland
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, London SE5 8AF, United Kingdom
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, London SE5 8AF, United Kingdom
| | - Herta Flor
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, 68159 Mannheim, Germany.,Department of Psychology, School of Social Sciences, University of Mannheim, 68131 Mannheim, Germany
| | - Antoine Grigis
- NeuroSpin, CEA, Université Paris-Saclay, F-91191 Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, 05405 Burlington, VT, USA
| | - Bader Chaarani
- Departments of Psychiatry and Psychology, University of Vermont, 05405 Burlington, VT, USA
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, NG7 2RD, United Kingdom
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig and Berlin, 10587 Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry", University Paris Sud-University Paris Saclay, DIGITEO Labs, Rue Noetzlin, 91190 Gif sur Yvette, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry", University Paris Sud, University Paris Descartes; and AP-HP.Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, 75013, Paris, France
| | - Eric Artiges
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry", University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette; and Psychiatry Department 91G16, Orsay Hospital, Orsay, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, 68159 Mannheim, Germany.,Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, 68159 Mannheim, Germany
| | | | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, 37075 Göttingen, Germany
| | - Sabina Millenet
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, 68159 Mannheim, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Chemnitzer Str. 46a01187, Dresden, Germany
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Chemnitzer Str. 46a01187, Dresden, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, Charitéplatz 1, 10117, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin 2, Ireland
| | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, London SE5 8AF, United Kingdom.,PONS Research Group, Department of Psychiatry and Psychotherapy, Campus Charite Mitte, Humboldt University, 10117 Berlin, Germany.,Leibniz Institute for Neurobiology, 39118 Magdeburg, Germany.,Institute for Science and Technology of Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai 200433, China
| | - Tianzi Jiang
- Brainnetome Center and National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China.,School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing 100049, China.,CAS Center for Excellence in Brain Science and Intelligence Technology, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China.,The Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Science and Technology of China, Chengdu 625014, China.,The Queensland Brain Institute, University of Queensland, Brisbane, Queensland 4072, Australia
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23
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Robinson L, Zhang Z, Jia T, Bobou M, Roach A, Campbell I, Irish M, Quinlan EB, Tay N, Barker ED, Banaschewski T, Bokde ALW, Grigis A, Garavan H, Heinz A, Ittermann B, Martinot JL, Stringaris A, Penttilä J, van Noort B, Grimmer Y, Martinot MLP, Insensee C, Becker A, Nees F, Orfanos DP, Paus T, Poustka L, Hohmann S, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Schmidt U, Desrivières S. Association of Genetic and Phenotypic Assessments With Onset of Disordered Eating Behaviors and Comorbid Mental Health Problems Among Adolescents. JAMA Netw Open 2020; 3:e2026874. [PMID: 33263759 PMCID: PMC7711322 DOI: 10.1001/jamanetworkopen.2020.26874] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
IMPORTANCE Eating disorders are serious mental disorders with increasing prevalence. Without early identification and treatment, eating disorders may run a long-term course. OBJECTIVE To characterize any associations among disordered eating behaviors (DEBs) and other mental health disorders and to identify early associations with the development of symptoms over time. DESIGN, SETTING, AND PARTICIPANTS This multicenter, population-based, longitudinal cohort study used data from baseline (collected in 2010), follow-up 1 (collected in 2012), and follow-up 2 (collected in 2015) of the IMAGEN Study, which included adolescents recruited from 8 European sites. The present study assessed data from 1623 healthy adolescents, aged 14 years at baseline, recruited from high schools. Data analyses were performed from January 2018 to September 2019. MAIN OUTCOMES AND MEASURES Body mass index (BMI), mental health symptoms, substance use behaviors, and personality variables were investigated as time-varying associations of DEBs (dieting, binge eating, and purging) or change in BMI over time. Polygenic risk scores were calculated to investigate genetic contributions associated with BMI, attention-deficit/hyperactivity disorder (ADHD) and neuroticism to DEBs. RESULTS In this cohort study of 1623 adolescents (829 girls [51.1%]) recruited at a mean (SD) age of 14.5 (0.4) years and followed up at ages 16 and 19 years, 278 adolescents (17.1%) reported binge eating, 334 adolescents (20.6%) reported purging, and 356 adolescents (21.9%) reported dieting at 14, 16, or 19 years. Among the precursors of DEBs, high BMI was associated with future dieting (OR, 3.44; 95% CI, 2.09-5.65). High levels of neuroticism (OR, 1.04; 95% CI, 1.01-1.06), conduct problems (OR, 1.41; 95% CI, 1.17-1.69), and deliberate self-harm (OR, 2.18; 95% CI, 1.37-3.45) were associated with future binge eating. Low agreeableness (OR, 0.95; 95% CI, 0.92-0.97), deliberate self-harm (OR, 2.59; 95% CI, 1.69-3.95), conduct problems (OR, 1.42; 95% CI, 1.20-1.68), alcohol misuse (OR, 1.31; 95% CI, 1.10-1.54), and drug abuse (OR, 2.91; 95% CI, 1.78-4.74) were associated with future purging. Polygenetic risk scores for BMI were associated with dieting (at 14 years: OR, 1.27; lower bound 95% CI, 1.08; at 16 years: OR, 1.38; lower bound 95% CI, 1.17); ADHD, with purging (at 16 years: OR, 1.25; lower bound 95% CI, 1.08; at 19 years, OR, 1.23; lower bound 95% CI, 1.06); and neuroticism, with binge eating (at 14 years: OR, 1.32; lower bound 95% CI, 1.11; at 16 years: OR, 1.24; lower bound 95% CI, 1.06), highlighting distinct etiologic overlaps between these traits. The DEBs predated other mental health problems, with dieting at 14 years associated with future symptoms of depression (OR, 2.53; 95% CI, 1.56-4.10), generalized anxiety (OR, 2.27; 95% CI, 1.14-4.51), deliberate self-harm (OR, 2.10; 95% CI, 1.51-4.24), emotional problems (OR, 1.24; 95% CI, 1.08-1.43), and smoking (OR, 2.16; 95% CI, 1.36-3.48). Purging at 14 years was also associated with future depression (OR, 2.87; 95% CI, 1.69-5.01) and anxiety (OR, 2.48; 95% CI, 1.49-4.12) symptoms. CONCLUSIONS AND RELEVANCE The findings of this study delineate temporal associations and shared etiologies among DEBs and other mental health disorders and emphasize the potential of genetic and phenotypical assessments of obesity, behavioral disorders, and neuroticism to improve early and differential diagnosis of eating disorders.
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Affiliation(s)
- Lauren Robinson
- Section of Eating Disorders, Department of Psychological Medicine, King’s College London, London, United Kingdom
| | - Zuo Zhang
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King’s College London, London, United Kingdom
| | - Tianye Jia
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King’s College London, London, United Kingdom
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China
- Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China
| | - Marina Bobou
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King’s College London, London, United Kingdom
| | - Anna Roach
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King’s College London, London, United Kingdom
| | - Iain Campbell
- Section of Eating Disorders, Department of Psychological Medicine, King’s College London, London, United Kingdom
| | - Madeleine Irish
- Section of Eating Disorders, Department of Psychological Medicine, King’s College London, London, United Kingdom
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King’s College London, London, United Kingdom
| | - Nicole Tay
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King’s College London, London, United Kingdom
| | - Edward D. Barker
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King’s College London, London, United Kingdom
- Developmental Psychopathology Lab, Department of Psychology, King’s College London, London, United Kingdom
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Arun L. W. Bokde
- Discipline of Psychiatry, Trinity College Institute of Neuroscience, Trinity College Dublin School of Medicine, Dublin, Ireland
| | - Antoine Grigis
- NeuroSpin, CEA, Université Paris-Saclay, F-91191 Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, Burlington
| | - Andreas Heinz
- Charité–Universitätsmedizin Berlin, Corporate member of Freie Universität Berlin, Humboldt–Universität zu Berlin, and Berlin Institute of Health, Department of Psychiatry and Psychotherapy, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany
| | - Jean-Luc Martinot
- INSERM U A10 “Developmental Trajectories & Psychiatry,” Université Paris-Saclay, Ecole Normale Supérieure Paris-Saclay, CNRS, Centre Borelli, Gif-sur-Yvette, France
| | - Argyris Stringaris
- National Institute of Mental Health, National Institutes of Health, Bethesda, Maryland
| | - Jani Penttilä
- Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic Kauppakatu 14, Lahti, Finland
| | | | - Yvonne Grimmer
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Marie-Laure Paillère Martinot
- Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris France
| | - Corinna Insensee
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, Göttingen, Germany
| | - Andreas Becker
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, Göttingen, Germany
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Departments of Psychiatry and Psychology, University of Vermont, Burlington
- Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany
| | | | - Tomáš Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital and Departments of Psychology and Psychiatry, University of Toronto, Toronto, Ontario, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, Göttingen, Germany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Juliane H. Fröhner
- Technische Universität Dresden, Faculty of Medicine Carl Gustav Carus, Department of Psychiatry and Psychotherapy, Section of Systems Neuroscience, Dresden, Germany
| | - Michael N. Smolka
- Deptartment of Psychiatry and Psychotherapy, Campus Charite Mitte, Humboldt University, Berlin, Germany and Institute for Science and Technology of Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai, China
| | - Henrik Walter
- Charité–Universitätsmedizin Berlin, Corporate member of Freie Universität Berlin, Humboldt–Universität zu Berlin, and Berlin Institute of Health, Department of Psychiatry and Psychotherapy, Berlin, Germany
| | - Robert Whelan
- Global Brain Health Institute, Trinity College Dublin School of Psychology, Dublin, Ireland
| | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King’s College London, London, United Kingdom
- Deptartment of Psychiatry and Psychotherapy, Campus Charite Mitte, Humboldt University, Berlin, Germany and Institute for Science and Technology of Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai, China
| | - Ulrike Schmidt
- Section of Eating Disorders, Department of Psychological Medicine, King’s College London, London, United Kingdom
- The Eating Disorders Service, Maudsley Hospital, South London and Maudsley NHS Foundation Trust, London, United Kingdom
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King’s College London, London, United Kingdom
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24
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Mascarell Maričić L, Walter H, Rosenthal A, Ripke S, Quinlan EB, Banaschewski T, Barker GJ, Bokde ALW, Bromberg U, Büchel C, Desrivières S, Flor H, Frouin V, Garavan H, Itterman B, Martinot JL, Martinot MLP, Nees F, Orfanos DP, Paus T, Poustka L, Hohmann S, Smolka MN, Fröhner JH, Whelan R, Kaminski J, Schumann G, Heinz A. The IMAGEN study: a decade of imaging genetics in adolescents. Mol Psychiatry 2020; 25:2648-2671. [PMID: 32601453 PMCID: PMC7577859 DOI: 10.1038/s41380-020-0822-5] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/05/2019] [Revised: 04/10/2020] [Accepted: 06/12/2020] [Indexed: 11/17/2022]
Abstract
Imaging genetics offers the possibility of detecting associations between genotype and brain structure as well as function, with effect sizes potentially exceeding correlations between genotype and behavior. However, study results are often limited due to small sample sizes and methodological differences, thus reducing the reliability of findings. The IMAGEN cohort with 2000 young adolescents assessed from the age of 14 onwards tries to eliminate some of these limitations by offering a longitudinal approach and sufficient sample size for analyzing gene-environment interactions on brain structure and function. Here, we give a systematic review of IMAGEN publications since the start of the consortium. We then focus on the specific phenotype 'drug use' to illustrate the potential of the IMAGEN approach. We describe findings with respect to frontocortical, limbic and striatal brain volume, functional activation elicited by reward anticipation, behavioral inhibition, and affective faces, and their respective associations with drug intake. In addition to describing its strengths, we also discuss limitations of the IMAGEN study. Because of the longitudinal design and related attrition, analyses are underpowered for (epi-) genome-wide approaches due to the limited sample size. Estimating the generalizability of results requires replications in independent samples. However, such densely phenotyped longitudinal studies are still rare and alternative internal cross-validation methods (e.g., leave-one out, split-half) are also warranted. In conclusion, the IMAGEN cohort is a unique, very well characterized longitudinal sample, which helped to elucidate neurobiological mechanisms involved in complex behavior and offers the possibility to further disentangle genotype × phenotype interactions.
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Affiliation(s)
- Lea Mascarell Maričić
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, Campus Charité Mitte, Berlin, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, Campus Charité Mitte, Berlin, Germany
| | - Annika Rosenthal
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, Campus Charité Mitte, Berlin, Germany
| | - Stephan Ripke
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, Campus Charité Mitte, Berlin, Germany
| | - Erin Burke Quinlan
- Department of Social Genetic & Developmental Psychiatry, Institute of Psychiatry, King's College London, London, UK
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany
| | - Gareth J Barker
- Department of Neuroimaging, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Uli Bromberg
- University Medical Centre Hamburg-Eppendorf, House W34, 3.OG, Martinistr. 52, 20246, Hamburg, Germany
| | - Christian Büchel
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
| | - Sylvane Desrivières
- Department of Social Genetic & Developmental Psychiatry, Institute of Psychiatry, King's College London, London, UK
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
- Department of Psychology, School of Social Sciences, University of Mannheim, 68131, Mannheim, Germany
| | - Vincent Frouin
- NeuroSpin, CEA, Université Paris-Saclay, F-91191, Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, Burlington, VT, 05405, USA
| | - Bernd Itterman
- Physikalisch-Technische Bundesanstalt (PTB), Abbestr. 2-12, Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging& Psychiatry", University Paris Sud, University Paris Descartes-Sorbonne Paris Cité, and Maison de Solenn, Paris, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry", University Paris Sud, University Paris Descartes, Sorbonne Université, and AP-HP, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
| | | | - Tomáš Paus
- Rotman Research Institute, Baycrest and Departments of Psychology and Psychiatry, University of Toronto, Toronto, ON, M6A 2E1, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, von-Siebold-Str. 5, 37075, Göttingen, Germany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, TechnischeUniversität Dresden, Dresden, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Neuroimaging Center, TechnischeUniversität Dresden, Dresden, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland
| | - Jakob Kaminski
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, Campus Charité Mitte, Berlin, Germany
- Berlin Institute of Health, Berlin, Germany
| | - Gunter Schumann
- Department of Social Genetic & Developmental Psychiatry, Institute of Psychiatry, King's College London, London, UK
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, Campus Charité Mitte, Berlin, Germany.
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25
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Spechler PA, Chaarani B, Orr C, Albaugh MD, Fontaine NR, Higgins ST, Banaschewski T, Bokde ALW, Quinlan EB, Desrivières S, Flor H, Grigis A, Gowland P, Heinz A, Ittermann B, Artiges E, Martinot MLP, Nees F, Orfanos DP, Paus T, Poustka L, Hohmann S, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Garavan H. Longitudinal associations between amygdala reactivity and cannabis use in a large sample of adolescents. Psychopharmacology (Berl) 2020; 237:3447-3458. [PMID: 32772145 PMCID: PMC7572697 DOI: 10.1007/s00213-020-05624-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/11/2020] [Accepted: 07/27/2020] [Indexed: 10/23/2022]
Abstract
RATIONALE The amygdala is a key brain structure to study in relation to cannabis use as reflected by its high-density of cannabinoid receptors and functional reactivity to processes relevant to drug use. Previously, we identified a correlation between cannabis use in early adolescence and amygdala hyper-reactivity to angry faces (Spechler et al. 2015). OBJECTIVES Here, we leveraged the longitudinal aspect of the same dataset (the IMAGEN study) to determine (1) if amygdala hyper-reactivity predicts future cannabis use and (2) if amygdala reactivity is affected by prolonged cannabis exposure during adolescence. METHODS First, linear regressions predicted the level of cannabis use by age 19 using amygdala reactivity to angry faces measured at age 14 prior to cannabis exposure in a sample of 1119 participants. Next, we evaluated the time course of amygdala functional development from age 14 to 19 for angry face processing and how it might be associated with protracted cannabis use throughout this developmental window. We compared the sample from Spechler et al. 2015, the majority of whom escalated their use over the 5-year interval, to a matched sample of non-users. RESULTS Right amygdala reactivity to angry faces significantly predicted cannabis use 5 years later in a dose-response fashion. Cannabis-naïve adolescents demonstrated the lowest levels of amygdala reactivity. No such predictive relationship was identified for alcohol or cigarette use. Next, follow-up analyses indicated a significant group-by-time interaction for the right amygdala. CONCLUSIONS (1) Right amygdala hyper-reactivity is predictive of future cannabis use, and (2) protracted cannabis exposure during adolescence may alter the rate of neurotypical functional development.
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Affiliation(s)
- Philip A Spechler
- Vermont Center on Behavior and Health, University of Vermont, Burlington, VT, 05401, USA.
- Department of Psychiatry, College of Medicine, University of Vermont, Burlington, VT, 05401, USA.
| | - Bader Chaarani
- Vermont Center on Behavior and Health, University of Vermont, Burlington, VT, 05401, USA
- Department of Psychiatry, College of Medicine, University of Vermont, Burlington, VT, 05401, USA
| | - Catherine Orr
- Department of Psychiatry, College of Medicine, University of Vermont, Burlington, VT, 05401, USA
| | - Matthew D Albaugh
- Department of Psychiatry, College of Medicine, University of Vermont, Burlington, VT, 05401, USA
| | - Nicholas R Fontaine
- Department of Psychiatry, College of Medicine, University of Vermont, Burlington, VT, 05401, USA
| | - Stephen T Higgins
- Vermont Center on Behavior and Health, University of Vermont, Burlington, VT, 05401, USA
- Department of Psychiatry, College of Medicine, University of Vermont, Burlington, VT, 05401, USA
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Stratified Medicine (PONS) and MRC-SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Stratified Medicine (PONS) and MRC-SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany
| | - Antoine Grigis
- NeuroSpin, CEA, Université Paris-Saclay, F-91191, Gif-sur-Yvette, France
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, UK
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Charitéplatz 1, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig-Berlin, Germany
| | - Eric Artiges
- Institut National de la Santé et de la Recherche Médicale, INSERM U A10 "Trajectoires développementales en psychiatrie", Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli; and Psychiatry Department 91G16, Orsay Hospital, Paris, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U A10 "Trajectoires développementales en psychiatrie", Université Paris-Saclay, Ecole Normale supérieure Paris-Saclay, CNRS, Centre Borelli; and AP-HP.Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | | | - Tomáš Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital and Departments of Psychology and Psychiatry, University of Toronto, Paris, France
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, von-Siebold-Str. 5, 37075, Göttingen, Germany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N Smolka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, von-Siebold-Str. 5, 37075, Göttingen, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Charitéplatz 1, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland
| | - Gunter Schumann
- Centre for Population Neuroscience and Stratified Medicine (PONS) and MRC-SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Hugh Garavan
- Vermont Center on Behavior and Health, University of Vermont, Burlington, VT, 05401, USA
- Department of Psychiatry, College of Medicine, University of Vermont, Burlington, VT, 05401, USA
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Wu J, Dodakian L, See J, Burke Quinlan E, Meng L, Abraham J, Wong EC, Le V, McKenzie A, Cramer SC. Gains Across WHO Dimensions of Function After Robot-Based Therapy in Stroke Subjects. Neurorehabil Neural Repair 2020; 34:1150-1158. [PMID: 33084499 DOI: 10.1177/1545968320956648] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
BACKGROUND Studies examining the effects of therapeutic interventions after stroke often focus on changes in loss of body function/structure (impairment). However, improvements in activities limitations and participation restriction are often higher patient priorities, and the relationship that these measures have with loss of body function/structure is unclear. OBJECTIVE This study measured gains across WHO International Classification of Function (ICF) dimensions and examined their interrelationships. METHODS Subjects were recruited 11 to 26 weeks after hemiparetic stroke. Over a 3-week period, subjects received 12 sessions of intensive robot-based therapy targeting the distal arm. Each subject was assessed at baseline and at 1 month after end of therapy. RESULTS At baseline, subjects (n = 40) were 134.7 ± 32.4 (mean ± SD) days poststroke and had moderate-severe arm motor deficits (arm motor Fugl-Meyer score of 35.6 ± 14.4) that were stable. Subjects averaged 2579 thumb movements and 1298 wrist movements per treatment session. After robot therapy, there was significant improvement in measures of body function/structure (Fugl-Meyer score) and activity limitations (Action Research Arm Test, Barthel Index, and Stroke Impact Scale-Hand), but not participation restriction (Stroke Specific Quality of Life Scale). Furthermore, while the degree of improvement in loss of body function/structure was correlated with improvement in activity limitations, neither improvement in loss of body function/structure nor improvement in activity limitations was correlated with change in participation restriction. CONCLUSIONS After a 3-week course of robotic therapy, there was improvement in body function/structure and activity limitations but no reduction in participation restriction.
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Affiliation(s)
- Jennifer Wu
- University of California, Irvine, Orange, CA, USA
| | | | - Jill See
- University of California, Irvine, Orange, CA, USA
| | - Erin Burke Quinlan
- University of California, Irvine, Orange, CA, USA.,Institute of Psychiatry, Psychology, & Neuroscience and King's College London, London, England, UK
| | - Lisa Meng
- University of California, Irvine, Orange, CA, USA
| | - Jeby Abraham
- University of California, Irvine, Orange, CA, USA.,Tripler Army Medical Center, Honolulu, HI, USA
| | - Ellen C Wong
- University of California, Los Angeles, and California Rehabilitation Institute, Los Angeles, CA, USA
| | - Vu Le
- University of California, Irvine, Orange, CA, USA
| | | | - Steven C Cramer
- University of California, Irvine, Orange, CA, USA.,University of California, Los Angeles, and California Rehabilitation Institute, Los Angeles, CA, USA
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27
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Shen C, Luo Q, Jia T, Zhao Q, Desrivières S, Quinlan EB, Banaschewski T, Millenet S, Bokde ALW, Büchel C, Flor H, Frouin V, Garavan H, Gowland P, Heinz A, Ittermann B, Martinot JL, Artiges E, Paillère-Martinot ML, Nees F, Papadopoulos Orfanos D, Paus T, Poustka L, Fröhner JH, Smolka MN, Walter H, Whelan R, Li F, Feng J, Schumann G, Sahakian BJ. Neural Correlates of the Dual-Pathway Model for ADHD in Adolescents. Am J Psychiatry 2020; 177:844-854. [PMID: 32375536 DOI: 10.1176/appi.ajp.2020.19020183] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
OBJECTIVE The dual-pathway model has been proposed to explain the heterogeneity in symptoms of attention deficit hyperactivity disorder (ADHD) by two independent psychological pathways based on distinct brain circuits. The authors sought to test whether the hypothesized cognitive and motivational pathways have separable neural correlates. METHODS In a longitudinal community-based cohort of 1,963 adolescents, the neuroanatomical correlates of ADHD were identified by a voxel-wise association analysis and then validated using an independent clinical sample (99 never-medicated patients with ADHD, 56 medicated patients with ADHD, and 267 healthy control subjects). The cognitive and motivational pathways were assessed by neuropsychological tests of working memory, intrasubject variability, stop-signal reaction time, and delay discounting. The associations were tested between the identified neuroanatomical correlates and both ADHD symptoms 2 years later and the polygenic risk score for ADHD. RESULTS Gray matter volumes of both a prefrontal cluster and a posterior occipital cluster were negatively associated with inattention. Compared with healthy control subjects, never-medicated patients, but not medicated patients, had significantly lower gray matter volumes in these two clusters. Working memory and intrasubject variability were associated with the posterior occipital cluster, and delay discounting was independently associated with both clusters. The baseline gray matter volume of the posterior occipital cluster predicted the inattention symptoms in a 2-year follow-up and was associated with the genetic risk for ADHD. CONCLUSIONS The dual-pathway model has both shared and separable neuroanatomical correlates, and the shared correlate in the occipital cortex has the potential to serve as an imaging trait marker of ADHD, especially the inattention symptom domain.
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Affiliation(s)
- Chun Shen
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Qiang Luo
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Tianye Jia
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Qi Zhao
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Sylvane Desrivières
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Erin Burke Quinlan
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Tobias Banaschewski
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Sabina Millenet
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Arun L W Bokde
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Christian Büchel
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Herta Flor
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Vincent Frouin
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Hugh Garavan
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Penny Gowland
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Andreas Heinz
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Bernd Ittermann
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Jean-Luc Martinot
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Eric Artiges
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Marie-Laure Paillère-Martinot
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Frauke Nees
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Dimitri Papadopoulos Orfanos
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Tomáš Paus
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Luise Poustka
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Juliane H Fröhner
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Michael N Smolka
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Henrik Walter
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Robert Whelan
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Fei Li
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Jianfeng Feng
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Gunter Schumann
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
| | - Barbara J Sahakian
- Institute of Science and Technology for Brain-Inspired Intelligence, Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China (Shen, Luo, Jia, Feng, Sahakian); State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science and Human Phenome Institute, Fudan University, Shanghai, China (Luo); Departments of Psychology and Psychiatry and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, U.K. (Sahakian); Medical Research Council-Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Desrivières, Quinlan, Schumann); School of Mathematical Sciences, Fudan University, Shanghai, China (Zhao); Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Millenet, Nees); Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin (Bokde); University Medical Center Hamburg-Eppendorf, Hamburg, Germany (Büchel); Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany (Nees); NeuroSpin, Commissariat à l'Énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, U.K. (Gowland); Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt Braunschweig and Berlin (Ittermann); Institut National de la Santé et de la Recherche Médicale (INSERM) Unit 1000, Neuroimaging and Psychiatry, University Paris Sud-Paris Saclay, University Paris Descartes, Paris (Martinot, Artiges, Paillère-Martinot); Service Hospitalier Frédéric Joliot, Orsay, France (Martinot, Artiges); Maison de Solenn, Paris (Martinot); Groupe Hospitalier Nord Essonne, Department of Psychiatry, Orsay, France (Artiges); Assistance Publique-Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris (Paillère-Martinot); Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto (Paus); Departments of Psychology and Psychiatry, University of Toronto, Toronto (Paus); Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); School of Psychology and Global Brain Health Institute, Trinity College Dublin (Whelan); Developmental and Behavioral Pediatric Department and Child Primary Care Department, Ministry of Education-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China (Li, Sahakian); Department of Computer Science, University of Warwick, Coventry, U.K. (Feng); and Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China (Feng)
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Kühn S, Banaschewski T, Bokde ALW, Büchel C, Quinlan EB, Desrivières S, Flor H, Grigis A, Garavan H, Gowland P, Heinz A, Ittermann B, Martinot JL, Martinot MLP, Nees F, Orfanos DP, Paus T, Poustka L, Millenet S, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Meyer-Lindenberg A, Gallinat J. Brain structure and habitat: Do the brains of our children tell us where they have been brought up? Neuroimage 2020; 222:117225. [PMID: 32800993 DOI: 10.1016/j.neuroimage.2020.117225] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2020] [Revised: 07/15/2020] [Accepted: 07/29/2020] [Indexed: 01/05/2023] Open
Abstract
Recently many lifestyle factors have been shown to be associated with brain structural alterations. At present we are facing increasing population shifts from rural to urban areas, which considerably change the living environments of human beings. To investigate the association between rural vs. urban upbringing and brain structure we selected 106 14-year old adolescents of whom half were exclusively raised in rural areas and the other half who exclusively lived in cities. Voxel-based morphometry revealed a group difference in left hippocampal formation (Rural > City), which was positively associated with cognitive performance in a spatial processing task. Moreover, significant group differences were observed in spatial processing (Rural > City). A mediation analysis revealed that hippocampal formation accounted for more than half of the association between upbringing and spatial processing. The results are compatible with studies reporting earlier and more intense opportunities for spatial exploration in children brought up in rural areas. The results are interesting in the light of urban planning where spaces enabling spatial exploration for children may deserve more attention.
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Affiliation(s)
- Simone Kühn
- Lise Meitner Group for Environmental Neuroscience, Max Planck Institute for Human Development, Berlin, Germany; University Medical Center Hamburg-Eppendorf (UKE), Department of Psychiatry and Psychotherapy W37, Martinistrasse 52, 20246 Hamburg, Germany.
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin
| | - Christian Büchel
- University Medical Centre Hamburg-Eppendorf, House W34, 3.OG, Martinistr. 52, 20246, Hamburg, Germany
| | - Erin Burke Quinlan
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, United Kingdom
| | - Sylvane Desrivières
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, United Kingdom
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany; Department of Psychology, School of Social Sciences, University of Mannheim, 68131 Mannheim, Germany
| | - Antoine Grigis
- NeuroSpin, CEA, Université Paris-Saclay, F-91191 Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, Burlington, VT, United States
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, United Kingdom
| | - Andreas Heinz
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charitéplatz 1, Berlin, Germany or Depending on journal requirements can be Charité - Universitätsmedizin Berlin, Department of Psychiatry NL Psychotherapy, Campus Charité Mitte, Charitéplatz 1, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig and Berlin, Germany [or depending on journal requirements can be: Physikalisch-Technische Bundesanstalt (PTB), Abbestr. 2 - 12, Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry", University Paris Saclay, University Paris Descartes - Sorbonne Paris Cité, and Maison de Solenn, Paris, France
| | - Marie Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry", University Paris Saclay, University Paris Descartes; and AP-HP.Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany; Department of Psychology, School of Social Sciences, University of Mannheim, 68131 Mannheim, Germany
| | | | - Tomáš Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital and Departments of Psychology and Psychiatry, University of Toronto, Toronto, Ontario, M6A 2E1, Abbreviation
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, von-Siebold-Str. 5, 37075, Göttingen, Germany
| | - Sabina Millenet
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charitéplatz 1, Berlin, Germany or Depending on journal requirements can be Charité - Universitätsmedizin Berlin, Department of Psychiatry NL Psychotherapy, Campus Charité Mitte, Charitéplatz 1, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Ireland
| | - Gunter Schumann
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, United Kingdom
| | - Andreas Meyer-Lindenberg
- Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
| | - Jürgen Gallinat
- Lise Meitner Group for Environmental Neuroscience, Max Planck Institute for Human Development, Berlin, Germany
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Judd N, Sauce B, Wiedenhoeft J, Tromp J, Chaarani B, Schliep A, van Noort B, Penttilä J, Grimmer Y, Insensee C, Becker A, Banaschewski T, Bokde ALW, Quinlan EB, Desrivières S, Flor H, Grigis A, Gowland P, Heinz A, Ittermann B, Martinot JL, Paillère Martinot ML, Artiges E, Nees F, Papadopoulos Orfanos D, Paus T, Poustka L, Hohmann S, Millenet S, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Garavan H, Klingberg T. Cognitive and brain development is independently influenced by socioeconomic status and polygenic scores for educational attainment. Proc Natl Acad Sci U S A 2020; 117:12411-12418. [PMID: 32430323 PMCID: PMC7275733 DOI: 10.1073/pnas.2001228117] [Citation(s) in RCA: 44] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Genetic factors and socioeconomic status (SES) inequalities play a large role in educational attainment, and both have been associated with variations in brain structure and cognition. However, genetics and SES are correlated, and no prior study has assessed their neural associations independently. Here we used a polygenic score for educational attainment (EduYears-PGS), as well as SES, in a longitudinal study of 551 adolescents to tease apart genetic and environmental associations with brain development and cognition. Subjects received a structural MRI scan at ages 14 and 19. At both time points, they performed three working memory (WM) tasks. SES and EduYears-PGS were correlated (r = 0.27) and had both common and independent associations with brain structure and cognition. Specifically, lower SES was related to less total cortical surface area and lower WM. EduYears-PGS was also related to total cortical surface area, but in addition had a regional association with surface area in the right parietal lobe, a region related to nonverbal cognitive functions, including mathematics, spatial cognition, and WM. SES, but not EduYears-PGS, was related to a change in total cortical surface area from age 14 to 19. This study demonstrates a regional association of EduYears-PGS and the independent prediction of SES with cognitive function and brain development. It suggests that the SES inequalities, in particular parental education, are related to global aspects of cortical development, and exert a persistent influence on brain development during adolescence.
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Affiliation(s)
- Nicholas Judd
- Department of Neuroscience, Karolinska Institute, Stockholm, 17165, Sweden
| | - Bruno Sauce
- Department of Neuroscience, Karolinska Institute, Stockholm, 17165, Sweden
| | - John Wiedenhoeft
- Department of Medical Statistics, University of Göttingen, Göttingen, 37073, Germany
| | - Jeshua Tromp
- Department of Cognitive Psychology, Leiden University, Leiden, 2311, The Netherlands
| | - Bader Chaarani
- Department of Psychiatry, University of Vermont, Burlington, VT 05405
- Department of Psychological Science, University of Vermont, Burlington, VT 05405
| | - Alexander Schliep
- Department of Computer Science and Engineering, University of Gothenburg, Gothenburg, 41756, Sweden
| | - Betteke van Noort
- Hochschule für Gesundheit und Medizin, Medical School Berlin, Berlin, 14197, Germany
| | - Jani Penttilä
- Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic, University of Tampere, Lahti, 33100, Finland
| | - Yvonne Grimmer
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, 69117, Germany
| | - Corinna Insensee
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, 37075, Germany
| | - Andreas Becker
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, 37075, Germany
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, 69117, Germany
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine, Trinity College Dublin, Dublin, D02 PN40, Ireland
- Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, D02 PN40, Ireland
| | - Erin Burke Quinlan
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, SE5 8AF, United Kingdom
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, SE5 8AF, United Kingdom
| | - Herta Flor
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, 69117, Germany
- Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, 68131, Germany
| | - Antoine Grigis
- NeuroSpin, French Alternative Energies and Atomic Energy Commission (CEA), Université Paris-Saclay, F-91191 Gif-sur-Yvette, France
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre, School of Physics and Astronomy, University of Nottingham, Nottingham, NG7 2RD, United Kingdom
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin, 10117, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt, Berlin, 38116, Germany
| | - Jean-Luc Martinot
- INSERM Unit 1000 "Neuroimaging & Psychiatry," Institut National de la Santé et de la Recherche Médicale, University Paris Saclay, University Paris Descartes, Paris, 75006, France
| | - Marie-Laure Paillère Martinot
- INSERM Unit 1000 "Neuroimaging & Psychiatry," Institut National de la Santé et de la Recherche Médicale, University Paris Saclay, University Paris Descartes, Paris, 75006, France
- Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Assistance Publique-Hôpitaux de Paris, Sorbonne Université, Paris, 75006, France
| | - Eric Artiges
- INSERM Unit 1000 "Neuroimaging & Psychiatry," Institut National de la Santé et de la Recherche Médicale, University Paris Saclay, University Paris Descartes, Paris, 75006, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, 69117, Germany
- Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, 68131, Germany
| | - Dimitri Papadopoulos Orfanos
- NeuroSpin, French Alternative Energies and Atomic Energy Commission (CEA), Université Paris-Saclay, F-91191 Gif-sur-Yvette, France
| | - Tomáš Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, University of Toronto, Toronto, ON M6A 2E1, Canada
- Department of Psychology, University of Toronto, Toronto, ON M6A 2E1, Canada
- Department of Psychiatry, University of Toronto, Toronto, ON M6A 2E1, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center, Göttingen, 37075, Germany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, 69117, Germany
| | - Sabina Millenet
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, 69117, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Dresden, 01087, Germany
| | - Michael N Smolka
- Department of Psychiatry, Technische Universität Dresden, Dresden, 01062, Germany
- Neuroimaging Center, Technische Universität Dresden, Dresden, 01069, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin, 10117, Germany
| | - Robert Whelan
- School of Psychology, Trinity College Dublin, Dublin, D02 PN40, Ireland
- Global Brain Health Institute, Trinity College Dublin, Dublin, D02 PN40, Ireland
| | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, SE5 8AF, United Kingdom
| | - Hugh Garavan
- Department of Psychiatry, University of Vermont, Burlington, VT 05405
- Department of Psychological Science, University of Vermont, Burlington, VT 05405
| | - Torkel Klingberg
- Department of Neuroscience, Karolinska Institute, Stockholm, 17165, Sweden;
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30
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Yu T, Jia T, Zhu L, Desrivières S, Macare C, Bi Y, Bokde ALW, Quinlan EB, Heinz A, Ittermann B, Liu C, Ji L, Banaschewski T, Ren D, Du L, Hou B, Flor H, Frouin V, Garavan H, Gowland P, Martinot JL, Paillère Martinot ML, Nees F, Orfanos DP, Luo Q, Chu C, Paus T, Poustka L, Hohmann S, Millenet S, Smolka MN, Vetter NC, Mennigen E, Lei C, Walter H, Fröhner JH, Whelan R, He G, He L, Schumann G, Robert G, Artiges E, Schneider S, Bach C, Paus T, Barbot A, Barker G, Bokde A, Vetter N, Büchel C, Cattrell A, Constant P, Gowland P, Crombag H, Czech K, Dalley J, Decideur B, Spranger T, Ripley T, Heym N, Flor H, Sommer W, Fuchs B, Gallinat J, Garavan H, Spanagel R, Kaviani M, Heinrichs B, Heinz A, Subramaniam N, Jia T, Ihlenfeld A, Delosis JI, Ittermann B, Conrod P, Banaschewski T, Jones J, Klaassen A, Lalanne C, Lanzerath D, Lawrence C, Lemaitre H, Desrivieres S, Mallik C, Mann K, Mar A, Martinez-Medina L, Martinot JL, Mennigen E, de Carvahlo FM, Schwartz Y, Bruehl R, Müller K, Nees F, Nymberg C, Lathrop M, Robbins T, Pausova Z, Pentilla J, Biondo F, Poline JB, Hohmann S, Poustka L, Millenet S, Smolka M, Fröhner J, Struve M, Williams S, Hübner T, Bromberg U, Aydin S, Rogers J, Romanowski A, Schmäl C, Schmidt D, Ripke S, Arroyo M, Schubert F, Pena-Oliver Y, Fauth-Bühler M, Mignon X, Whelan R, Speiser C, Fadai T, Stephens D, Ströhle A, Paillere ML, Strache N, Theobald D, Jurk S, Vulser H, Miranda R, Yacubilin J, Frouin V, Genauck A, Parchetka C, Gemmeke I, Kruschwitz J, WeiB K, Walter H, Feng J, Papadopoulos D, Filippi I, Ing A, Ruggeri B, Xu B, Macare C, Chu C, Hanratty E, Quinlan EB, Robert G, Schumann G, Yu T, Ziesch V, Stedman A. Cannabis-Associated Psychotic-like Experiences Are Mediated by Developmental Changes in the Parahippocampal Gyrus. J Am Acad Child Adolesc Psychiatry 2020; 59:642-649. [PMID: 31326579 DOI: 10.1016/j.jaac.2019.05.034] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2018] [Revised: 05/15/2019] [Accepted: 07/15/2019] [Indexed: 01/06/2023]
Abstract
OBJECTIVE Cannabis consumption during adolescence has been reported as a risk factor for psychotic-like experiences (PLEs) and schizophrenia. However, brain developmental processes associated with cannabis-related PLEs are still poorly described. METHOD A total of 706 adolescents from the general population who were recruited by the IMAGEN consortium had structural magnetic resonance imaging scans at both 14 and 19 years of age. We used deformation-based morphometry to map voxelwise brain changes between the two time points, using the pairwise algorithm in SPM12b. We used an a priori region-of-interest approach focusing on the hippocampus/parahippocampus to perform voxelwise linear regressions. Lifetime cannabis consumption was assessed using the European School Survey Project on Alcohol and other Drugs (ESPAD), and PLEs were assessed with the Comprehensive Assessment Psychotic-like experiences (CAPE) tool. We first tested whether hippocampus/parahippocampus development was associated with PLEs. Then we formulated and tested an a priori simple mediation model in which uncus development mediates the association between lifetime cannabis consumption and PLEs. RESULTS We found that PLEs were associated with reduced expansion within a specific region of the right hippocampus/parahippocampus formation, the uncus (p = .002 at the cluster level, p = .018 at the peak level). The partial simple mediation model revealed a significant total effect from lifetime cannabis consumption to PLEs (b = 0.069, 95% CI = 0.04-0.1, p =2 × 10-16), as well as a small yet significant, indirect effect of right uncus development (0.004; 95% CI = 0.0004-0.01, p = .026). CONCLUSION We show here that the uncus development is involved in the cerebral basis of PLEs in a population-based sample of healthy adolescents.
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Affiliation(s)
- Tao Yu
- Bio-X Institutes, Shanghai Jiao Tong University, Shanghai, China; Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK; Shanghai Center for Women and Children's Health, China; Jining Medical University, Shandong, China
| | - Tianye Jia
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK; Institute of Science and Technology for Brain-Inspired Intelligence, MoE Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China
| | - Liping Zhu
- Shanghai Center for Women and Children's Health, China
| | - Sylvane Desrivières
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Christine Macare
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Yan Bi
- Bio-X Institutes, Shanghai Jiao Tong University, Shanghai, China
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, College Green, Dublin, Ireland
| | - Erin Burke Quinlan
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Andreas Heinz
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Campus Charité Mitte, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig and Berlin, Berlin, Germany
| | | | - Lei Ji
- Bio-X Institutes, Shanghai Jiao Tong University, Shanghai, China
| | - Tobias Banaschewski
- Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Decheng Ren
- Bio-X Institutes, Shanghai Jiao Tong University, Shanghai, China
| | - Li Du
- Shanghai Center for Women and Children's Health, China
| | - Binyin Hou
- Bio-X Institutes, Shanghai Jiao Tong University, Shanghai, China
| | - Herta Flor
- Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; School of Social Sciences, University of Mannheim, Germany
| | - Vincent Frouin
- NeuroSpin, Commissariat à l'Energie Atomique, CEA, Université Paris-Saclay, Gif-sur-Yvette, France
| | | | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, UK
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale (INSERM), University Paris Sud, Orsay, France
| | | | - Frauke Nees
- Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | | | - Qiang Luo
- Institute of Science and Technology for Brain-Inspired Intelligence, MoE Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China
| | - Congying Chu
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Tomas Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital and the University of Toronto, Ontario, Canada
| | - Luise Poustka
- University Medical Centre Göttingen, Göttingen, Germany
| | - Sarah Hohmann
- Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Sabina Millenet
- Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | | | | | | | - Cai Lei
- Bio-X Institutes, Shanghai Jiao Tong University, Shanghai, China
| | - Henrik Walter
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Campus Charité Mitte, Berlin, Germany
| | | | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Ireland
| | - Guang He
- Bio-X Institutes, Shanghai Jiao Tong University, Shanghai, China
| | - Lin He
- Bio-X Institutes, Shanghai Jiao Tong University, Shanghai, China; Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK; Shanghai Center for Women and Children's Health, China; Baoan Maternal and Child Health Hospital, Jinan University, Shenzhen, China. IMAGEN consortium authors, affiliations, and acknowledgement are listed in the supplementary materials
| | - Gunter Schumann
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Gabriel Robert
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK; Behavior and Basal Ganglia Unit, Medical University of Rennes, France.
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Galinowski A, Miranda R, Lemaitre H, Artiges E, Paillère Martinot M, Filippi I, Penttilä J, Grimmer Y, Noort BM, Stringaris A, Becker A, Isensee C, Struve M, Fadai T, Kappel V, Goodman R, Banaschewski T, Bokde AL, Bromberg U, Brühl R, Büchel C, Cattrell A, Conrod P, Desrivières S, Flor H, Fröhner JH, Frouin V, Gallinat J, Garavan H, Gowland P, Heinz A, Hohmann S, Jurk S, Millenet S, Nees F, Papadopoulos‐Orfanos D, Poustka L, Quinlan EB, Smolka MN, Walter H, Whelan R, Schumann G, Martinot J. Heavy drinking in adolescents is associated with change in brainstem microstructure and reward sensitivity. Addict Biol 2020; 25:e12781. [PMID: 31328396 DOI: 10.1111/adb.12781] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2018] [Revised: 03/31/2019] [Accepted: 05/02/2019] [Indexed: 11/30/2022]
Abstract
Heavy drinker adolescents: altered brainstem microstructure.
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Affiliation(s)
- André Galinowski
- INSERM, UMR 1000, Research Unit “Neuroimaging and Psychiatry”, Paris Saclay University, Paris Descartes University, DIGITEO Labs, Gif sur Yvette France
| | - Ruben Miranda
- INSERM, UMR 1000, Research Unit “Neuroimaging and Psychiatry”, Paris Saclay University, Paris Descartes University, DIGITEO Labs, Gif sur Yvette France
- Department of Psychiatry and AddictologyPaul Brousse Hospital Villejuif France
| | - Hervé Lemaitre
- INSERM, UMR 1000, Research Unit “Neuroimaging and Psychiatry”, Paris Saclay University, Paris Descartes University, DIGITEO Labs, Gif sur Yvette France
| | - Eric Artiges
- INSERM, UMR 1000, Research Unit “Neuroimaging and Psychiatry”, Paris Saclay University, Paris Descartes University, DIGITEO Labs, Gif sur Yvette France
- Center for Neuroimaging Research (CENIR)Brain & Spine Institute Paris France
- Psychiatry Department 91G16Orsay Hospital Orsay France
| | - Marie‐Laure Paillère Martinot
- INSERM, UMR 1000, Research Unit “Neuroimaging and Psychiatry”, Paris Saclay University, Paris Descartes University, DIGITEO Labs, Gif sur Yvette France
- Department of Child and Adolescent PsychiatryPitié‐Salpêtrière Hospital Paris France
| | - Irina Filippi
- INSERM, UMR 1000, Research Unit “Neuroimaging and Psychiatry”, Paris Saclay University, Paris Descartes University, DIGITEO Labs, Gif sur Yvette France
| | - Jani Penttilä
- Department of Social and Health CarePsychosocial Services Adolescent Outpatient Clinic Lahti Finland
| | - Yvonne Grimmer
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg University Mannheim Germany
| | - Betteke M. Noort
- Department of Child and Adolescent Psychiatry Psychosomatics and Psychotherapy, Campus Charité MitteCharité‐Universitätsmedizin Berlin Berlin Germany
| | - Argyris Stringaris
- Department of Child and Adolescent Psychiatry, Institute of Psychiatry, Psychology & NeuroscienceKing's College London London UK
| | - Andreas Becker
- Department of Child and Adolescent Psychiatry and PsychotherapyUniversity Medical Centre Göttingen Göttingen Germany
| | - Corinna Isensee
- Department of Child and Adolescent Psychiatry and PsychotherapyUniversity Medical Centre Göttingen Göttingen Germany
| | - Maren Struve
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg University Mannheim Germany
| | - Tahmine Fadai
- Department of Systems NeuroscienceUniversity Medical Centre Hamburg‐Eppendorf Hamburg Germany
| | - Viola Kappel
- Department of Child and Adolescent Psychiatry Psychosomatics and Psychotherapy, Campus Charité MitteCharité‐Universitätsmedizin Berlin Berlin Germany
| | - Robert Goodman
- Department of Child and Adolescent Psychiatry, Institute of Psychiatry, Psychology & NeuroscienceKing's College London London UK
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg University Mannheim Germany
| | - Arun L.W. Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of NeurosciencesTrinity College Dublin Ireland
| | - Uli Bromberg
- Department of Systems NeuroscienceUniversity Medical Centre Hamburg‐Eppendorf Hamburg Germany
| | - Rüdiger Brühl
- Physikalisch‐Technische Bundesanstalt, Abbestr. 2 ‐ 12 Berlin Germany
| | - Christian Büchel
- Department of Systems NeuroscienceUniversity Medical Centre Hamburg‐Eppendorf Hamburg Germany
| | - Anna Cattrell
- Medical Research Council—Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & NeuroscienceKing's College London London UK
| | - Patricia Conrod
- Department of PsychiatryMontreal University, CHU Ste Justine Hospital 3175 Côte-Ste-Catherine Montréal, Québec, H3T 1C5 Canada
| | - Sylvane Desrivières
- Medical Research Council—Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & NeuroscienceKing's College London London UK
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg University Mannheim Germany
| | - Juliane H. Fröhner
- Department of Psychiatry and PsychotherapyUniversity Medical Center Hamburg‐Eppendorf Hamburg Germany
| | - Vincent Frouin
- Neurospin, Commissariat à l'Energie Atomique, CEA‐Saclay Center Paris France
| | - Juergen Gallinat
- Department of Psychiatry and PsychotherapyUniversity Medical Center Hamburg‐Eppendorf Hamburg Germany
| | - Hugh Garavan
- Department of PsychiatryUniversity of Vermont Burlington Vermont
- Department of PsychologyUniversity of Vermont Burlington Vermont
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and AstronomyUniversity of Nottingham, University Park Nottingham UK
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Campus Charité MitteCharité‐Universitätsmedizin Berlin Berlin Germany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg University Mannheim Germany
| | - Sarah Jurk
- Department of Psychiatry and Neuroimaging CenterTechnische Universität Dresden Dresden Germany
| | - Sabina Millenet
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg University Mannheim Germany
| | - Frauke Nees
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg University Mannheim Germany
| | | | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg University Mannheim Germany
- Department of Child and Adolescent Psychiatry and PsychotherapyMedical University of Vienna Vienna Austria
| | - Erin Burke Quinlan
- Department of Psychological Medicine and Psychiatry, Institute of Psychiatry, Psychology & NeuroscienceKing's College London London UK
| | - Michael N. Smolka
- Department of Psychiatry and Neuroimaging CenterTechnische Universität Dresden Dresden Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Campus Charité MitteCharité‐Universitätsmedizin Berlin Berlin Germany
| | - Robert Whelan
- Department of PsychologyUniversity College Dublin Ireland
| | - Gunter Schumann
- Medical Research Council—Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & NeuroscienceKing's College London London UK
| | - Jean‐Luc Martinot
- INSERM, UMR 1000, Research Unit “Neuroimaging and Psychiatry”, Paris Saclay University, Paris Descartes University, DIGITEO Labs, Gif sur Yvette France
- Center for Neuroimaging Research (CENIR)Brain & Spine Institute Paris France
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32
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Jia T, Ing A, Quinlan EB, Tay N, Luo Q, Francesca B, Banaschewski T, Barker GJ, Bokde ALW, Bromberg U, Büchel C, Desrivières S, Feng J, Flor H, Grigis A, Garavan H, Gowland P, Heinz A, Ittermann B, Martinot JL, Martinot MLP, Nees F, Orfanos DP, Paus T, Poustka L, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G. Neurobehavioural characterisation and stratification of reinforcement-related behaviour. Nat Hum Behav 2020; 4:544-558. [PMID: 32313235 DOI: 10.1038/s41562-020-0846-5] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2019] [Accepted: 02/28/2020] [Indexed: 02/07/2023]
Abstract
Reinforcement-related cognitive processes, such as reward processing, inhibitory control and social-emotional regulation are critical components of externalising and internalising behaviours. It is unclear to what extent the deficit in each of these processes contributes to individual behavioural symptoms, how their neural substrates give rise to distinct behavioural outcomes and whether neural activation profiles across different reinforcement-related processes might differentiate individual behaviours. We created a statistical framework that enabled us to directly compare functional brain activation during reward anticipation, motor inhibition and viewing emotional faces in the European IMAGEN cohort of 2,000 14-year-old adolescents. We observe significant correlations and modulation of reward anticipation and motor inhibition networks in hyperactivity, impulsivity, inattentive behaviour and conduct symptoms, and we describe neural signatures across cognitive tasks that differentiate these behaviours. We thus characterise shared and distinct functional brain activation patterns underling different externalising symptoms and identify neural stratification markers, while accounting for clinically observed comorbidity.
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Affiliation(s)
- Tianye Jia
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China. .,MoE Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China. .,Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, London, UK. .,MOE Frontiers Center for Brain Science, Institutes of Brain Science, Fudan University, Shanghai, China.
| | - Alex Ing
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, London, UK
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, London, UK
| | - Nicole Tay
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, London, UK
| | - Qiang Luo
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China.,MoE Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China.,Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, London, UK.,MOE Frontiers Center for Brain Science, Institutes of Brain Science, Fudan University, Shanghai, China.,State Key Laboratory of Medical Neurobiology, Fudan University, Shanghai, China
| | - Biondo Francesca
- State Key Laboratory of Medical Neurobiology, Fudan University, Shanghai, China
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Gareth J Barker
- Department of Neuroimaging, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Uli Bromberg
- University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
| | | | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, London, UK
| | - Jianfeng Feng
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China.,MoE Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China.,Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, London, UK.,Institute for Science and Technology of Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai, P.R. China.,Department of Computer Science, University of Warwick, Coventry, UK.,Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, PR China.,Shanghai Center for Mathematical Sciences, Shanghai, PR China
| | - Herta Flor
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.,Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany
| | - Antoine Grigis
- NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, Burlington, Vermont, USA
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, UK
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig and Berlin, Brunswick, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry", University Paris Saclay, University Paris Descartes; DIgiteo-Labs, Gif-sur-Yvette, France.,Maison de Solenn, Paris, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry", University Paris Saclay, University Paris Descartes; DIgiteo-Labs, Gif-sur-Yvette, France.,AP-HP.Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.,Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | | | - Tomáš Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital and Departments of Psychology and Psychiatry, University of Toronto, Toronto, Ontario, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, Göttingen, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland
| | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China. .,Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, London, UK. .,PONS Research Group, Dept of Psychiatry and Psychotherapy, Campus Charite Mitte, Humboldt University, Berlin, Germany.
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33
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van der Meer D, Sønderby IE, Kaufmann T, Walters GB, Abdellaoui A, Ames D, Amunts K, Andersson M, Armstrong NJ, Bernard M, Blackburn NB, Blangero J, Boomsma DI, Brodaty H, Brouwer RM, Bülow R, Cahn W, Calhoun VD, Caspers S, Cavalleri GL, Ching CRK, Cichon S, Ciufolini S, Corvin A, Crespo-Facorro B, Curran JE, Dalvie S, Dazzan P, de Geus EJC, de Zubicaray GI, de Zwarte SMC, Delanty N, den Braber A, Desrivieres S, Di Forti M, Doherty JL, Donohoe G, Ehrlich S, Eising E, Espeseth T, Fisher SE, Fladby T, Frei O, Frouin V, Fukunaga M, Gareau T, Glahn DC, Grabe HJ, Groenewold NA, Gústafsson Ó, Haavik J, Haberg AK, Hashimoto R, Hehir-Kwa JY, Hibar DP, Hillegers MHJ, Hoffmann P, Holleran L, Hottenga JJ, Hulshoff Pol HE, Ikeda M, Jacquemont S, Jahanshad N, Jockwitz C, Johansson S, Jönsson EG, Kikuchi M, Knowles EEM, Kwok JB, Le Hellard S, Linden DEJ, Liu J, Lundervold A, Lundervold AJ, Martin NG, Mather KA, Mathias SR, McMahon KL, McRae AF, Medland SE, Moberget T, Moreau C, Morris DW, Mühleisen TW, Murray RM, Nordvik JE, Nyberg L, Olde Loohuis LM, Ophoff RA, Owen MJ, Paus T, Pausova Z, Peralta JM, Pike B, Prieto C, Quinlan EB, Reinbold CS, Reis Marques T, Rucker JJH, Sachdev PS, Sando SB, Schofield PR, Schork AJ, Schumann G, Shin J, Shumskaya E, Silva AI, Sisodiya SM, Steen VM, Stein DJ, Strike LT, Tamnes CK, Teumer A, Thalamuthu A, Tordesillas-Gutiérrez D, Uhlmann A, Úlfarsson MÖ, van 't Ent D, van den Bree MBM, Vassos E, Wen W, Wittfeld K, Wright MJ, Zayats T, Dale AM, Djurovic S, Agartz I, Westlye LT, Stefánsson H, Stefánsson K, Thompson PM, Andreassen OA. Association of Copy Number Variation of the 15q11.2 BP1-BP2 Region With Cortical and Subcortical Morphology and Cognition. JAMA Psychiatry 2020; 77:420-430. [PMID: 31665216 PMCID: PMC6822096 DOI: 10.1001/jamapsychiatry.2019.3779] [Citation(s) in RCA: 43] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2019] [Accepted: 09/26/2019] [Indexed: 01/04/2023]
Abstract
Importance Recurrent microdeletions and duplications in the genomic region 15q11.2 between breakpoints 1 (BP1) and 2 (BP2) are associated with neurodevelopmental disorders. These structural variants are present in 0.5% to 1.0% of the population, making 15q11.2 BP1-BP2 the site of the most prevalent known pathogenic copy number variation (CNV). It is unknown to what extent this CNV influences brain structure and affects cognitive abilities. Objective To determine the association of the 15q11.2 BP1-BP2 deletion and duplication CNVs with cortical and subcortical brain morphology and cognitive task performance. Design, Setting, and Participants In this genetic association study, T1-weighted brain magnetic resonance imaging were combined with genetic data from the ENIGMA-CNV consortium and the UK Biobank, with a replication cohort from Iceland. In total, 203 deletion carriers, 45 247 noncarriers, and 306 duplication carriers were included. Data were collected from August 2015 to April 2019, and data were analyzed from September 2018 to September 2019. Main Outcomes and Measures The associations of the CNV with global and regional measures of surface area and cortical thickness as well as subcortical volumes were investigated, correcting for age, age2, sex, scanner, and intracranial volume. Additionally, measures of cognitive ability were analyzed in the full UK Biobank cohort. Results Of 45 756 included individuals, the mean (SD) age was 55.8 (18.3) years, and 23 754 (51.9%) were female. Compared with noncarriers, deletion carriers had a lower surface area (Cohen d = -0.41; SE, 0.08; P = 4.9 × 10-8), thicker cortex (Cohen d = 0.36; SE, 0.07; P = 1.3 × 10-7), and a smaller nucleus accumbens (Cohen d = -0.27; SE, 0.07; P = 7.3 × 10-5). There was also a significant negative dose response on cortical thickness (β = -0.24; SE, 0.05; P = 6.8 × 10-7). Regional cortical analyses showed a localization of the effects to the frontal, cingulate, and parietal lobes. Further, cognitive ability was lower for deletion carriers compared with noncarriers on 5 of 7 tasks. Conclusions and Relevance These findings, from the largest CNV neuroimaging study to date, provide evidence that 15q11.2 BP1-BP2 structural variation is associated with brain morphology and cognition, with deletion carriers being particularly affected. The pattern of results fits with known molecular functions of genes in the 15q11.2 BP1-BP2 region and suggests involvement of these genes in neuronal plasticity. These neurobiological effects likely contribute to the association of this CNV with neurodevelopmental disorders.
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Affiliation(s)
- Dennis van der Meer
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- School of Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, the Netherlands
| | - Ida E Sønderby
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Tobias Kaufmann
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - G Bragi Walters
- deCODE Genetics, Reykjavík, Iceland
- Faculty of Medicine, University of Iceland, Reykjavík, Iceland
| | - Abdel Abdellaoui
- Department of Psychiatry, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands
- Department of Biological Psychology and Netherlands Twin Register, VU University Amsterdam, Amsterdam, the Netherlands
| | - David Ames
- University of Melbourne Academic Unit for Psychiatry of Old Age, Kew, Australia
- National Ageing Research Institute, Parkville, Australia
| | - Katrin Amunts
- Institute of Neuroscience and Medicine, Research Centre Juelich, Juelich, Germany
- C. and O. Vogt Institute for Brain Research, Medical Faculty, Heinrich Heine University Duesseldorf, Duesseldorf, Germany
- JARA-BRAIN, Juelich-Aachen Research Alliance, Juelich, Germany
| | - Micael Andersson
- Umeå Centre for Functional Brain Imaging, Umeå University, Umeå, Sweden
- Department of Integrative Medical Biology, Umeå University, Umeå, Sweden
| | | | - Manon Bernard
- Research Institute, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Nicholas B Blackburn
- South Texas Diabetes and Obesity Institute, Department of Human Genetics, School of Medicine, University of Texas Rio Grande Valley, Brownsville
| | - John Blangero
- South Texas Diabetes and Obesity Institute, Department of Human Genetics, School of Medicine, University of Texas Rio Grande Valley, Brownsville
| | - Dorret I Boomsma
- Department of Biological Psychology and Netherlands Twin Register, VU University Amsterdam, Amsterdam, the Netherlands
- Amsterdam Neuroscience, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, VU Medical Center, Amsterdam, the Netherlands
| | - Henry Brodaty
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
- Dementia Centre for Research Collaboration, School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Rachel M Brouwer
- Department of Psychiatry, UMC Brain Center, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Robin Bülow
- Department of Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany
| | - Wiepke Cahn
- Department of Psychiatry, UMC Brain Center, University Medical Center Utrecht, Utrecht, the Netherlands
- Altrecht Science, Utrecht, the Netherlands
| | - Vince D Calhoun
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, Emory University, Atlanta
- The Department of Electrical and Computer Engineering, University of New Mexico, Albuquerque
| | - Svenja Caspers
- Institute of Neuroscience and Medicine, Research Centre Juelich, Juelich, Germany
- JARA-BRAIN, Juelich-Aachen Research Alliance, Juelich, Germany
- Institute for Anatomy I, Medical Faculty, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Gianpiero L Cavalleri
- The School of Pharmacy and Biomolecular Sciences, The Royal College of Surgeons in Ireland, Dublin, Ireland
- The SFI FutureNeuro Research Centre, Dublin, Ireland
| | - Christopher R K Ching
- Interdepartmental Neuroscience Program, University of California, Los Angeles
- Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging and Informatics, University of Southern California, Los Angeles
| | - Sven Cichon
- Institute of Neuroscience and Medicine, Research Centre Juelich, Juelich, Germany
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - Simone Ciufolini
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Aiden Corvin
- Department of Psychiatry and Neuropsychiatric Genetics Research Group, Institute of Molecular Medicine, Trinity College Dublin, Dublin, Ireland
| | - Benedicto Crespo-Facorro
- University Hospital Marqués de Valdecilla, IdahoIVAL, Centre de Investigación Biomédica en Red Salud Mental (CIBERSAM), Santander, Spain
- University Hospital Virgen del Rocío, IBiS, Centre de Investigación Biomédica en Red Salud Mental (CIBERSAM), Sevilla, Spain
| | - Joanne E Curran
- South Texas Diabetes and Obesity Institute, Department of Human Genetics, School of Medicine, University of Texas Rio Grande Valley, Brownsville
| | - Shareefa Dalvie
- Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, Western Cape, South Africa
| | - Paola Dazzan
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Eco J C de Geus
- Department of Biological Psychology and Netherlands Twin Register, VU University Amsterdam, Amsterdam, the Netherlands
- Amsterdam Neuroscience, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, VU Medical Center, Amsterdam, the Netherlands
| | - Greig I de Zubicaray
- Faculty of Health and Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, Australia
| | - Sonja M C de Zwarte
- Department of Psychiatry, UMC Brain Center, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Norman Delanty
- The SFI FutureNeuro Research Centre, Dublin, Ireland
- Beaumont Hospital, Dublin, Ireland
| | - Anouk den Braber
- Department of Biological Psychology and Netherlands Twin Register, VU University Amsterdam, Amsterdam, the Netherlands
- Amsterdam Neuroscience, Amsterdam, the Netherlands
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, VU Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
| | - Sylvane Desrivieres
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Marta Di Forti
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Joanne L Doherty
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
- Cardiff University Brain Research Imaging Centre School of Psychology, Cardiff University, Cardiff, United Kingdom
| | - Gary Donohoe
- Centre for Neuroimaging and Cognitive Genomics, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, Ireland
| | - Stefan Ehrlich
- Psychological and Social Medicine, Faculty of Medicine, Dresden University of Technology, Dresden, Germany
| | - Else Eising
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands
| | | | - Simon E Fisher
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Tormod Fladby
- Akershus University Hospital, Lorenskog, Norway
- University of Oslo, Lorenskog, Norway
| | - Oleksandr Frei
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Vincent Frouin
- Neurospin, Le Commissariat à l'énergie atomique et aux énergies alternatives, Université Paris-Saclay, Gif-sur-Yvette, France
| | - Masaki Fukunaga
- Division of Cerebral Integration, National Institute for Physiological Sciences, Okazaki, Japan
- Department of Life Science, Sokendai, Hayama, Japan
| | - Thomas Gareau
- Neurospin, Le Commissariat à l'énergie atomique et aux énergies alternatives, Université Paris-Saclay, Gif-sur-Yvette, France
| | - David C Glahn
- Boston Children's Hospital, Boston, Massachusetts
- Institute of Living, Hartford, Connecticut
- Harvard Medical School, Boston, Massachusetts
| | - Hans J Grabe
- Department of Psychiatry and Psychotherapy, Greifswald, Germany
- German Center of Neurodegenerative Diseases (DZNE), Rostock/Greifswald, Greifswald, Germany
| | - Nynke A Groenewold
- Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, Western Cape, South Africa
| | | | - Jan Haavik
- Department of Biomedicine, University of Bergen, Bergen, Norway
- Division of Psychiatry, Haukeland University Hospital, Bergen, Norway
| | - Asta K Haberg
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology, Trondheim, Norway
- St Olav's Hospital, Department of Radiology and Nuclear Medicine, Trondheim, Norway
| | - Ryota Hashimoto
- Department of Pathology of Mental Diseases, National Institute of Mental Health, National Center of Neurology and Psychiatry, Kodaira, Japan
- Osaka University, Osaka, Japan
| | - Jayne Y Hehir-Kwa
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | | | - Manon H J Hillegers
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus MC-Sophia's Children's Hospital, Rotterdam, the Netherlands
| | - Per Hoffmann
- Institute of Human Genetics, University of Bonn Medical School, Bonn, Germany
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - Laurena Holleran
- Centre for Neuroimaging and Cognitive Genomics, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, Ireland
| | - Jouke-Jan Hottenga
- Department of Biological Psychology and Netherlands Twin Register, VU University Amsterdam, Amsterdam, the Netherlands
- Amsterdam Neuroscience, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, VU Medical Center, Amsterdam, the Netherlands
| | - Hilleke E Hulshoff Pol
- Department of Psychiatry, UMC Brain Center, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Masashi Ikeda
- Department of Psychiatry, Fujita Health University School of Medicine, Toyoake, Japan
| | - Sébastien Jacquemont
- Sainte Justine Hospital Research Center, Montreal, Quebec, Canada
- Department of Pediatrics, University of Montreal, Montreal, Quebec, Canada
| | - Neda Jahanshad
- Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging and Informatics, University of Southern California, Los Angeles
| | - Christiane Jockwitz
- Institute of Neuroscience and Medicine, Research Centre Juelich, Juelich, Germany
- Department of Psychiatry, Psychotherapy and Psychosomatics, RWTH Aachen University, Medical Faculty, Aachen, Germany
| | - Stefan Johansson
- Department of Clinical Science, University of Bergen, Bergen, Norway
- Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
| | - Erik G Jönsson
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Centre for Psychiatric Research, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Masataka Kikuchi
- Department of Genome Informatics, Graduate School of Medicine, Osaka University, Osaka, Japan
| | - Emma E M Knowles
- Boston Children's Hospital, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| | - John B Kwok
- The University of Sydney Central Clinical School, Sydney, Australia
- School of Medical Sciences, University of New South Wales, Sydney, Australia
| | - Stephanie Le Hellard
- Norwegian Centre for Mental Disorders Research, Department of Clinical Science, University of Bergen, Bergen, Norway
- Dr Einar Martens Research Group for Biological Psychiatry, Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
| | - David E J Linden
- School of Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, the Netherlands
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
| | - Jingyu Liu
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, Emory University, Atlanta
| | - Arvid Lundervold
- Department of Biomedicine, University of Bergen, Bergen, Norway
- Mohn Medical Imaging and Visualization Centre, Department of Radiology, Haukeland University Hospital, Bergen, Norway
| | - Astri J Lundervold
- Department of Biological and Medical Psychology, University of Bergen, Bergen, Norway
| | - Nicholas G Martin
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Karen A Mather
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
- Neuroscience Research Australia, Randwick, Australia
| | - Samuel R Mathias
- Boston Children's Hospital, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| | - Katie L McMahon
- Herston Imaging Research Facility and School of Clinical Sciences, Queensland University of Technology, Brisbane, Australia
| | - Allan F McRae
- Institute for Molecular Bioscience, University of Queensland, Brisbane, Australia
- Queensland Brain Institute, The University of Queensland, Brisbane, Australia
| | - Sarah E Medland
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Torgeir Moberget
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Clara Moreau
- Sainte Justine Hospital Research Center, Montreal, Quebec, Canada
- Centre de recherche de l'Institut universitaire de gériatrie de Montréal, Montreal, Quebec, Canada
| | - Derek W Morris
- Centre for Neuroimaging and Cognitive Genomics, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Galway, Ireland
| | - Thomas W Mühleisen
- Institute of Neuroscience and Medicine, Research Centre Juelich, Juelich, Germany
- C. and O. Vogt Institute for Brain Research, Medical Faculty, Heinrich Heine University Duesseldorf, Duesseldorf, Germany
- Department of Biomedicine, University of Basel, Basel, Switzerland
| | - Robin M Murray
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | | | - Lars Nyberg
- Umeå Centre for Functional Brain Imaging, Umeå University, Umeå, Sweden
- Department of Integrative Medical Biology, Umeå University, Umeå, Sweden
- Department of Radiation Sciences, Umeå University, Umeå, Sweden
| | | | - Roel A Ophoff
- Center for Neurobehavioral Genetics, University of California, Los Angeles
| | - Michael J Owen
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
| | - Tomas Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto, Ontario, Canada
- Physiology and Nutritional Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Zdenka Pausova
- Research Institute, Hospital for Sick Children, Toronto, Ontario, Canada
- Physiology and Nutritional Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Juan M Peralta
- South Texas Diabetes and Obesity Institute, Department of Human Genetics, School of Medicine, University of Texas Rio Grande Valley, Brownsville
| | - Bruce Pike
- Department of Radiology, University of Calgary, Calgary, Alberta, Canada
| | - Carlos Prieto
- Bioinformatics Service, Nucleus, University of Salamanca, Salamanca, Spain
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Céline S Reinbold
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
- Department of Psychology, University of Oslo, Oslo, Norway
| | - Tiago Reis Marques
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
- Psychiatric Imaging Group, MRC London Institute of Medical Sciences, Imperial College London, London, United Kingdom
| | - James J H Rucker
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Perminder S Sachdev
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
- Neuropsychiatric Institute, The Prince of Wales Hospital, Sydney, Australia
| | - Sigrid B Sando
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology, Trondheim, Norway
- Department of Neurology, University Hospital of Trondheim, Trondheim, Norway
| | - Peter R Schofield
- School of Medical Sciences, University of New South Wales, Sydney, Australia
- Neuroscience Research Australia, Sydney, Australia
| | | | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Jean Shin
- Research Institute, Hospital for Sick Children, Toronto, Ontario, Canada
- Physiology and Nutritional Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Elena Shumskaya
- Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Ana I Silva
- Cardiff University Brain Research Imaging Centre School of Psychology, Cardiff University, Cardiff, United Kingdom
- Neuroscience and Mental Health Research Institute, Cardiff, United Kingdom
| | - Sanjay M Sisodiya
- Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology and Chalfont Centre for Epilepsy, London, United Kingdom
| | - Vidar M Steen
- Norwegian Centre for Mental Disorders Research, Department of Clinical Science, University of Bergen, Bergen, Norway
- Dr Einar Martens Research Group for Biological Psychiatry, Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
| | - Dan J Stein
- Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, Western Cape, South Africa
- South African Medical Research Council Unit on Risk and Resilience in Mental Disorders, Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Lachlan T Strike
- Queensland Brain Institute, The University of Queensland, Brisbane, Australia
| | - Christian K Tamnes
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- PROMENTA Research Center, Department of Psychology, University of Oslo, Oslo, Norway
- Department of Psychiatry, Diakonhjemmet Hospital, Oslo, Norway
| | - Alexander Teumer
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Anbupalam Thalamuthu
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Diana Tordesillas-Gutiérrez
- Neuroimaging Unit, Technological Facilities, Valdecilla Biomedical Research Institute, IdahoIVAL, Santander, Spain
| | - Anne Uhlmann
- Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, Western Cape, South Africa
| | - Magnús Ö Úlfarsson
- deCODE Genetics, Reykjavík, Iceland
- Faculty of Electrical and Computer Engineering, University of Iceland, Reykjavík, Iceland
| | - Dennis van 't Ent
- Department of Biological Psychology and Netherlands Twin Register, VU University Amsterdam, Amsterdam, the Netherlands
- Amsterdam Neuroscience, Amsterdam, the Netherlands
| | - Marianne B M van den Bree
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom
- School of Medicine, Cardiff University, Cardiff, United Kingdom
| | - Evangelos Vassos
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
- National Institute for Health Research, Mental Health Biomedical Research Centre, South London and Maudsley National Health Service Foundation Trust and King's College London, London, United Kingdom
| | - Wei Wen
- Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Katharina Wittfeld
- Department of Psychiatry and Psychotherapy, Greifswald, Germany
- German Center of Neurodegenerative Diseases (DZNE), Rostock/Greifswald, Greifswald, Germany
| | - Margaret J Wright
- Queensland Brain Institute, The University of Queensland, Brisbane, Australia
| | - Tetyana Zayats
- Department of Biomedicine, University of Bergen, Bergen, Norway
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Boston, Massachusetts
| | - Anders M Dale
- Center for Multimodal Imaging and Genetics, University of California, San Diego
| | - Srdjan Djurovic
- Norwegian Centre for Mental Disorders Research, Department of Clinical Science, University of Bergen, Bergen, Norway
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
| | - Ingrid Agartz
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Medical Genetics, Haukeland University Hospital, Bergen, Norway
- Department of Psychiatry, Diakonhjemmet Hospital, Oslo, Norway
| | - Lars T Westlye
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Psychology, University of Oslo, Oslo, Norway
| | | | - Kári Stefánsson
- deCODE Genetics, Reykjavík, Iceland
- Faculty of Medicine, University of Iceland, Reykjavík, Iceland
| | - Paul M Thompson
- Imaging Genetics Center, Mark and Mary Stevens Institute for Neuroimaging and Informatics, University of Southern California, Los Angeles
| | - Ole A Andreassen
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
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Bossier H, Roels SP, Seurinck R, Banaschewski T, Barker GJ, Bokde ALW, Quinlan EB, Desrivières S, Flor H, Grigis A, Garavan H, Gowland P, Heinz A, Ittermann B, Martinot JL, Artiges E, Nees F, Orfanos DP, Poustka L, Fröhner Dipl-Psych JH, Smolka MN, Walter H, Whelan R, Schumann G, Moerkerke B. The empirical replicability of task-based fMRI as a function of sample size. Neuroimage 2020; 212:116601. [PMID: 32036019 DOI: 10.1016/j.neuroimage.2020.116601] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2018] [Revised: 01/25/2020] [Accepted: 02/01/2020] [Indexed: 11/30/2022] Open
Abstract
Replicating results (i.e. obtaining consistent results using a new independent dataset) is an essential part of good science. As replicability has consequences for theories derived from empirical studies, it is of utmost importance to better understand the underlying mechanisms influencing it. A popular tool for non-invasive neuroimaging studies is functional magnetic resonance imaging (fMRI). While the effect of underpowered studies is well documented, the empirical assessment of the interplay between sample size and replicability of results for task-based fMRI studies remains limited. In this work, we extend existing work on this assessment in two ways. Firstly, we use a large database of 1400 subjects performing four types of tasks from the IMAGEN project to subsample a series of independent samples of increasing size. Secondly, replicability is evaluated using a multi-dimensional framework consisting of 3 different measures: (un)conditional test-retest reliability, coherence and stability. We demonstrate not only a positive effect of sample size, but also a trade-off between spatial resolution and replicability. When replicability is assessed voxelwise or when observing small areas of activation, a larger sample size than typically used in fMRI is required to replicate results. On the other hand, when focussing on clusters of voxels, we observe a higher replicability. In addition, we observe variability in the size of clusters of activation between experimental paradigms or contrasts of parameter estimates within these.
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Affiliation(s)
- Han Bossier
- Department of Data Analysis, Ghent University, Ghent, Belgium.
| | - Sanne P Roels
- Department of Data Analysis, Ghent University, Ghent, Belgium
| | - Ruth Seurinck
- Department of Data Analysis, Ghent University, Ghent, Belgium
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany
| | - Gareth J Barker
- Department of Neuroimaging, Institute of Psychiatry, Psychology & Neuroscience, King's College London, United Kingdom
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Ireland
| | - Erin Burke Quinlan
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, United Kingdom
| | - Sylvane Desrivières
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, United Kingdom
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany; Department of Psychology, School of Social Sciences, University of Mannheim, 68131, Mannheim, Germany
| | - Antoine Grigis
- NeuroSpin, CEA, Université Paris-Saclay, F-91191, Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, 05405, Burlington, VT, USA
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, United Kingdom
| | - Andreas Heinz
- Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charitéplatz 1, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig and Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry", University Paris Sud, University Paris Descartes, Sorbonne Paris Cité; and Maison de Solenn, Paris, France
| | - Eric Artiges
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry", University Paris Sud, University Paris Descartes, Sorbonne Paris Cité; and Psychiatry Department 91G16, Orsay Hospital, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany; Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
| | | | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, von-Siebold-Str. 5, 37075, Göttingen, Germany
| | | | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charitéplatz 1, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Ireland
| | - Gunter Schumann
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, United Kingdom
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Burke Quinlan E, Banaschewski T, Barker GJ, Bokde AL, Bromberg U, Büchel C, Desrivières S, Flor H, Frouin V, Garavan H, Heinz A, Brühl R, Martinot JL, Paillère Martinot ML, Nees F, Papadopoulos Orfanos D, Paus T, Poustka L, Hohmann S, Smolka MN, Fröhner JH, Walter H, Whelan R, Schumann G. Identifying biological markers for improved precision medicine in psychiatry. Mol Psychiatry 2020; 25:243-253. [PMID: 31676814 PMCID: PMC6978138 DOI: 10.1038/s41380-019-0555-5] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/29/2019] [Revised: 07/16/2019] [Accepted: 08/19/2019] [Indexed: 01/24/2023]
Abstract
Mental disorders represent an increasing personal and financial burden and yet treatment development has stagnated in recent decades. Current disease classifications do not reflect psychobiological mechanisms of psychopathology, nor the complex interplay of genetic and environmental factors, likely contributing to this stagnation. Ten years ago, the longitudinal IMAGEN study was designed to comprehensively incorporate neuroimaging, genetics, and environmental factors to investigate the neural basis of reinforcement-related behavior in normal adolescent development and psychopathology. In this article, we describe how insights into the psychobiological mechanisms of clinically relevant symptoms obtained by innovative integrative methodologies applied in IMAGEN have informed our current and future research aims. These aims include the identification of symptom groups that are based on shared psychobiological mechanisms and the development of markers that predict disease course and treatment response in clinical groups. These improvements in precision medicine will be achieved, in part, by employing novel methodological tools that refine the biological systems we target. We will also implement our approach in low- and medium-income countries to understand how distinct environmental, socioeconomic, and cultural conditions influence the development of psychopathology. Together, IMAGEN and related initiatives strive to reduce the burden of mental disorders by developing precision medicine approaches globally.
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Affiliation(s)
- Erin Burke Quinlan
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King’s College London, United Kingdom
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany
| | - Gareth J. Barker
- Department of Neuroimaging, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, United Kingdom
| | - Arun L.W. Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Uli Bromberg
- University Medical Centre Hamburg-Eppendorf, House W34, 3.OG, Martinistr. 52, 20246, Hamburg, Germany
| | - Christian Büchel
- University Medical Centre Hamburg-Eppendorf, House W34, 3.OG, Martinistr. 52, 20246, Hamburg, Germany
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King’s College London, United Kingdom
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany,Department of Psychology, School of Social Sciences, University of Mannheim, 68131 Mannheim, Germany
| | - Vincent Frouin
- NeuroSpin, CEA, Université Paris-Saclay, F-91191 Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, 05405 Burlington, Vermont, USA
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Charitéplatz 1, Berlin, Germany
| | - Rüdiger Brühl
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig and Berlin, Germany [or depending on journal requirements can be: Physikalisch-Technische Bundesanstalt (PTB), Abbestr. 2 - 12, Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 “Neuroimaging & Psychiatry”, University Paris Sud – Paris Saclay, University Paris Descartes; DIGITEO labs, Gif sur Yvette; France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 “Neuroimaging & Psychiatry”, University Paris Sud – Paris Saclay, University Paris Descartes; and AP-HP.Sorbonne Université, Department of Adolescent Psychopathology and Medicine, Maison de Solenn, Cochin Hospital, Paris, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany,University Medical Centre Hamburg-Eppendorf, House W34, 3.OG, Martinistr. 52, 20246, Hamburg, Germany
| | | | - Tomáš Paus
- Rotman Research Institute, Baycrest and Departments of Psychology and Psychiatry, University of Toronto, Toronto, Ontario, M6A 2E1, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, von-Siebold-Str. 5, 37075, Göttingen, Germany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany
| | - Michael N. Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Juliane H. Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Charitéplatz 1, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Ireland
| | - Gunter Schumann
- PONS Research Group, Dept of Psychiatry and Psychotherapy, Campus Charite Mitte, Humboldt University, Berlin and Leibniz Institute for Neurobiology, Magdeburg, Germany, and Institute for Science and Technology of Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai, P.R. China
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36
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Ing A, Sämann PG, Chu C, Tay N, Biondo F, Robert G, Jia T, Wolfers T, Desrivières S, Banaschewski T, Bokde ALW, Bromberg U, Büchel C, Conrod P, Fadai T, Flor H, Frouin V, Garavan H, Spechler PA, Gowland P, Grimmer Y, Heinz A, Ittermann B, Kappel V, Martinot JL, Meyer-Lindenberg A, Millenet S, Nees F, van Noort B, Orfanos DP, Martinot MLP, Penttilä J, Poustka L, Quinlan EB, Smolka MN, Stringaris A, Struve M, Veer IM, Walter H, Whelan R, Andreassen OA, Agartz I, Lemaitre H, Barker ED, Ashburner J, Binder E, Buitelaar J, Marquand A, Robbins TW, Schumann G. Identification of neurobehavioural symptom groups based on shared brain mechanisms. Nat Hum Behav 2019; 3:1306-1318. [PMID: 31591521 DOI: 10.1038/s41562-019-0738-8] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2019] [Accepted: 08/22/2019] [Indexed: 12/31/2022]
Abstract
Most psychopathological disorders develop in adolescence. The biological basis for this development is poorly understood. To enhance diagnostic characterization and develop improved targeted interventions, it is critical to identify behavioural symptom groups that share neural substrates. We ran analyses to find relationships between behavioural symptoms and neuroimaging measures of brain structure and function in adolescence. We found two symptom groups, consisting of anxiety/depression and executive dysfunction symptoms, respectively, that correlated with distinct sets of brain regions and inter-regional connections, measured by structural and functional neuroimaging modalities. We found that the neural correlates of these symptom groups were present before behavioural symptoms had developed. These neural correlates showed case-control differences in corresponding psychiatric disorders, depression and attention deficit hyperactivity disorder in independent clinical samples. By characterizing behavioural symptom groups based on shared neural mechanisms, our results provide a framework for developing a classification system for psychiatric illness that is based on quantitative neurobehavioural measures.
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Affiliation(s)
- Alex Ing
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology & Neuroscience, Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Philipp G Sämann
- Neuroimaging, Max Planck Institute of Psychiatry, Munich, Germany
| | - Congying Chu
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology & Neuroscience, Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Nicole Tay
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology & Neuroscience, Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Francesca Biondo
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology & Neuroscience, Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Gabriel Robert
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology & Neuroscience, Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
- Behaviour and Basal Ganglia Research Unit, University of Rennes, Rennes, France
| | - Tianye Jia
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology & Neuroscience, Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Thomas Wolfers
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Nijmegen, Njmegen, The Netherlands
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology & Neuroscience, Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Uli Bromberg
- Systems Neuroscience, University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
| | - Christian Büchel
- Systems Neuroscience, University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
- Department of Psychology, Stanford University, Stanford, CA, USA
| | - Patricia Conrod
- Department of Psychological Medicine, Institute of Psychiatry, Psychology & Neuroscience King's College London, London, UK
- Department of Psychiatry, CHU Ste Justine Hospital, Université de Montréal, Montreal, Quebec, Canada
| | - Tahmine Fadai
- Systems Neuroscience, University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
| | - Herta Flor
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany
| | - Vincent Frouin
- NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, Burlington, VT, USA
| | - Philip A Spechler
- Departments of Psychiatry and Psychology, University of Vermont, Burlington, VT, USA
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, UK
| | - Yvonne Grimmer
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Bernd Ittermann
- Biomedical Magnetic Resonance, Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany
| | - Viola Kappel
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, Charité, Humboldt University, Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 Neuroimaging & Psychiatry, University Paris Saclay, University Paris Descartes; DIgiteo-Labs, Gif-sur-Yvette; and Maison de Solenn, Paris, France
| | - Andreas Meyer-Lindenberg
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Sabina Millenet
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Betteke van Noort
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, Charité, Humboldt University, Berlin, Germany
| | | | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 Neuroimaging & Psychiatry, University Paris Saclay, University Paris Descartes; DIgiteo-Labs, Gif-sur-Yvette, France
- AP-HP.Sorbonne Université, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris, France
| | - Jani Penttilä
- Department of Social and Health Care, Psychosocial Services Adolescent Outpatient Clinic, Lahti, Finland
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, Göttingen, Germany
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology & Neuroscience, Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Centre, Technische Universität Dresden, Dresden, Germany
| | - Argyris Stringaris
- Department of Child and Adolescent Psychiatry, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
- Mood Brain and Development Unit, National Institute of Mental Health/NIH, Bethesda, MD, USA
| | - Maren Struve
- Department of Psychiatry and Neuroimaging Centre, Technische Universität Dresden, Dresden, Germany
| | - Ilya M Veer
- Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy CCM, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland
| | - Ole A Andreassen
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Ingrid Agartz
- NORMENT, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway
- Department of Clinical Neuroscience, Centre for Psychiatric Research, Karolinska Institutet, Stockholm, Sweden
| | - Hervé Lemaitre
- Institut National de la Santé et de la Recherche Médicale, UMR 992 INSERM, CEA, Faculté de médecine, Université Paris-Sud, Université Paris-Saclay, NeuroSpin, Gif-sur-Yvette, France
| | - Edward D Barker
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology & Neuroscience, Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
- Department of Psychology, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - John Ashburner
- Wellcome Centre for Human Neuroimaging, UCL Institute of Neurology, University College London, London, UK
| | - Elisabeth Binder
- Neuroimaging, Max Planck Institute of Psychiatry, Munich, Germany
| | - Jan Buitelaar
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Nijmegen, Njmegen, The Netherlands
| | - Andre Marquand
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Nijmegen, Njmegen, The Netherlands
| | - Trevor W Robbins
- Department of Psychology and Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK
| | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology & Neuroscience, Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK.
- PONS Research Group, Department of Psychiatry and Psychotherapy, Campus Charite Mitte, Humboldt University, Berlin and Leibniz Institute for Neurobiology, Magdeburg, Germany.
- PONS Research Group, Institute for Science and Technology of Brain-inspired Intelligence (ISTBI), Fudan University, Shanghai, China.
- PONS Research Group, Dept. of Psychiatry and Psychotherapy, Campus Charite Mitte, Humboldt University, Berlin, Germany.
- PONS Research Group, Leibniz Institute for Neurobiology, Magdeburg, Germany.
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Spechler PA, Chaarani B, Orr C, Mackey S, Higgins ST, Banaschewski T, Bokde ALW, Bromberg U, Büchel C, Quinlan EB, Conrod PJ, Desrivières S, Flor H, Frouin V, Gowland P, Heinz A, Ittermann B, Martinot JL, Nees F, Orfanos DP, Poustka L, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Garavan H, Althoff RR. Neuroimaging Evidence for Right Orbitofrontal Cortex Differences in Adolescents With Emotional and Behavioral Dysregulation. J Am Acad Child Adolesc Psychiatry 2019; 58:1092-1103. [PMID: 31004740 DOI: 10.1016/j.jaac.2019.01.021] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/28/2018] [Revised: 01/15/2019] [Accepted: 04/11/2019] [Indexed: 01/16/2023]
Abstract
OBJECTIVE To characterize the structural and functional neurobiology of a large group of adolescents exhibiting a behaviorally and emotionally dysregulated phenotype. METHOD Adolescents aged 14 years from the IMAGEN study were investigated. Latent class analysis (LCA) on the Strengths and Difficulties Questionnaire (SDQ) was used to identify a class of individuals with elevated behavioral and emotional difficulties ("dysregulated"; n = 233) who were compared to a matched sample from a low symptom class (controls, n = 233). Whole-brain gray matter volume (GMV) images were compared using a general linear model with 10,000 random label permutations. Regional GMV findings were then probed for functional differences from three functional magnetic resonance imaging (fMRI) tasks. Significant brain features then informed mediation path models linking the likelihood of psychiatric disorders (DSM-IV) with dysregulation. RESULTS Whole-brain differences were found in the right orbitofrontal cortex (R.OFC; p < .05; k = 48), with dysregulated individuals exhibiting lower GMV. The dysregulated group also exhibited higher activity in this region during successful inhibitory control (F1,429 = 7.53, p < .05). Path analyses indicated significant direct effects between the likelihood of psychopathologies and dysregulation. Modeling the R.OFC as a mediator returned modest partial effects, suggesting that the path linking the likelihood of an anxiety or conduct disorder diagnoses to dysregulation is partially explained by this anatomical feature. CONCLUSION A large sample of dysregulated adolescents exhibited lower GMV in the R.OFC relative to controls. Dysregulated individuals also exhibited higher regional activations when exercising inhibitory control at performance levels comparable to those of controls. These findings suggest a neurobiological marker of dysregulation and highlight the role of the R.OFC in impaired emotional and behavioral control.
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Affiliation(s)
- Philip A Spechler
- University of Vermont, Burlington; Vermont Center on Behavior and Health, University of Vermont, Burlington.
| | - Bader Chaarani
- University of Vermont, Burlington; Vermont Center on Behavior and Health, University of Vermont, Burlington
| | | | | | - Stephen T Higgins
- University of Vermont, Burlington; Vermont Center on Behavior and Health, University of Vermont, Burlington
| | - Tobias Banaschewski
- Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Arun L W Bokde
- School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Ireland
| | - Uli Bromberg
- University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
| | | | - Erin Burke Quinlan
- Centre for Population Neuroscience and Stratified Medicine (PONS) and MRC-SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
| | | | - Sylvane Desrivières
- Centre for Population Neuroscience and Stratified Medicine (PONS) and MRC-SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
| | - Herta Flor
- Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; School of Social Sciences, University of Mannheim, Mannheim, Germany
| | | | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, UK
| | - Andreas Heinz
- Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry", University Paris Sud - University Paris Saclay, France
| | - Frauke Nees
- Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | | | - Luise Poustka
- University Medical Centre Göttingen, Germany, and the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Austria
| | | | | | - Henrik Walter
- Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Ireland
| | - Gunter Schumann
- Centre for Population Neuroscience and Stratified Medicine (PONS) and MRC-SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
| | - Hugh Garavan
- University of Vermont, Burlington; Vermont Center on Behavior and Health, University of Vermont, Burlington
| | - Robert R Althoff
- University of Vermont, Burlington; Vermont Center on Behavior and Health, University of Vermont, Burlington
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Albaugh MD, Hudziak JJ, Ing A, Chaarani B, Barker E, Jia T, Lemaitre H, Watts R, Orr C, Spechler PA, Lepage C, Fonov V, Collins L, Rioux P, Evans AC, Banaschewski T, Bokde ALW, Bromberg U, Büchel C, Quinlan EB, Desrivières S, Flor H, Frouin V, Gowland P, Heinz A, Ittermann B, Martinot JL, Nees F, Orfanos DP, Paus T, Poustka L, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Garavan H, Potter A. White matter microstructure is associated with hyperactive/inattentive symptomatology and polygenic risk for attention-deficit/hyperactivity disorder in a population-based sample of adolescents. Neuropsychopharmacology 2019; 44:1597-1603. [PMID: 30952157 PMCID: PMC6784993 DOI: 10.1038/s41386-019-0383-y] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/23/2018] [Revised: 02/24/2019] [Accepted: 03/30/2019] [Indexed: 12/17/2022]
Abstract
Few studies have investigated the link between putative biomarkers of attention-deficit/hyperactivity disorder (ADHD) symptomatology and genetic risk for ADHD. To address this, we investigate the degree to which ADHD symptomatology is associated with white matter microstructure and cerebral cortical thickness in a large population-based sample of adolescents. Critically, we then test the extent to which multimodal correlates of ADHD symptomatology are related to ADHD polygenic risk score (PRS). Neuroimaging, genetic, and behavioral data were obtained from the IMAGEN study. A dimensional ADHD composite score was derived from multi-informant ratings of ADHD symptomatology. Using tract-based spatial statistics, whole brain voxel-wise regressions between fractional anisotropy (FA) and ADHD composite score were calculated. Local cortical thickness was regressed on ADHD composite score. ADHD PRS was based on a very recent genome-wide association study, and calculated using PRSice. ADHD composite score was negatively associated with FA in several white matter pathways, including bilateral superior and inferior longitudinal fasciculi (p < 0.05, corrected). ADHD composite score was negatively associated with orbitofrontal cortical thickness (p < 0.05, corrected). The ADHD composite score was correlated with ADHD PRS (p < 0.001). FA correlates of ADHD symptomatology were significantly associated with ADHD PRS, whereas cortical thickness correlates of ADHD symptomatology were unrelated to ADHD PRS. Variation in hyperactive/inattentive symptomatology was associated with white matter microstructure, which, in turn, was related to ADHD PRS. Results suggest that genetic risk for ADHD symptomatology may be tied to biological processes affecting white matter microstructure.
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Grants
- L40 MH108486 NIMH NIH HHS
- MR/R00465X/1 Medical Research Council
- MRF_MRF-058-0004-RG-DESRI MRF
- This work received support from the following sources: the European Union-funded FP6 Integrated Project IMAGEN (Reinforcement-related behaviour in normal brain function and psychopathology) (LSHM-CT- 2007-037286), the Horizon 2020 funded ERC Advanced Grant ‘STRATIFY’ (Brain network based stratification of reinforcement-related disorders) (695313), ERANID (Understanding the Interplay between Cultural, Biological and Subjective Factors in Drug Use Pathways) (PR-ST-0416-10004), BRIDGET (JPND: BRain Imaging, cognition Dementia and next generation GEnomics) (MR/N027558/1), the FP7 projects IMAGEMEND(602450; IMAging GEnetics for MENtal Disorders) and MATRICS (603016), the Innovative Medicine Initiative Project EU-AIMS (115300-2), the Medical Research Council Grant ‘c-VEDA’ (Consortium on Vulnerability to Externalizing Disorders and Addictions) (MR/N000390/1), the Swedish Research Council FORMAS, the Medical Research Council, the National Institute for Health Research (NIHR) Biomedical Research Centre at South London and Maudsley NHS Foundation Trust and King’s College London, the Bundesministeriumfür Bildung und Forschung (BMBF grants 01GS08152; 01EV0711; eMED SysAlc01ZX1311A; Forschungsnetz AERIAL 01EE1406A, 01EE1406B), the Deutsche Forschungsgemeinschaft (DFG grants SM 80/7-2, SFB 940/2), the Medical Research Foundation and Medical research council (grant MR/R00465X/1). Further support was provided by grants from: ANR (project AF12-NEUR0008-01 - WM2NA, and ANR-12-SAMA-0004), the Fondation de France, the Fondation pour la Recherche Médicale, the Mission Interministérielle de Lutte-contre-les-Drogues-et-les-Conduites-Addictives (MILDECA), the Assistance-Publique-Hôpitaux-de-Paris and INSERM (interface grant), Paris Sud University IDEX 2012; the National Institutes of Health, Science Foundation Ireland (16/ERCD/3797), U.S.A. (Axon, Testosterone and Mental Health during Adolescence; RO1 MH085772-01A1), and by NIH Consortium grant U54 EB020403, supported by a cross-NIH alliance that funds Big Data to Knowledge Centres of Excellence.
- Drs. Garavan and Potter are supported P20GM103644 (PI: Stephen T. Higgins), Agency: NIGMS Vermont Center on Behavior and Health.
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Affiliation(s)
- Matthew D Albaugh
- Department of Psychiatry, Vermont Center for Children, Youth, and Families, University of Vermont College of Medicine, Burlington, VT, USA.
| | - James J Hudziak
- Department of Psychiatry, Vermont Center for Children, Youth, and Families, University of Vermont College of Medicine, Burlington, VT, USA
| | - Alex Ing
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Bader Chaarani
- Department of Psychiatry, University of Vermont College of Medicine, Burlington, VT, USA
| | - Edward Barker
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Tianye Jia
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Herve Lemaitre
- Institut National de la Santé et de la Recherche Médicale, UMR 992 INSERM, CEA, Faculté de médecine, Université Paris-Sud, Université Paris-Saclay, NeuroSpin, F-91191, Gif-sur-Yvette, France
| | - Richard Watts
- Department of Psychiatry, University of Vermont College of Medicine, Burlington, VT, USA
| | - Catherine Orr
- Department of Psychiatry, University of Vermont College of Medicine, Burlington, VT, USA
| | - Philip A Spechler
- Department of Psychiatry, University of Vermont College of Medicine, Burlington, VT, USA
| | - Claude Lepage
- McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University, Montreal, QC, Canada
| | - Vladimir Fonov
- McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University, Montreal, QC, Canada
| | - Louis Collins
- McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University, Montreal, QC, Canada
| | - Pierre Rioux
- McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University, Montreal, QC, Canada
| | - Alan C Evans
- McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University, Montreal, QC, Canada
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Uli Bromberg
- University Medical Centre Hamburg-Eppendorf, House W34, 3.OG, Martinistrasse 52, 20246, Hamburg, Germany
| | - Christian Büchel
- University Medical Centre Hamburg-Eppendorf, House W34, 3.OG, Martinistrasse 52, 20246, Hamburg, Germany
| | - Erin Burke Quinlan
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Sylvane Desrivières
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
- Department of Psychology, School of Social Sciences, University of Mannheim, 68131, Mannheim, Germany
| | - Vincent Frouin
- NeuroSpin, CEA, Université Paris-Saclay, 91191, Gif-sur-Yvette, France
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, UK
| | - Andreas Heinz
- Charité - Universitätsmedizin Berlin, Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charitéplatz 1, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), Abbestrasse 2 - 12, Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry", University Paris Sud, University Paris Descartes - Sorbonne Paris Cité; and Maison de Solenn, Paris, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159, Mannheim, Germany
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
| | | | - Tomáš Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital and Departments of Psychology and Psychiatry, University of Toronto, Toronto, ON, M6A 2E1, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, von-Siebold-Strasse 5, 37075, Göttingen, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- NeuroSpin, CEA, Université Paris-Saclay, 91191, Gif-sur-Yvette, France
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland
| | - Gunter Schumann
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Hugh Garavan
- Department of Psychiatry, University of Vermont College of Medicine, Burlington, VT, USA
| | - Alexandra Potter
- Department of Psychiatry, University of Vermont College of Medicine, Burlington, VT, USA
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Kühn S, Mascharek A, Banaschewski T, Bodke A, Bromberg U, Büchel C, Quinlan EB, Desrivieres S, Flor H, Grigis A, Garavan H, Gowland PA, Heinz A, Ittermann B, Martinot JL, Nees F, Papadopoulos Orfanos D, Paus T, Poustka L, Millenet S, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Lindenberger U, Gallinat J. Predicting development of adolescent drinking behaviour from whole brain structure at 14 years of age. eLife 2019; 8:e44056. [PMID: 31262402 PMCID: PMC6606021 DOI: 10.7554/elife.44056] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2018] [Accepted: 05/07/2019] [Indexed: 12/02/2022] Open
Abstract
Adolescence is a common time for initiation of alcohol use and development of alcohol use disorders. The present study investigates neuroanatomical predictors for trajectories of future alcohol use based on a novel voxel-wise whole-brain structural equation modeling framework. In 1814 healthy adolescents of the IMAGEN sample, the Alcohol Use Disorder Identification Test (AUDIT) was acquired at three measurement occasions across five years. Based on a two-part latent growth curve model, we conducted whole-brain analyses on structural MRI data at age 14, predicting change in alcohol use score over time. Higher grey-matter volumes in the caudate nucleus and the left cerebellum at age 14 years were predictive of stronger increase in alcohol use score over 5 years. The study is the first to demonstrate the feasibility of running separate voxel-wise structural equation models thereby opening new avenues for data analysis in brain imaging.
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Affiliation(s)
- Simone Kühn
- Department of Psychiatry and PsychotherapyUniversity Medical Center Hamburg-EppendorfHamburgGermany
- Center for Lifespan PsychologyMax Planck Institute for Human DevelopmentBerlinGermany
| | - Anna Mascharek
- Department of Psychiatry and PsychotherapyUniversity Medical Center Hamburg-EppendorfHamburgGermany
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
| | - Arun Bodke
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of NeuroscienceTrinity College DublinDublinIreland
| | - Uli Bromberg
- University Medical Centre Hamburg-EppendorfHamburgGermany
| | | | - Erin Burke Quinlan
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & NeuroscienceKing’s College LondonLondonUnited Kingdom
| | - Sylvane Desrivieres
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & NeuroscienceKing’s College LondonLondonUnited Kingdom
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
- Department of Psychology, School of Social SciencesUniversity of MannheimMannheimGermany
| | - Antoine Grigis
- NeuroSpin, CEAUniversité Paris-SaclayGif-sur-YvetteFrance
| | - Hugh Garavan
- Department of PsychiatryUniversity of VermontBurlingtonUnited States
- Department of PsychologyUniversity of VermontBurlingtonUnited States
| | - Penny A Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and AstronomyUniversity of NottinghamNottinghamUnited Kingdom
| | - Andreas Heinz
- Department of Psychiatry and PsychotherapyCharité – Universitätsmedizin BerlinBerlinGermany
| | | | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 “Neuroimaging & Psychiatry”, University ParisSud, University Paris DescartesParisFrance
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
- Department of Psychology, School of Social SciencesUniversity of MannheimMannheimGermany
| | | | - Tomas Paus
- Bloorview Research InstituteHolland Bloorview Kids Rehabilitation HospitalTorontoCanada
- Department of PsychologyUniversity of TorontoTorontoCanada
- Department of PsychiatryUniversity of TorontoTorontoCanada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and PsychotherapyUniversity Medical Centre GöttingenGöttingenGermany
| | - Sabina Millenet
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
| | - Juliane H Fröhner
- Neuroimaging Center,Department of PsychiatryTechnische Universität DresdenDresdenGermany
| | - Michael N Smolka
- Neuroimaging Center,Department of PsychiatryTechnische Universität DresdenDresdenGermany
| | - Henrik Walter
- Department of Psychiatry and PsychotherapyCharité – Universitätsmedizin BerlinBerlinGermany
| | - Robert Whelan
- Global Brain Health Institute,School of PsychologyTrinity College DublinDublinIreland
| | - Gunter Schumann
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & NeuroscienceKing’s College LondonLondonUnited Kingdom
| | - Ulman Lindenberger
- Center for Lifespan PsychologyMax Planck Institute for Human DevelopmentBerlinGermany
| | - Jürgen Gallinat
- Department of Psychiatry and PsychotherapyUniversity Medical Center Hamburg-EppendorfHamburgGermany
| | - IMAGEN Consortium
- Department of Psychiatry and PsychotherapyUniversity Medical Center Hamburg-EppendorfHamburgGermany
- Center for Lifespan PsychologyMax Planck Institute for Human DevelopmentBerlinGermany
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of NeuroscienceTrinity College DublinDublinIreland
- University Medical Centre Hamburg-EppendorfHamburgGermany
- Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & NeuroscienceKing’s College LondonLondonUnited Kingdom
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg UniversityMannheimGermany
- Department of Psychology, School of Social SciencesUniversity of MannheimMannheimGermany
- NeuroSpin, CEAUniversité Paris-SaclayGif-sur-YvetteFrance
- Department of PsychiatryUniversity of VermontBurlingtonUnited States
- Department of PsychologyUniversity of VermontBurlingtonUnited States
- Sir Peter Mansfield Imaging Centre School of Physics and AstronomyUniversity of NottinghamNottinghamUnited Kingdom
- Department of Psychiatry and PsychotherapyCharité – Universitätsmedizin BerlinBerlinGermany
- Physikalisch-Technische Bundesanstalt (PTB)BerlinGermany
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 “Neuroimaging & Psychiatry”, University ParisSud, University Paris DescartesParisFrance
- Bloorview Research InstituteHolland Bloorview Kids Rehabilitation HospitalTorontoCanada
- Department of PsychologyUniversity of TorontoTorontoCanada
- Department of PsychiatryUniversity of TorontoTorontoCanada
- Department of Child and Adolescent Psychiatry and PsychotherapyUniversity Medical Centre GöttingenGöttingenGermany
- Neuroimaging Center,Department of PsychiatryTechnische Universität DresdenDresdenGermany
- Global Brain Health Institute,School of PsychologyTrinity College DublinDublinIreland
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40
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Seo S, Beck A, Matthis C, Genauck A, Banaschewski T, Bokde AL, Bromberg U, Büchel C, Quinlan EB, Flor H, Frouin V, Garavan H, Gowland P, Ittermann B, Martinot J, Paillère Martinot M, Nees F, Papadopoulos Orfanos D, Poustka L, Hohmann S, Fröhner JH, Smolka MN, Walter H, Whelan R, Desrivières S, Heinz A, Schumann G, Obermayer K. Risk profiles for heavy drinking in adolescence: differential effects of gender. Addict Biol 2019; 24:787-801. [PMID: 29847018 DOI: 10.1111/adb.12636] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2017] [Revised: 04/20/2018] [Accepted: 04/23/2018] [Indexed: 01/21/2023]
Abstract
Abnormalities across different domains of neuropsychological functioning may constitute a risk factor for heavy drinking during adolescence and for developing alcohol use disorders later in life. However, the exact nature of such multi-domain risk profiles is unclear, and it is further unclear whether these risk profiles differ between genders. We combined longitudinal and cross-sectional analyses on the large IMAGEN sample (N ≈ 1000) to predict heavy drinking at age 19 from gray matter volume as well as from psychosocial data at age 14 and 19-for males and females separately. Heavy drinking was associated with reduced gray matter volume in 19-year-olds' bilateral ACC, MPFC, thalamus, middle, medial and superior OFC as well as left amygdala and anterior insula and right inferior OFC. Notably, this lower gray matter volume associated with heavy drinking was stronger in females than in males. In both genders, we observed that impulsivity and facets of novelty seeking at the age of 14 and 19, as well as hopelessness at the age of 14, are risk factors for heavy drinking at the age of 19. Stressful life events with internal (but not external) locus of control were associated with heavy drinking only at age 19. Personality and stress assessment in adolescents may help to better target counseling and prevention programs. This might reduce heavy drinking in adolescents and hence reduce the risk of early brain atrophy, especially in females. In turn, this could additionally reduce the risk of developing alcohol use disorders later in adulthood.
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Affiliation(s)
- Sambu Seo
- Neural Information Processing Group, Department of Computer Science and Electrical EngineeringTechnische Universität Berlin, and Bernstein Center for Computational Neuroscience Germany
| | - Anne Beck
- Department of Psychiatry and PsychotherapyCharité—Universitätsmedizin Berlin, Campus Charité Mitte Germany
| | - Caroline Matthis
- Neural Information Processing Group, Department of Computer Science and Electrical EngineeringTechnische Universität Berlin, and Bernstein Center for Computational Neuroscience Germany
| | - Alexander Genauck
- Department of Psychiatry and PsychotherapyCharité—Universitätsmedizin Berlin, Campus Charité Mitte Germany
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg University Germany
| | - Arun L.W. Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of NeuroscienceTrinity College Dublin Ireland
| | - Uli Bromberg
- Department of Systems NeuroscienceUniversity Medical Centre Hamburg‐Eppendorf Germany
| | - Christian Büchel
- Department of Systems NeuroscienceUniversity Medical Centre Hamburg‐Eppendorf Germany
| | - Erin Burke Quinlan
- Social, Genetic and Developmental Psychiatry (SGDP) Centre, Institute of Psychiatry, Psychology and NeuroscienceKing's College London UK
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg University Germany
- Department of Psychology, School of Social SciencesUniversity of Mannheim Germany
| | | | - Hugh Garavan
- Departments of Psychiatry and PsychologyUniversity of Vermont USA
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and AstronomyUniversity of Nottingham, University Park UK
| | | | - Jean‐Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 ‘Neuroimaging and Psychiatry’University Paris Sud—Paris Saclay, University Paris Descartes, Service Hospitalier Frédéric Joliot, Orsay and Maison de Solenn France
| | - Marie‐Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 ‘Neuroimaging and Psychiatry’University Paris Sud—Paris Saclay, University Paris Descartes and AP‐HP, Department of Adolescent Psychopathology and Medicine, Maison de Solenn, Cochin Hospital France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg University Germany
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg University Germany
| | | | - Luise Poustka
- Department of Child and Adolescent Psychiatry and PsychotherapyUniversity Medical Centre Göttingen Germany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg University Germany
| | - Juliane H. Fröhner
- Department of Psychiatry and Neuroimaging CenterTechnische Universität Dresden Germany
| | - Michael N. Smolka
- Department of Psychiatry and Neuroimaging CenterTechnische Universität Dresden Germany
| | - Henrik Walter
- Department of Psychiatry and PsychotherapyCharité—Universitätsmedizin Berlin, Campus Charité Mitte Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health InstituteTrinity College Dublin Ireland
| | - Sylvane Desrivières
- Social, Genetic and Developmental Psychiatry (SGDP) Centre, Institute of Psychiatry, Psychology and NeuroscienceKing's College London UK
| | - Andreas Heinz
- Department of Psychiatry and PsychotherapyCharité—Universitätsmedizin Berlin, Campus Charité Mitte Germany
| | - Gunter Schumann
- Social, Genetic and Developmental Psychiatry (SGDP) Centre, Institute of Psychiatry, Psychology and NeuroscienceKing's College London UK
| | - Klaus Obermayer
- Neural Information Processing Group, Department of Computer Science and Electrical EngineeringTechnische Universität Berlin, and Bernstein Center for Computational Neuroscience Germany
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41
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Bartholdy S, O'Daly OG, Campbell IC, Banaschewski T, Barker G, Bokde ALW, Bromberg U, Büchel C, Quinlan EB, Desrivières S, Flor H, Frouin V, Garavan H, Gowland P, Heinz A, Ittermann B, Martinot JL, Paillère Martinot ML, Nees F, Orfanos DP, Poustka L, Hohmann S, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Schmidt U, Artiges E, Schneider S, Bach C, Paus T, Barbot A, Gareth Barker, Bokde A, Vetter N, Büchel C, Cattrell A, Constant P, Gowland P, Crombag H, Czech K, Dalley J, Decideur B, Spranger T, Ripley T, Heym N, Flor H, Sommer W, Fuchs B, Gallinat J, Spanagel R, Kaviani M, Heinrichs B, Andreas Heinz, Subramaniam N, Jia T, Ihlenfeld A, Ireland J, Ittermann B, Conrod P, Banaschewski T, Jones J, Klaassen A, Lalanne C, Lanzerath D, Lawrence C, Lemaitre H, Desrivieres S, Mallik C, Karl Mann, Mar A, Martinez-Medina L, Jean-Luc Martinot, Mennigen E, Mesquita de Carvahlo F, Schwartz Y, Bruehl R, Müller K, Nees F, Nymberg C, Lathrop M, Trevor Robbins, Pausova Z, Jani Pentilla, Biondo F, Jean-Baptiste Poline, Hohmann S, Poustka L, Millenet S, Michael Smolka, Fröhner J, Struve M, Steve Williams, Hübner T, Bromberg U, Aydin S, Rogers J, Romanowski A, Schmäl C, Schmidt D, Ripke S, Arroyo M, Schubert F, Pena-Oliver Y, Fauth-Bühler M, Mignon X, Whelan R, Speiser C, Fadai T, Dai Stephens, Ströhle A, Paillere ML, Strache N, Theobald D, Jurk S, Vulser H, Miranda R, Yacubian J, Frouin V, Genauck A, Parchetka C, Gemmeke I, Kruschwitz J, Weiß K, Walter H, Feng J, Papadopoulos D, Filippi I, Ing A, Ruggeri B, Xu B, Macare C, Chu C, Hanratty E, Burke Quinlan E, Robert G, Schumann G, Yu T, Ziesch V, Stedman A. Neural Correlates of Failed Inhibitory Control as an Early Marker of Disordered Eating in Adolescents. Biol Psychiatry 2019; 85:956-965. [PMID: 31122340 DOI: 10.1016/j.biopsych.2019.01.027] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/15/2018] [Revised: 01/23/2019] [Accepted: 01/24/2019] [Indexed: 02/03/2023]
Abstract
BACKGROUND Binge eating and other forms of disordered eating behavior (DEB) are associated with failed inhibitory control. This study investigated the neural correlates of failed inhibitory control as a potential biomarker for DEB. METHODS The study used prospective longitudinal data from the European IMAGEN study adolescent cohort. Participants completed baseline assessments (questionnaires and a brain scan [functional magnetic resonance imaging]) at 14 years of age and a follow-up assessment (questionnaires) at 16 years of age. Self-reported binge eating and/or purging were used to indicate presence of DEB. Neural correlates of failed inhibition were assessed using the stop signal task. Participants were categorized as healthy control subjects (reported no DEB at both time points), maintainers (reported DEB at both time points), recoverers (reported DEB at baseline only), and developers (reported DEB at follow-up only). Forty-three individuals per group with complete scanning data were matched on gender, age, puberty, and intelligence (N = 172). RESULTS At baseline, despite similar task performance, incorrectly responding to stop signals (failed inhibitory control) was associated with greater recruitment of the medial prefrontal cortex and anterior cingulate cortex in the developers compared with healthy control subjects and recoverers. CONCLUSIONS Greater recruitment of the medial prefrontal and anterior cingulate regions during failed inhibition accords with abnormal evaluation of errors contributing to DEB development. As this precedes symptom onset and is evident despite normal task performance, neural responses during failed inhibition may be a useful biomarker of vulnerability for DEB. This study highlights the potential value of prospective neuroimaging studies for identifying markers of illness before the emergence of behavior changes.
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Affiliation(s)
- Savani Bartholdy
- Section of Eating Disorders, Department of Psychological Medicine, London, United Kingdom.
| | - Owen G O'Daly
- Centre for Neuroimaging Sciences, London, United Kingdom
| | - Iain C Campbell
- Section of Eating Disorders, Department of Psychological Medicine, London, United Kingdom
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Gareth Barker
- Centre for Neuroimaging Sciences, London, United Kingdom
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Dublin, Ireland
| | - Uli Bromberg
- University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
| | | | - Erin Burke Quinlan
- Medical Research Council Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom
| | - Sylvane Desrivières
- Medical Research Council Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany
| | - Vincent Frouin
- Neurospin, Commissariat à l'énergie atomique et aux énergies alternatives, Université Paris-Saclay, Gif-sur-Yvette, Paris, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, Burlington, Vermont
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt, Braunschweig, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," University Paris Sud - Paris Saclay, University Paris Descartes, Paris, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," University Paris Sud - Paris Saclay, University Paris Descartes, Paris, France; Department of Adolescent Psychopathology and Medicine, Maison de Solenn, Cochin Hospital, Public Assistance Hospitals of Paris, Paris, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Dimitri Papadopoulos Orfanos
- Neurospin, Commissariat à l'énergie atomique et aux énergies alternatives, Université Paris-Saclay, Gif-sur-Yvette, Paris, France
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, Göttingen, Germany; Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna, Austria
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland
| | - Gunter Schumann
- Medical Research Council Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom
| | - Ulrike Schmidt
- Section of Eating Disorders, Department of Psychological Medicine, London, United Kingdom; South London & Maudsley National Health Service Foundation Trust, London, United Kingdom
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Albaugh MD, Hudziak JJ, Orr C, Spechler PA, Chaarani B, Mackey S, Lepage C, Fonov V, Rioux P, Evans AC, Banaschewski T, Bokde ALW, Bromberg U, Büchel C, Quinlan EB, Desrivières S, Flor H, Grigis A, Gowland P, Heinz A, Ittermann B, Martinot JL, Martinot MLP, Nees F, Orfanos DP, Paus T, Poustka L, Millenet S, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Potter AS, Garavan H. Amygdalar reactivity is associated with prefrontal cortical thickness in a large population-based sample of adolescents. PLoS One 2019; 14:e0216152. [PMID: 31048888 PMCID: PMC6497259 DOI: 10.1371/journal.pone.0216152] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2018] [Accepted: 04/15/2019] [Indexed: 11/18/2022] Open
Abstract
In structural neuroimaging studies, reduced cerebral cortical thickness in orbital and ventromedial prefrontal regions is frequently interpreted as reflecting an impaired ability to downregulate neuronal activity in the amygdalae. Unfortunately, little research has been conducted in order to test this conjecture. We examine the extent to which amygdalar reactivity is associated with cortical thickness in a population-based sample of adolescents. Data were obtained from the IMAGEN study, which includes 2,223 adolescents. While undergoing functional neuroimaging, participants passively viewed video clips of a face that started from a neutral expression and progressively turned angry, or, instead, turned to a second neutral expression. Left and right amygdala ROIs were used to extract mean BOLD signal change for the angry minus neutral face contrast for all subjects. T1-weighted images were processed through the CIVET pipeline (version 2.1.0). In variable-centered analyses, local cortical thickness was regressed against amygdalar reactivity using first and second-order linear models. In a follow-up person-centered analysis, we defined a “high reactive” group of participants based on mean amygdalar BOLD signal change for the angry minus neutral face contrast. Between-group differences in cortical thickness were examined (“high reactive” versus all other participants). A significant association was revealed between the continuous measure of amygdalar reactivity and bilateral ventromedial prefrontal cortical thickness in a second-order linear model (p < 0.05, corrected). The “high reactive” group, in comparison to all other participants, possessed reduced cortical thickness in bilateral orbital and ventromedial prefrontal cortices, bilateral anterior temporal cortices, left caudal middle temporal gyrus, and the left inferior and middle frontal gyri (p < 0.05, corrected). Results are consistent with non-human primate studies, and provide empirical support for an association between reduced prefrontal cortical thickness and amygdalar reactivity. Future research will likely benefit from investigating the degree to which psychopathology qualifies relations between prefrontal cortical structure and amygdalar reactivity.
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Affiliation(s)
- Matthew D. Albaugh
- Vermont Center for Children, Youth, and Families, Department of Psychiatry, University of Vermont College of Medicine, Burlington, VT, United States of America
- * E-mail:
| | - James. J. Hudziak
- Vermont Center for Children, Youth, and Families, Department of Psychiatry, University of Vermont College of Medicine, Burlington, VT, United States of America
| | - Catherine Orr
- Department of Psychiatry, University of Vermont College of Medicine, Burlington, VT, United States of America
| | - Philip A. Spechler
- Department of Psychiatry, University of Vermont College of Medicine, Burlington, VT, United States of America
| | - Bader Chaarani
- Department of Psychiatry, University of Vermont College of Medicine, Burlington, VT, United States of America
| | - Scott Mackey
- Department of Psychiatry, University of Vermont College of Medicine, Burlington, VT, United States of America
| | - Claude Lepage
- McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University, Montreal, QC, Canada
| | - Vladimir Fonov
- McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University, Montreal, QC, Canada
| | - Pierre Rioux
- McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University, Montreal, QC, Canada
| | - Alan C. Evans
- McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University, Montreal, QC, Canada
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Arun L. W. Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Uli Bromberg
- University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
| | | | - Erin Burke Quinlan
- Medical Research Council—Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, United Kingdom
| | - Sylvane Desrivières
- Medical Research Council—Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, United Kingdom
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany
| | - Antoine Grigis
- NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, United Kingdom
| | - Andreas Heinz
- Charité –Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charitéplatz 1, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig and Berlin, Germany [or depending on journal requirements can be: Physikalisch-Technische Bundesanstalt (PTB), Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 “Neuroimaging & Psychiatry”, University Paris Sud, University Paris Descartes—Sorbonne Paris Cité; and Maison de Solenn, Paris, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 “Neuroimaging & Psychiatry”; University Paris Sud; University Paris Descartes; Sorbonne Universités; and AP-HP, Department of Child and AdolescentPsychiatryPitié-Salpêtrière Hospital, Paris, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | | | - Tomáš Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital and Departments of Psychology and Psychiatry, University of Toronto, Toronto, Ontario, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, Göttingen, Germany
| | - Sabina Millenet
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Juliane H. Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N. Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Charité –Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charitéplatz 1, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Ireland
| | - Gunter Schumann
- Medical Research Council—Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, United Kingdom
| | - Alexandra S. Potter
- Department of Psychiatry, University of Vermont College of Medicine, Burlington, VT, United States of America
| | - Hugh Garavan
- Department of Psychiatry, University of Vermont College of Medicine, Burlington, VT, United States of America
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Luo Q, Chen Q, Wang W, Desrivières S, Quinlan EB, Jia T, Macare C, Robert GH, Cui J, Guedj M, Palaniyappan L, Kherif F, Banaschewski T, Bokde ALW, Büchel C, Flor H, Frouin V, Garavan H, Gowland P, Heinz A, Ittermann B, Martinot JL, Artiges E, Paillère-Martinot ML, Nees F, Orfanos DP, Poustka L, Fröhner JH, Smolka MN, Walter H, Whelan R, Callicott JH, Mattay VS, Pausova Z, Dartigues JF, Tzourio C, Crivello F, Berman KF, Li F, Paus T, Weinberger DR, Murray RM, Schumann G, Feng J. Association of a Schizophrenia-Risk Nonsynonymous Variant With Putamen Volume in Adolescents: A Voxelwise and Genome-Wide Association Study. JAMA Psychiatry 2019; 76:435-445. [PMID: 30649180 PMCID: PMC6450291 DOI: 10.1001/jamapsychiatry.2018.4126] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/28/2018] [Accepted: 10/16/2018] [Indexed: 02/03/2023]
Abstract
Importance Deviation from normal adolescent brain development precedes manifestations of many major psychiatric symptoms. Such altered developmental trajectories in adolescents may be linked to genetic risk for psychopathology. Objective To identify genetic variants associated with adolescent brain structure and explore psychopathologic relevance of such associations. Design, Setting, and Participants Voxelwise genome-wide association study in a cohort of healthy adolescents aged 14 years and validation of the findings using 4 independent samples across the life span with allele-specific expression analysis of top hits. Group comparison of the identified gene-brain association among patients with schizophrenia, unaffected siblings, and healthy control individuals. This was a population-based, multicenter study combined with a clinical sample that included participants from the IMAGEN cohort, Saguenay Youth Study, Three-City Study, and Lieber Institute for Brain Development sample cohorts and UK biobank who were assessed for both brain imaging and genetic sequencing. Clinical samples included patients with schizophrenia and unaffected siblings of patients from the Lieber Institute for Brain Development study. Data were analyzed between October 2015 and April 2018. Main Outcomes and Measures Gray matter volume was assessed by neuroimaging and genetic variants were genotyped by Illumina BeadChip. Results The discovery sample included 1721 adolescents (873 girls [50.7%]), with a mean (SD) age of 14.44 (0.41) years. The replication samples consisted of 8690 healthy adults (4497 women [51.8%]) from 4 independent studies across the life span. A nonsynonymous genetic variant (minor T allele of rs13107325 in SLC39A8, a gene implicated in schizophrenia) was associated with greater gray matter volume of the putamen (variance explained of 4.21% in the left hemisphere; 8.66; 95% CI, 6.59-10.81; P = 5.35 × 10-18; and 4.44% in the right hemisphere; t = 8.90; 95% CI, 6.75-11.19; P = 6.80 × 10-19) and also with a lower gene expression of SLC39A8 specifically in the putamen (t127 = -3.87; P = 1.70 × 10-4). The identified association was validated in samples across the life span but was significantly weakened in both patients with schizophrenia (z = -3.05; P = .002; n = 157) and unaffected siblings (z = -2.08; P = .04; n = 149). Conclusions and Relevance Our results show that a missense mutation in gene SLC39A8 is associated with larger gray matter volume in the putamen and that this association is significantly weakened in schizophrenia. These results may suggest a role for aberrant ion transport in the etiology of psychosis and provide a target for preemptive developmental interventions aimed at restoring the functional effect of this mutation.
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Affiliation(s)
- Qiang Luo
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China
- Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China
- School of Life Sciences and State Key Laboratory of Genetic Engineering, Fudan University, Shanghai, China
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, Social Genetic and Developmental Psychiatry Centre, London, England
| | - Qiang Chen
- Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore, Maryland
| | - Wenjia Wang
- Pharnext, Issy-les-Moulineaux, Ile de France, France
- Institut National de la Santé et de la Recherche Médicale Unit 897, University of Bordeaux, Bordeaux, Aquitaine, France
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, Social Genetic and Developmental Psychiatry Centre, London, England
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, Social Genetic and Developmental Psychiatry Centre, London, England
| | - Tianye Jia
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China
- Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, Social Genetic and Developmental Psychiatry Centre, London, England
| | - Christine Macare
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, Social Genetic and Developmental Psychiatry Centre, London, England
| | - Gabriel H. Robert
- EA 4712 “Behavior and Basal Ganglia,” Rennes University 1, Rennes, France
| | - Jing Cui
- Laboratory for Research in Neuroimaging, Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois, University of Lausanne, Lausanne, Switzerland
| | - Mickaël Guedj
- Pharnext, Issy-les-Moulineaux, Ile de France, France
| | - Lena Palaniyappan
- Departments of Psychiatry and Medical Biophysics, Robarts Research Institute, University of Western Ontario, London, Ontario, Canada
| | - Ferath Kherif
- Laboratory for Research in Neuroimaging, Department of Clinical Neurosciences, Centre Hospitalier Universitaire Vaudois, University of Lausanne, Lausanne, Switzerland
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
| | - Arun L. W. Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | | | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany
| | - Vincent Frouin
- NeuroSpin, Commissariat à L'énergie Atomique, Université Paris-Saclay, Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, Burlington
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, England
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt Braunschweig and Berlin, Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale Unit 1000, Neuroimaging and Psychiatry, University Paris Sud–Paris Saclay, University Paris Descartes, Paris, France
- Service Hospitalier Frédéric Joliot, Orsay, France
- Maison de Solenn, Paris, France
| | - Eric Artiges
- Institut National de la Santé et de la Recherche Médicale Unit 1000, Neuroimaging and Psychiatry, University Paris Sud–Paris Saclay, University Paris Descartes, Paris, France
- Service Hospitalier Frédéric Joliot, Orsay, France
- GH Nord Essonne Psychiatry Department, Orsay, France
| | - Marie-Laure Paillère-Martinot
- Institut National de la Santé et de la Recherche Médicale Unit 1000, Neuroimaging and Psychiatry, University Paris Sud–Paris Saclay, University Paris Descartes, Paris, France
- Assistance Publique–Hôpitaux de Paris, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | | | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, Göttingen, Germany
- Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Währinger Gürtel, Vienna, Austria
| | - Juliane H. Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N. Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland
| | - Joseph H. Callicott
- Clinical and Translational Neuroscience Branch, National Institute of Mental Health, National Institutes of Health, Bethesda, Maryland
| | - Venkata S. Mattay
- Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore, Maryland
- Departments of Neurology, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Departments of Radiology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Zdenka Pausova
- The Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada
| | - Jean-François Dartigues
- Institut National de la Santé et de la Recherche Médicale Unit 1219, Université de Bordeaux, Bordeaux, France
| | - Christophe Tzourio
- Institut National de la Santé et de la Recherche Médicale Unit 1219, Université de Bordeaux, Bordeaux, France
| | - Fabrice Crivello
- University de Bordeaux, Institut des Maladies Neurodégénératives, Bordeaux, France
- Centre National de la Recherche Scientifique, Institut des Maladies Neurodégénératives, Bordeaux, France
- Commissariat à L'énergie Atomiquecea, Institut des Maladies Neurodégénératives-Equipe 5, Bordeaux, France
| | - Karen F. Berman
- Clinical and Translational Neuroscience Branch, National Institute of Mental Health, National Institutes of Health, Bethesda, Maryland
| | - Fei Li
- Developmental and Behavioral Pediatric Department and Child Primary Care Department, MOE-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated To Shang Jiaotong University School of Medicine, Shanghai, China
| | - Tomáš Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto, Ontario, Canada
- Departments of Psychology and Psychiatry, University of Toronto, Toronto, Ontario, Canada
| | - Daniel R. Weinberger
- Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore, Maryland
- Departments of Neurology, Johns Hopkins University School of Medicine, Baltimore, Maryland
- McKusick Nathans Institute of Genetic Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Department of Neuroscience, Johns Hopkins School of Medicine, Baltimore, Maryland
| | - Robin M. Murray
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, Social Genetic and Developmental Psychiatry Centre, London, England
| | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, Social Genetic and Developmental Psychiatry Centre, London, England
| | - Jianfeng Feng
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China
- Ministry of Education-Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Shanghai, China
- School of Life Sciences and State Key Laboratory of Genetic Engineering, Fudan University, Shanghai, China
- Department of Computer Science, University of Warwick, Coventry, England
- Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, China
- Shanghai Center for Mathematical Sciences, Shanghai, China
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Müller CP, Chu C, Qin L, Liu C, Xu B, Gao H, Ruggeri B, Hieber S, Schneider J, Jia T, Tay N, Akira S, Satoh T, Banaschewski T, Bokde ALW, Bromberg U, Büchel C, Quinlan EB, Flor H, Frouin V, Garavan H, Gowland P, Heinz A, Ittermann B, Martinot JL, Martinot MLP, Artiges E, Lemaitre H, Nees F, Papadopoulos Orfanos D, Paus T, Poustka L, Millenet S, Fröhner JH, Smolka MN, Walter H, Whelan R, Bakalkin G, Liu Y, Desrivières S, Elliott P, Eulenburg V, Levy D, Crews F, Schumann G. The Cortical Neuroimmune Regulator TANK Affects Emotional Processing and Enhances Alcohol Drinking: A Translational Study. Cereb Cortex 2019; 29:1736-1751. [PMID: 30721969 PMCID: PMC6430980 DOI: 10.1093/cercor/bhy341] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2018] [Revised: 12/14/2018] [Accepted: 12/19/2018] [Indexed: 12/22/2022] Open
Abstract
Alcohol abuse is a major public health problem worldwide. Understanding the molecular mechanisms that control regular drinking may help to reduce hazards of alcohol consumption. While immunological mechanisms have been related to alcohol drinking, most studies reported changes in immune function that are secondary to alcohol use. In this report, we analyse how the gene "TRAF family member-associated NF-κB activator" (TANK) affects alcohol drinking behavior. Based on our recent discovery in a large GWAS dataset that suggested an association of TANK, SNP rs197273, with alcohol drinking, we report that SNP rs197273 in TANK is associated both with gene expression (P = 1.16 × 10-19) and regional methylation (P = 5.90 × 10-25). A tank knock out mouse model suggests a role of TANK in alcohol drinking, anxiety-related behavior, as well as alcohol exposure induced activation of insular cortex NF-κB. Functional and structural neuroimaging studies among up to 1896 adolescents reveal that TANK is involved in the control of brain activity in areas of aversive interoceptive processing, including the insular cortex, but not in areas related to reinforcement, reward processing or impulsiveness. Our findings suggest that the cortical neuroimmune regulator TANK is associated with enhanced aversive emotional processing that better protects from the establishment of alcohol drinking behavior.
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Affiliation(s)
- Christian P Müller
- Section of Addiction Medicine, Department of Psychiatry and Psychotherapy, University Clinic, Friedrich-Alexander-University Erlangen-Nuremberg, Schwabachanlage 6, Erlangen, Germany
| | - Congying Chu
- Centre for Population Neuroscience and Stratified Medicine (PONS) and MRC-SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College De Crespigny Park, London, UK
| | - Liya Qin
- Bowles Center for Alcohol Studies, School of Medicine, University of North Carolina, Chapel Hill NC, USA
| | - Chunyu Liu
- The Framingham Heart Study, 73 Mt Wayte Ave, Framingham MA, USA
- The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda MD, USA
- Boston University School of Public Health, 715 Albany St, Boston MA, USA
| | - Bing Xu
- Centre for Population Neuroscience and Stratified Medicine (PONS) and MRC-SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College De Crespigny Park, London, UK
| | - He Gao
- Department of Epidemiology and Biostatistics, MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London, UK
| | - Barbara Ruggeri
- Centre for Population Neuroscience and Stratified Medicine (PONS) and MRC-SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College De Crespigny Park, London, UK
| | - Saskia Hieber
- Section of Addiction Medicine, Department of Psychiatry and Psychotherapy, University Clinic, Friedrich-Alexander-University Erlangen-Nuremberg, Schwabachanlage 6, Erlangen, Germany
| | - Julia Schneider
- Institute for Biochemistry and Molecular Medicine, Friedrich-Alexander-University Erlangen-Nuremberg, Fahrstrasse 17, Erlangen, Germany
| | - Tianye Jia
- Centre for Population Neuroscience and Stratified Medicine (PONS) and MRC-SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College De Crespigny Park, London, UK
| | - Nicole Tay
- Centre for Population Neuroscience and Stratified Medicine (PONS) and MRC-SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College De Crespigny Park, London, UK
| | - Shizuo Akira
- Laboratory of Host Defense, World Premier International Immunology Frontiern Research Center, Research Institute for Microbial Diseases, Osaka University, 1-1 Yamadaoka, Suita, Osaka, Osaka, Japan
| | - Takashi Satoh
- Laboratory of Host Defense, World Premier International Immunology Frontiern Research Center, Research Institute for Microbial Diseases, Osaka University, 1-1 Yamadaoka, Suita, Osaka, Osaka, Japan
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, J5, Mannheim, Germany
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, James's Street, Dublin, Ireland
| | - Uli Bromberg
- University Medical Centre Hamburg-Eppendorf, House W34, 3.OG, Martinistr. 52, Hamburg, Germany
| | - Christian Büchel
- University Medical Centre Hamburg-Eppendorf, House W34, 3.OG, Martinistr. 52, Hamburg, Germany
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Stratified Medicine (PONS) and MRC-SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College De Crespigny Park, London, UK
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, J5, Mannheim, Germany
- Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany
| | - Vincent Frouin
- NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, Burlington, VT, USA
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, UK
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Charitéplatz 1, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig and Berlin, Germany [ Physikalisch-Technische Bundesanstalt (PTB), Abbestr. 2—12, Berlin, Germany]
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 “Neuroimaging & Psychiatry”, University Paris Sud—University Paris Saclay, DIGITEO Labs, Rue Noetzlin, Gif sur Yvette, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 “Neuroimaging & Psychiatry”, University Paris Sud—Paris Saclay, University Paris Descartes; and AP-HP, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, 47-83, boulevard de l'Hôpital, Paris, France
| | - Eric Artiges
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 “Neuroimaging & Psychiatry”, University Paris Sud—University Paris Saclay, DIGITEO Labs, Gif sur Yvette; and Psychiatry Department, Orsay Hospital, Orsay, France
| | - Herve Lemaitre
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 “Neuroimaging & Psychiatry”, University Paris-Sud Medical School, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, J5, Mannheim, Germany
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, J5, Mannheim, Germany
| | | | - Tomáš Paus
- Rotman Research Institute, Baycrest and Departments of Psychology and Psychiatry, University of Toronto, 3560 Bathurst Street, Toronto, Ontario, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, von-Siebold-Str. 5, Göttingen, Germany
- Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Währinger Gürtel 18-20, Vienna, Austria
| | - Sabina Millenet
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, J5, Mannheim, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Chemnitzer Str. 46a01187 Dresden, Germany
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Chemnitzer Str. 46a01187 Dresden, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Charitéplatz 1, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Aras an Phiarsaigh Trinity College Dublin, Dublin, Ireland
| | - Georgy Bakalkin
- Division of Biological Research on Drug Dependence, Department of Pharmaceutical, Biosciences, Uppsala University, Husargatan 3, Uppsala, Sweden
| | - Yun Liu
- Key Laboratory of Metabolism and Molecular Medicine, Ministry of Education; Department of Biochemistry and Molecular Biology, Fudan University Shanghai Medical College, Shanghai, P.R. China
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Stratified Medicine (PONS) and MRC-SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College De Crespigny Park, London, UK
| | - Paul Elliott
- Department of Epidemiology and Biostatistics, MRC-PHE Centre for Environment and Health, School of Public Health, Imperial College London, London, UK
| | - Volker Eulenburg
- Institute for Biochemistry and Molecular Medicine, Friedrich-Alexander-University Erlangen-Nuremberg, Fahrstrasse 17, Erlangen, Germany
- Department of Anaesthesiology and Intensive Care Medicine, University of Leipzig, Liebigstrasse 20, Leipzig, Germany
| | - Daniel Levy
- The Framingham Heart Study, 73 Mt Wayte Ave, Framingham MA, USA
- The Population Sciences Branch, Division of Intramural Research, National Heart, Lung, and Blood Institute, Bethesda MD, USA
| | - Fulton Crews
- Bowles Center for Alcohol Studies, School of Medicine, University of North Carolina, Chapel Hill NC, USA
| | - Gunter Schumann
- Centre for Population Neuroscience and Stratified Medicine (PONS) and MRC-SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College De Crespigny Park, London, UK
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45
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Ruan H, Zhou Y, Luo Q, Robert GH, Desrivières S, Quinlan EB, Liu Z, Banaschewski T, Bokde ALW, Bromberg U, Büchel C, Flor H, Frouin V, Garavan H, Gowland P, Heinz A, Ittermann B, Martinot JL, Martinot MLP, Nees F, Orfanos DP, Poustka L, Hohmann S, Fröhner JH, Smolka MN, Walter H, Whelan R, Li F, Schumann G, Feng J. Adolescent binge drinking disrupts normal trajectories of brain functional organization and personality maturation. Neuroimage Clin 2019; 22:101804. [PMID: 30991616 PMCID: PMC6451196 DOI: 10.1016/j.nicl.2019.101804] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/27/2018] [Revised: 03/08/2019] [Accepted: 03/29/2019] [Indexed: 11/16/2022]
Abstract
Adolescent binge drinking has been associated with higher risks for the development of many health problems throughout the lifespan. Adolescents undergo multiple changes that involve the co-development processes of brain, personality and behavior; therefore, certain behavior, such as alcohol consumption, can have disruptive effects on both brain development and personality maturation. However, these effects remain unclear due to the scarcity of longitudinal studies. In the current study, we used multivariate approaches to explore discriminative features in brain functional architecture, personality traits, and genetic variants in 19-year-old individuals (n = 212). Taking advantage of a longitudinal design, we selected features that were more drastically altered in drinkers with an earlier onset of binge drinking. With the selected features, we trained a hierarchical model of support vector machines using a training sample (n = 139). Using an independent sample (n = 73), we tested the model and achieved a classification accuracy of 71.2%. We demonstrated longitudinally that after the onset of binge drinking the developmental trajectory of improvement in impulsivity slowed down. This study identified the disrupting effects of adolescent binge drinking on the developmental trajectories of both brain and personality. History of binge drinking could be identified by multivariate features at age 19. Adolescent binge drinking disrupted frontal connectivity maturation in the brain. Impulsivity improvement slowed down after the onset of adolescent binge drinking.
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Affiliation(s)
- Hongtao Ruan
- School of Mathematical Sciences, Fudan University, Shanghai 200433, PR China; Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai 200433, PR China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Fudan University), Ministry of Education, PR China
| | - Yunyi Zhou
- School of Mathematical Sciences, Fudan University, Shanghai 200433, PR China; Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai 200433, PR China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Fudan University), Ministry of Education, PR China
| | - Qiang Luo
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai 200433, PR China; Department of Psychology and the Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge CB2 3EB, UK; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Fudan University), Ministry of Education, PR China.
| | - Gabriel H Robert
- EA 4712 "Behavior and Basal Ganglia", Rennes University 1, Rennes, France
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Stratified Medicine (PONS), Institute of Psychiatry, Psychology and Neuroscience, Social, Genetic and Developmental Psychiatry Centre, King's College London, London SE5 8AF, United Kingdom
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Stratified Medicine (PONS), Institute of Psychiatry, Psychology and Neuroscience, Social, Genetic and Developmental Psychiatry Centre, King's College London, London SE5 8AF, United Kingdom
| | - ZhaoWen Liu
- School of Computer Science and Technology, Xidian University, Xi'an 710071, Shannxi, PR China
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Ireland
| | - Uli Bromberg
- University Medical Centre Hamburg-Eppendorf, House W34, 3.OG, Martinistr. 52, 20246, Hamburg, Germany
| | - Christian Büchel
- University Medical Centre Hamburg-Eppendorf, House W34, 3.OG, Martinistr. 52, 20246, Hamburg, Germany
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany; Department of Psychology, School of Social Sciences, University of Mannheim, 68131 Mannheim, Germany
| | - Vincent Frouin
- NeuroSpin, CEA, Université Paris-Saclay, F-91191 Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, 05405 Burlington, VT, USA
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, United Kingdom
| | - Andreas Heinz
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charitéplatz 1, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig, Abbestr. 2 - 12, Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry", University Paris Sud, University Paris Descartes - Sorbonne Paris Cité; and Maison de Solenn, Paris, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry", University Paris Sud, University Paris Descartes; Sorbonne Université; and AP-HP, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany; Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, Mannheim, Germany
| | | | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, von-Siebold-Str. 5, 37075 Göttingen, Germany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5, 68159 Mannheim, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charitéplatz 1, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Ireland
| | - Fei Li
- Developmental and Behavioral Pediatric Department & Child Primary Care Department, MOE-Shanghai Key Lab for Children's Environmental Health, Xinhua Hospital Affiliated To Shang Jiaotong University School of Medicine, Shanghai, PR China
| | - Gunter Schumann
- Centre for Population Neuroscience and Stratified Medicine (PONS), Institute of Psychiatry, Psychology and Neuroscience, Social, Genetic and Developmental Psychiatry Centre, King's College London, London SE5 8AF, United Kingdom
| | - Jianfeng Feng
- School of Mathematical Sciences, Fudan University, Shanghai 200433, PR China; Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai 200433, PR China; Department of Computer Science, University of Warwick, Coventry, UK; Collaborative Innovation Center for Brain Science, Fudan University, Shanghai, PR China; Shanghai Center for Mathematical Sciences, Shanghai, PR China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Fudan University), Ministry of Education, PR China
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46
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Tay N, Macare C, Liu Y, Ruggeri B, Jia T, Chu C, Biondo F, Ing A, Luo Q, Sarkysian D, Banaschewski T, Barker GJ, Bokde ALW, Bromberg U, Büchel C, Quinlan EB, Desrivières S, Flor H, Frouin V, Garavan H, Gowland P, Heinz A, Ittermann B, Martinot JL, Artiges E, Nees F, Orfanos DP, Paus T, Poustka L, Hohmann S, Fröhner JH, Smolka MN, Walter H, Whelan R, Frieling H, Bleich S, Barker ED, Syvänen AC, Rüegg J, Ekström TJ, Bakalkin G, Schumann G. Allele-Specific Methylation of SPDEF: A Novel Moderator of Psychosocial Stress and Substance Abuse. Am J Psychiatry 2019; 176:146-155. [PMID: 30525907 DOI: 10.1176/appi.ajp.2018.17121360] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
OBJECTIVE Psychosocial stress is a key risk factor for substance abuse among adolescents. Recently, epigenetic processes such as DNA methylation have emerged as potential mechanisms that could mediate this relationship. The authors conducted a genome-wide methylation analysis to investigate whether differentially methylated regions are associated with psychosocial stress in an adolescent population. METHODS A methylome-wide analysis of differentially methylated regions was used to examine a sample of 1,287 14-year-old adolescents (50.7% of them female) from the European IMAGEN study. The Illumina 450k array was used to assess DNA methylation, pyrosequencing was used for technical replication, and linear regression analyses were used to identify associations with psychosocial stress and substance use (alcohol and tobacco). Findings were replicated by pyrosequencing a test sample of 413 participants from the IMAGEN study. RESULTS Hypermethylation in the sterile alpha motif/pointed domain containing the ETS transcription factor (SPDEF) gene locus was associated with a greater number of stressful life events in an allele-dependent way. Among individuals with the minor G-allele, SPDEF methylation moderated the association between psychosocial stress and substance abuse. SPDEF methylation interacted with lifetime stress in gray matter volume in the right cuneus, which in turn was associated with the frequency of alcohol and tobacco use. SPDEF was involved in the regulation of trans-genes linked to substance use. CONCLUSIONS Taken together, the study findings describe a novel epigenetic mechanism that helps explain how psychosocial stress exposure influences adolescent substance abuse.
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Affiliation(s)
- Nicole Tay
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Christine Macare
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Yun Liu
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Barbara Ruggeri
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Tianye Jia
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Congying Chu
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Francesca Biondo
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Alex Ing
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Qiang Luo
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Daniil Sarkysian
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Tobias Banaschewski
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Gareth J Barker
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Arun L W Bokde
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Uli Bromberg
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Christian Büchel
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Erin Burke Quinlan
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Sylvane Desrivières
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Herta Flor
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Vincent Frouin
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Hugh Garavan
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Penny Gowland
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Andreas Heinz
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Bernd Ittermann
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Jean-Luc Martinot
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Eric Artiges
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Frauke Nees
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Dimitri Papadopoulos Orfanos
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Tomáš Paus
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Luise Poustka
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Sarah Hohmann
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Juliane H Fröhner
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Michael N Smolka
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Henrik Walter
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Robert Whelan
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Helge Frieling
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Stefan Bleich
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Edward D Barker
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Ann-Christine Syvänen
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Joëlle Rüegg
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Tomas J Ekström
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Georgy Bakalkin
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
| | - Gunter Schumann
- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
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- The Centre for Population Neuroscience and Stratified Medicine and SGDP Centre, Institute of Psychiatry, King's College London (Tay, Macare, Ruggeri, Jia, Chu, Biondo, Ing, Quinlan, Desrivières, Barker, Schumann); the Department of Biochemistry and Molecular Biology, MOE Key Laboratory of Metabolism and Molecular Medicine, School of Basic Medical Sciences, Fudan University, Shanghai, China (Liu); the Institute of Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China (Jia); the Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence, Fudan University, Ministry of Education, Shanghai, China (Jia); the School of Life Sciences and Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China (Luo); Uppsala University, Uppsala, Sweden (Sarkysian, Bakalkin); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Banaschewski, Hohmann); the Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology, and Neuroscience, King's College London (Barker); the Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin (Bokde, Nees); University Medical Centre Hamburg-Eppendorf, Hamburg, Germany (Bromberg, Büchel); the Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Flor, Nees); the Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany (Flor); the Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Nees); the German Research Foundation, Bonn, Germany (Nees); NeuroSpin, Université Paris-Saclay, Gif-sur-Yvette, France (Frouin, Orfanos); the Departments of Psychiatry and Psychology, University of Vermont, Burlington (Garavan); Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom (Gowland); the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin (Heinz, Walter); Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Berlin (Itterman); the Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry," DIGITEO Labs, University Paris Sud-Paris Saclay, University Paris Descartes, Gif sur Yvette, France (Martinot); the Maison de Solenn, Cochin Hospital, Paris, France (Martinot); the Institut National de la Santé et de la Recherche Médicale, University Paris Sud-University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France (Artiges); the Department of Psychiatry, Orsay Hospital, Orsay, France (Artiges); the Bloorview Research Institute, Holland Bloorview Kids Rehabilitation, Hospital and Departments of Psychology and Psychiatry, Bloorview Research Institute, University of Toronto, Toronto ( Paus); the Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany (Poustka); the Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna (Poustka); the Department of Psychiatry and the Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Fröhner, Smolka); the School of Psychology and the Global Brain Health Institute, Trinity College Dublin, Dublin (Whelan); the Department of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover Medical School, Hannover, Germany (Frieling, Bleich); the Department of Medical Sciences, Molecular Medicine and Science for Life laboratory, Uppsala University, Uppsala, Sweden (Syvänen); and the Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institutet, Stockholm (Rüegg, Ekström)
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47
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Cheng W, Rolls ET, Robbins TW, Gong W, Liu Z, Lv W, Du J, Wen H, Ma L, Quinlan EB, Garavan H, Artiges E, Papadopoulos Orfanos D, Smolka MN, Schumann G, Kendrick K, Feng J. Decreased brain connectivity in smoking contrasts with increased connectivity in drinking. eLife 2019; 8:e40765. [PMID: 30616717 PMCID: PMC6336408 DOI: 10.7554/elife.40765] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2018] [Accepted: 12/20/2018] [Indexed: 01/01/2023] Open
Abstract
In a group of 831 participants from the general population in the Human Connectome Project, smokers exhibited low overall functional connectivity, and more specifically of the lateral orbitofrontal cortex which is associated with non-reward mechanisms, the adjacent inferior frontal gyrus, and the precuneus. Participants who drank a high amount had overall increases in resting state functional connectivity, and specific increases in reward-related systems including the medial orbitofrontal cortex and the cingulate cortex. Increased impulsivity was found in smokers, associated with decreased functional connectivity of the non-reward-related lateral orbitofrontal cortex; and increased impulsivity was found in high amount drinkers, associated with increased functional connectivity of the reward-related medial orbitofrontal cortex. The main findings were cross-validated in an independent longitudinal dataset with 1176 participants, IMAGEN. Further, the functional connectivities in 14-year-old non-smokers (and also in female low-drinkers) were related to who would smoke or drink at age 19. An implication is that these differences in brain functional connectivities play a role in smoking and drinking, together with other factors.
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Affiliation(s)
- Wei Cheng
- Institute of Science and Technology for Brain-inspired IntelligenceFudan UniversityShanghaiChina
- Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Fudan University)Ministry of EducationShanghaiChina
- Department of Computer ScienceUniversity of WarwickCoventryUnited Kingdom
| | - Edmund T Rolls
- Institute of Science and Technology for Brain-inspired IntelligenceFudan UniversityShanghaiChina
- Department of Computer ScienceUniversity of WarwickCoventryUnited Kingdom
- Oxford Centre for Computational NeuroscienceOxfordUnited Kingdom
| | - Trevor W Robbins
- Behavioural and Clinical Neuroscience InstituteUniversity of CambridgeCambridgeUnited Kingdom
- Department of PsychologyUniversity of CambridgeCambridgeUnited Kingdom
| | - Weikang Gong
- Institute of Science and Technology for Brain-inspired IntelligenceFudan UniversityShanghaiChina
- University of Chinese Academy of SciencesBeijingChina
| | - Zhaowen Liu
- School of Computer Science and TechnologyXidian UniversityXi’anChina
| | - Wujun Lv
- School of MathematicsShanghai University Finance and EconomicsShanghaiChina
| | - Jingnan Du
- Institute of Science and Technology for Brain-inspired IntelligenceFudan UniversityShanghaiChina
| | - Hongkai Wen
- Department of Computer ScienceUniversity of WarwickCoventryUnited Kingdom
| | - Liang Ma
- Beijing Institute of Genomics, Chinese Academy of SciencesBeijingChina
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Stratified Medicine (PONS) and MRC-SGDP Centre, Institute of Psychiatry, Psychology and NeuroscienceKing’s College LondonLondonUnited Kingdom
| | - Hugh Garavan
- Department of PsychiatryUniversity of VermontVermontUnited States
- Department of Psychiatry PsychologyUniversity of VermontVermontUnited States
| | - Eric Artiges
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 'Neuroimaging & Psychiatry', University Paris Sud – Paris Saclay, University Paris Descartes, Service Hospitalier Frédéric Joliot and GH Nord Essonne Psychiatry Department 91G16OrsayFrance
| | | | - Michael N Smolka
- Department of Psychiatry and Neuroimaging CenterTechnische Universität DresdenDresdenGermany
| | - Gunter Schumann
- Centre for Population Neuroscience and Stratified Medicine (PONS) and MRC-SGDP Centre, Institute of Psychiatry, Psychology and NeuroscienceKing’s College LondonLondonUnited Kingdom
| | - Keith Kendrick
- Key Laboratory for Neuroinformation of the Ministry of Education, School of Life Science and Technology, Center for Information in MedicineUniversity of Electronic Science and Technology of ChinaChengduChina
| | - Jianfeng Feng
- Institute of Science and Technology for Brain-inspired IntelligenceFudan UniversityShanghaiChina
- Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Fudan University)Ministry of EducationShanghaiChina
- Department of Computer ScienceUniversity of WarwickCoventryUnited Kingdom
- School of Mathematical Sciences and Centre for Computational Systems BiologyFudan UniversityShanghaiChina
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48
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Papanastasiou E, Mouchlianitis E, Joyce DW, McGuire P, Banaschewski T, Bokde ALW, Bromberg U, Büchel C, Quinlan EB, Desrivières S, Flor H, Frouin V, Garavan H, Spechler P, Gowland P, Heinz A, Ittermann B, Martinot JL, Paillère Martinot ML, Artiges E, Nees F, Papadopoulos Orfanos D, Poustka L, Millenet S, Fröhner JH, Smolka MN, Walter H, Whelan R, Schumann G, Shergill S. Examination of the Neural Basis of Psychoticlike Experiences in Adolescence During Reward Processing. JAMA Psychiatry 2018; 75:1043-1051. [PMID: 30073329 PMCID: PMC6233806 DOI: 10.1001/jamapsychiatry.2018.1973] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
IMPORTANCE Psychoticlike experiences (PLEs) are subclinical manifestations of psychotic symptoms and may reflect an increased vulnerability to psychotic disorders. Contemporary models of psychosis propose that dysfunctional reward processing is involved in the cause of these clinical illnesses. OBJECTIVE To examine the neuroimaging profile of healthy adolescents at 14 and 19 years old points with PLEs, using a reward task. DESIGN, SETTING, AND PARTICIPANTS A community-based cohort study, using both a cross-sectional and longitudinal design, was conducted in academic centers in London, Nottingham, United Kingdom, and Dublin, Ireland; Paris, France; and Berlin, Hamburg, Mannheim, and Dresden, Germany. A group of 1434 healthy adolescent volunteers was evaluated, and 2 subgroups were assessed at ages 14 and 19 years. Those who scored as either high or low PLE (based on the upper and lower deciles) on the Community Assessment of Psychic Experiences Questionnaire (CAPE-42) at age 19 years were included in the analysis. The study was conducted from January 1, 2016, to January 1, 2017. MAIN OUTCOMES AND MEASURES Participants were assessed at age 14 and 19 year points using functional magnetic resonance imaging while performing a monetary incentive delay reward task. A first-level model focused on 2 predefined contrasts of anticipation and feedback of a win. The second-level analysis examined activation within the reward network using an a priori-defined region of interest approach. The main effects of group, time, and their interaction on brain activation were examined. RESULTS Of the 1434 adolescents, 2 groups (n = 149 each) (high PLEs, n = 149, 50 [33.6%] male; low PLEs, n = 149, 84 [56.4%] male) were compared at ages 14 and 19 years. Two regions within the left and right middle frontal gyri showed a main effect of time on brain activation (F1, 93 = 5.559; P = .02; F1, 93 = 5.009; P = .03, respectively); there was no main effect of group. One region within the right middle frontal gyrus demonstrated a significant time × group interaction (F1, 93 = 7.448; P = .01). CONCLUSION AND RELEVANCE The findings are consistent with evidence implicating alterations in prefrontal and striatal function during reward processing in the etiology of psychosis. Given the nature of this nonclinical sample this may reflect a combination of aberrant salience yielding abnormal experiences and a compensatory cognitive control mechanism necessary to contextualize them.
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Affiliation(s)
- Evangelos Papanastasiou
- Cognition Schizophrenia and Imaging Laboratory, Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, United Kingdom
| | - Elias Mouchlianitis
- Cognition Schizophrenia and Imaging Laboratory, Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, United Kingdom
| | - Dan W. Joyce
- Cognition Schizophrenia and Imaging Laboratory, Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, United Kingdom
| | - Philip McGuire
- Department of Psychosis Studies, Institute of Psychiatry Psychology and Neuroscience, King’s College London, London, United Kingdom
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Arun L. W. Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Uli Bromberg
- Department of Systems Neuroscience, University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
| | - Christian Büchel
- Department of Systems Neuroscience, University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
| | - Erin Burke Quinlan
- Centre for Population Neuroscience and Stratified Medicine, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, United Kingdom,Medical Research Council, Social Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, United Kingdom
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Stratified Medicine, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, United Kingdom,Medical Research Council, Social Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, United Kingdom
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany,Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany
| | - Vincent Frouin
- NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France
| | - Hugh Garavan
- Department of Psychiatry, University of Vermont, Burlington,Department of Psychology, University of Vermont, Burlington
| | - Philip Spechler
- Department of Psychiatry, University of Vermont, Burlington,Department of Psychology, University of Vermont, Burlington
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and Astronomy, University of Nottingham, Nottingham, United Kingdom
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin, Germany
| | | | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, Neuroimaging & Psychiatry, University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, Neuroimaging & Psychiatry, University Paris Sud – Paris Saclay, University Paris Descartes, Paris, France,Department of Adolescent Psychopathology and Medicine, Maison de Solenn, Cochin Hospital, Paris, France
| | - Eric Artiges
- Institut National de la Santé et de la Recherche Médicale, Neuroimaging & Psychiatry, University Paris Saclay, DIGITEO Labs, Gif sur Yvette, France,Psychiatry Department, Orsay Hospital, Orsay, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | | | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, Göttingen, Germany,Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna, Austria
| | - Sabina Millenet
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Juliane H. Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N. Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland
| | - Gunter Schumann
- Centre for Population Neuroscience and Stratified Medicine, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, United Kingdom
| | - Sukhwinder Shergill
- Cognition Schizophrenia and Imaging Laboratory, Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, United Kingdom
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49
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Cao Z, Bennett M, Orr C, Icke I, Banaschewski T, Barker GJ, Bokde ALW, Bromberg U, Büchel C, Quinlan EB, Desrivières S, Flor H, Frouin V, Garavan H, Gowland P, Heinz A, Ittermann B, Martinot JL, Nees F, Orfanos DP, Paus T, Poustka L, Hohmann S, Fröhner JH, Smolka MN, Walter H, Schumann G, Whelan R. Mapping adolescent reward anticipation, receipt, and prediction error during the monetary incentive delay task. Hum Brain Mapp 2018; 40:262-283. [PMID: 30240509 DOI: 10.1002/hbm.24370] [Citation(s) in RCA: 57] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2017] [Revised: 07/13/2018] [Accepted: 08/11/2018] [Indexed: 12/25/2022] Open
Abstract
The functional neuroanatomy and connectivity of reward processing in adults are well documented, with relatively less research on adolescents, a notable gap given this developmental period's association with altered reward sensitivity. Here, a large sample (n = 1,510) of adolescents performed the monetary incentive delay (MID) task during functional magnetic resonance imaging. Probabilistic maps identified brain regions that were reliably responsive to reward anticipation and receipt, and to prediction errors derived from a computational model. Psychophysiological interactions analyses were used to examine functional connections throughout reward processing. Bilateral ventral striatum, pallidum, insula, thalamus, hippocampus, cingulate cortex, midbrain, motor area, and occipital areas were reliably activated during reward anticipation. Bilateral ventromedial prefrontal cortex and bilateral thalamus exhibited positive and negative activation, respectively, during reward receipt. Bilateral ventral striatum was reliably active following prediction errors. Previously, individual differences in the personality trait of sensation seeking were shown to be related to individual differences in sensitivity to reward outcome. Here, we found that sensation seeking scores were negatively correlated with right inferior frontal gyrus activity following reward prediction errors estimated using a computational model. Psychophysiological interactions demonstrated widespread cortical and subcortical connectivity during reward processing, including connectivity between reward-related regions with motor areas and the salience network. Males had more activation in left putamen, right precuneus, and middle temporal gyrus during reward anticipation. In summary, we found that, in adolescents, different reward processing stages during the MID task were robustly associated with distinctive patterns of activation and of connectivity.
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Affiliation(s)
- Zhipeng Cao
- School of Psychology, University College Dublin, Dublin, Ireland.,School of Psychology and Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Marc Bennett
- School of Psychology and Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Catherine Orr
- Departments of Psychiatry and Psychology, University of Vermont, Burlington, Vermont
| | - Ilknur Icke
- Departments of Psychiatry and Psychology, University of Vermont, Burlington, Vermont
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Gareth J Barker
- Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Uli Bromberg
- University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
| | | | - Erin Burke Quinlan
- Centre for Population Neuroscience and Stratified Medicine (PONS) and MRC-SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Stratified Medicine (PONS) and MRC-SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.,Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany
| | | | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, Burlington, Vermont
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre, School of Physics and Astronomy, University of Nottingham, University Park, Nottingham, United Kingdom
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig and Berlin, Braunschweig, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 "Neuroimaging & Psychiatry", University Paris Sud - Paris Saclay, University Paris Descartes, Service Hospitalier Frédéric Joliot, Orsay, and Maison de Solenn, Paris, France
| | - Frauke Nees
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | | | - Tomáš Paus
- Rotman Research Institute, Baycrest and Departments of Psychology and Psychiatry, University of Toronto, Toronto, Ontario, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, Göttingen, Germany.,Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Vienna, Austria
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité, Universitätsmedizin Berlin, Berlin, Germany
| | - Gunter Schumann
- Centre for Population Neuroscience and Stratified Medicine (PONS) and MRC-SGDP Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, United Kingdom
| | - Robert Whelan
- School of Psychology and Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland.,Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland
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50
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D'Alberto N, Chaarani B, Orr CA, Spechler PA, Albaugh MD, Allgaier N, Wonnell A, Banaschewski T, Bokde AL, Bromberg U, Büchel C, Quinlan EB, Conrod PJ, Desrivières S, Flor H, Fröhner JH, Frouin V, Gowland P, Heinz A, Itterman B, Martinot J, Paillère Martinot M, Artiges E, Nees F, Papadopoulos Orfanos D, Poustka L, Robbins TW, Smolka MN, Walter H, Whelan R, Schumann G, Potter AS, Garavan H. Individual differences in stop-related activity are inflated by the adaptive algorithm in the stop signal task. Hum Brain Mapp 2018; 39:3263-3276. [PMID: 29656430 PMCID: PMC6045976 DOI: 10.1002/hbm.24075] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2017] [Revised: 03/13/2018] [Accepted: 03/26/2018] [Indexed: 11/12/2022] Open
Abstract
Research using the Stop Signal Task employing an adaptive algorithm to accommodate individual differences often report inferior performance on the task in individuals with ADHD, OCD, and substance use disorders compared to non-clinical controls. Furthermore, individuals with deficits in inhibitory control tend to show reduced neural activity in key inhibitory regions during successful stopping. However, the adaptive algorithm systematically introduces performance-related differences in objective task difficulty that may influence the estimation of individual differences in stop-related neural activity. This report examines the effect that these algorithm-related differences have on the measurement of neural activity during the stop signal task. We compared two groups of subjects (n = 210) who differed in inhibitory ability using both a standard fMRI analysis and an analysis that resampled trials to remove the objective task difficulty confound. The results show that objective task difficulty influences the magnitude of between-group differences and that controlling for difficulty attenuates stop-related activity differences between superior and poor inhibitors. Specifically, group differences in the right inferior frontal gyrus, right middle occipital gyrus, and left inferior frontal gyrus are diminished when differences in objective task difficulty are controlled for. Also, when objective task difficulty effects are exaggerated, group differences in stop related activity emerge in other regions of the stopping network. The implications of these effects for how we interpret individual differences in activity levels are discussed.
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Affiliation(s)
- Nicholas D'Alberto
- Department of PsychiatryUniversity of Vermont College of MedicineBurlingtonVermont
| | - Bader Chaarani
- Department of PsychiatryUniversity of Vermont College of MedicineBurlingtonVermont
| | - Catherine A. Orr
- Department of PsychiatryUniversity of Vermont College of MedicineBurlingtonVermont
| | - Philip A. Spechler
- Department of PsychiatryUniversity of Vermont College of MedicineBurlingtonVermont
| | - Matthew D. Albaugh
- Department of PsychiatryUniversity of Vermont College of MedicineBurlingtonVermont
| | - Nicholas Allgaier
- Department of PsychiatryUniversity of Vermont College of MedicineBurlingtonVermont
| | - Alexander Wonnell
- Department of PsychiatryUniversity of Vermont College of MedicineBurlingtonVermont
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and PsychotherapyCentral Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5Mannheim68159Germany
| | - Arun L.W. Bokde
- Discipline of PsychiatrySchool of Medicine and Trinity College Institute of Neurosciences, Trinity CollegeDublin, Ireland
| | - Uli Bromberg
- University Medical Centre Hamburg‐Eppendorf, House W34, 3.OG, Martinistr. 52Hamburg20246Germany
| | - Christian Büchel
- University Medical Centre Hamburg‐Eppendorf, House W34, 3.OG, Martinistr. 52Hamburg20246Germany
| | - Erin Burke Quinlan
- Medical Research Council – Social, Genetic and Developmental Psychiatry CentreInstitute of Psychiatry, Psychology & Neuroscience, King's College LondonUnited Kingdom
| | - Patricia J. Conrod
- Department of PsychiatryUniversite de Montreal, CHU Ste Justine HospitalMontrealQuebecCanada
- Department of Psychological Medicine and PsychiatryInstitute of Psychiatry, Psychology & Neuroscience, King's College LondonLondonUnited Kingdom
| | - Sylvane Desrivières
- Medical Research Council – Social, Genetic and Developmental Psychiatry CentreInstitute of Psychiatry, Psychology & Neuroscience, King's College LondonUnited Kingdom
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg University, Square J5MannheimGermany
- Department of Psychology, School of Social SciencesUniversity of MannheimMannheim68131Germany
| | - Juliane H. Fröhner
- Department of Psychiatry and Neuroimaging CenterTechnische Universität DresdenDresdenGermany
| | - Vincent Frouin
- Neurospin, Commissariat à l'Energie Atomique, CEA‐Saclay CenterParisFrance
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre School of Physics and AstronomyUniversity of Nottingham, University ParkNottinghamUnited Kingdom
| | - Andreas Heinz
- Department of Psychiatry and PsychotherapyCampus Charité Mitte, Charité, Universitätsmedizin Berlin, Charitéplatz 1BerlinGermany
| | - Bernd Itterman
- Physikalisch‐Technische Bundesanstalt (PTB), Abbestr. 2 – 12BerlinGermany
| | - Jean‐Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 “Neuroimaging & Psychiatry”, University Paris Sud, University Paris Descartes – Sorbonne Paris Cité and Maison de SolennParisFrance
| | - Marie‐Laure Paillère Martinot
- Department of Adolescent Psychopathology and Medicine, Maison de Solenn, Cochin HospitalInstitut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 “Neuroimaging & Psychiatry”, University Paris Sud, University Paris Descartes – Sorbonne Paris Cité and AP‐HPParisFrance
| | - Eric Artiges
- Department 91G16, Orsay HospitalInstitut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 “Neuroimaging & Psychiatry”, University Paris Sud, University Paris Descartes – Sorbonne Paris Cité and PsychiatryParisFrance
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and PsychotherapyCentral Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Square J5Mannheim68159Germany
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty MannheimHeidelberg University, Square J5MannheimGermany
| | | | - Luise Poustka
- Department of Child and Adolescent Psychiatry and PsychotherapyUniversity Medical Centre Göttingen, von‐Siebold‐Str. 5Göttingen37075Germany
- Clinic for Child and Adolescent Psychiatry, Medical University of Vienna, Währinger Gürtel 18‐20Vienna1090Austria
| | - Trevor W. Robbins
- Department of Psychology and Behavioural and Clinical Neuroscience InstituteUniversity of CambridgeCambridgeUnited Kingdom
| | - Michael N. Smolka
- Department of Psychiatry and Neuroimaging CenterTechnische Universität DresdenDresdenGermany
| | - Henrik Walter
- Department of Psychiatry and PsychotherapyCampus Charité Mitte, Charité, Universitätsmedizin Berlin, Charitéplatz 1BerlinGermany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College DublinDublinIreland
| | - Gunter Schumann
- Medical Research Council – Social, Genetic and Developmental Psychiatry CentreInstitute of Psychiatry, Psychology & Neuroscience, King's College LondonUnited Kingdom
| | - Alexandra S. Potter
- Department of PsychiatryUniversity of Vermont College of MedicineBurlingtonVermont
| | - Hugh Garavan
- Department of PsychiatryUniversity of Vermont College of MedicineBurlingtonVermont
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