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Ge R, Yu Y, Qi YX, Fan YV, Chen S, Gao C, Haas SS, Modabbernia A, New F, Agartz I, Asherson P, Ayesa-Arriola R, Banaj N, Banaschewski T, Baumeister S, Bertolino A, Boomsma DI, Borgwardt S, Bourque J, Brandeis D, Breier A, Brodaty H, Brouwer RM, Buckner R, Buitelaar JK, Cannon DM, Caseras X, Cervenka S, Conrod PJ, Crespo-Facorro B, Crivello F, Crone EA, de Haan L, de Zubicaray GI, Di Giorgio A, Erk S, Fisher SE, Franke B, Frodl T, Glahn DC, Grotegerd D, Gruber O, Gruner P, Gur RE, Gur RC, Harrison BJ, Hatton SN, Hickie I, Howells FM, Pol HEH, Huyser C, Jernigan TL, Jiang J, Joska JA, Kahn RS, Kalnin AJ, Kochan NA, Koops S, Kuntsi J, Lagopoulos J, Lazaro L, Lebedeva IS, Lochner C, Martin NG, Mazoyer B, McDonald BC, McDonald C, McMahon KL, Nakao T, Nyberg L, Piras F, Portella MJ, Qiu J, Roffman JL, Sachdev PS, Sanford N, Satterthwaite TD, Saykin AJ, Schumann G, Sellgren CM, Sim K, Smoller JW, Soares J, Sommer IE, Spalletta G, Stein DJ, Tamnes CK, Thomopolous SI, Tomyshev AS, Tordesillas-Gutiérrez D, Trollor JN, van ’t Ent D, van den Heuvel OA, van Erp TGM, van Haren NEM, Vecchio D, Veltman DJ, Walter H, Wang Y, Weber B, Wei D, Wen W, Westlye LT, Wierenga LM, Williams SCR, Wright MJ, Medland S, Wu MJ, Yu K, Jahanshad N, Thompson PM, Frangou S. Normative Modeling of Brain Morphometry Across the Lifespan Using CentileBrain: Algorithm Benchmarking and Model Optimization. bioRxiv 2023:2023.01.30.523509. [PMID: 38076938 PMCID: PMC10705253 DOI: 10.1101/2023.01.30.523509] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/22/2023]
Abstract
We present an empirically benchmarked framework for sex-specific normative modeling of brain morphometry that can inform about the biological and behavioral significance of deviations from typical age-related neuroanatomical changes and support future study designs. This framework was developed using regional morphometric data from 37,407 healthy individuals (53% female; aged 3-90 years) following a comparative evaluation of eight algorithms and multiple covariate combinations pertaining to image acquisition and quality, parcellation software versions, global neuroimaging measures, and longitudinal stability. The Multivariate Factorial Polynomial Regression (MFPR) emerged as the preferred algorithm optimized using nonlinear polynomials for age and linear effects of global measures as covariates. The MFPR models showed excellent accuracy across the lifespan and within distinct age-bins, and longitudinal stability over a 2-year period. The performance of all MFPR models plateaued at sample sizes exceeding 3,000 study participants. The model and scripts described here are freely available through CentileBrain (https://centilebrain.org/).
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Affiliation(s)
- Ruiyang Ge
- Djavad Mowafagian Centre for Brain Health, University of British Columbia, Vancouver, BC, Canada
| | - Yuetong Yu
- Djavad Mowafagian Centre for Brain Health, University of British Columbia, Vancouver, BC, Canada
| | - Yi Xuan Qi
- Djavad Mowafagian Centre for Brain Health, University of British Columbia, Vancouver, BC, Canada
| | - Yunan Vera Fan
- Djavad Mowafagian Centre for Brain Health, University of British Columbia, Vancouver, BC, Canada
| | - Shiyu Chen
- Djavad Mowafagian Centre for Brain Health, University of British Columbia, Vancouver, BC, Canada
| | - Chuntong Gao
- Djavad Mowafagian Centre for Brain Health, University of British Columbia, Vancouver, BC, Canada
| | - Shalaila S Haas
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Faye New
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ingrid Agartz
- Norwegian Centre for Mental Disorders Research (NORMENT), Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet & Stockholm Health Care Services, Region Stockholm, Stockholm, Sweden
| | - Philip Asherson
- Institute of Psychiatry, Psychology and Neuroscience, Social, Genetic and Developmental Psychiatry Center, King's College London, London, UK
| | - Rosa Ayesa-Arriola
- Department of Psychiatry, Marqués de Valdecilla University Hospital, Valdecilla Biomedical Research Institute (IDIVAL), Santander, Spain
| | - Nerisa Banaj
- Laboratory of Neuropsychiatry, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Mannheim, Germany
| | - Sarah Baumeister
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Mannheim, Germany
| | - Alessandro Bertolino
- Department of Basic Medical Science, Neuroscience and Sense Organs, University of Bari Aldo Moro, Bari, Italy
| | - Dorret I Boomsma
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Stefan Borgwardt
- Translational Psychiatry Unit, Department of Psychiatry and Psychotherapy, University of Lübeck, Lübeck, Germany
| | - Josiane Bourque
- Department of Psychiatry, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Daniel Brandeis
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Mannheim, Germany
- Department of Child and Adolescent Psychiatry, University of Zürich, Zurich, Switzerland
| | - Alan Breier
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Henry Brodaty
- Centre for Healthy Brain Ageing (CHeBA), School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Rachel M Brouwer
- Department of Psychiatry, UMC Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
- Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Randy Buckner
- Department of Psychology, Center for Brain Science, Harvard University, Cambridge, Massachusetts, USA
- Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Jan K Buitelaar
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Dara M Cannon
- Clinical Neuroimaging Laboratory, National University of Ireland Galway, Galway, Ireland
| | - Xavier Caseras
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, UK
| | - Simon Cervenka
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet & Stockholm Health Care Services, Region Stockholm, Stockholm, Sweden
- Department of Medical Sciences, Psychiatry, Uppsala University, Uppsala, Sweden
| | - Patricia J Conrod
- Department of Psychiatry and Addiction, Université de Montréal, CHU Ste Justine, Montréal, Canada
| | - Benedicto Crespo-Facorro
- University Hospital Virgen del Rocio, Seville, Spain; Department of Psychiatry, University of Seville, Institute of Biomedicine of Seville (IBIS), Seville, Spain
- Mental Health Research Networking Center (CIBERSAM), Madrid, Spain
| | - Fabrice Crivello
- Institut des Maladies Neurodégénératives, Université de Bordeaux, Bordeaux, France
| | - Eveline A Crone
- Department of Psychology, Education and Child Studies, Erasmus University Rotterdam, Rotterdam, The Netherlands
- Institute of Psychology, Leiden University, Leiden, The Netherlands; Leiden Institute for Brain and Cognition, Leiden University, Leiden, The Netherlands
| | - Liewe de Haan
- Department of Psychiatry, Amsterdam UMC, Amsterdam, The Netherlands
| | - Greig I de Zubicaray
- School of Psychology & Counselling, Faculty of Health, Queensland University of Technology, Brisbane, Australia
| | - Annabella Di Giorgio
- Laboratory of Biological Psychiatry, Fondazione IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Susanne Erk
- Division of Mind and Brain Research, Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Simon E Fisher
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Barbara Franke
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, The Netherlands
- Department of Psychiatry, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Thomas Frodl
- University Clinics and Clinics for Psychiatry, Psychotherapy and Psychosomatic Medicine, RWTH Aachen University, Aachen, Germany
| | - David C Glahn
- Department of Psychiatry, Tommy Fuss Center for Neuropsychiatric Disease Research Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Dominik Grotegerd
- Department of Psychiatry and Psychotherapy, University of Muenster, Muenster, Germany
| | - Oliver Gruber
- Section for Experimental Psychopathology and Neuroimaging, Department of General Psychiatry, Heidelberg University, Heidelberg, Germany
| | - Patricia Gruner
- Department of Psychiatry, Yale University, New Haven, Connecticut, USA
| | - Raquel E Gur
- Department of Psychiatry, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Ruben C Gur
- Department of Psychiatry, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Ben J Harrison
- Melbourne Neuropsychiatry Centre, Department of Psychiatry, The University of Melbourne & Melbourne Health, Melbourne, Australia
| | - Sean N Hatton
- Center for Multimodal Imaging and Genetics, University of California San Diego, La jolla, California, USA
| | - Ian Hickie
- Brain and Mind Centre, University of Sydney, Sydney, Australia
| | - Fleur M Howells
- Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Hilleke E Hulshoff Pol
- Department of Psychiatry, UMC Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
- Department of Psychology, Utrecht University, Utrecht, The Netherlands
| | - Chaim Huyser
- Department of Child and Adolescent Psychiatry, Academic Medical Centre/De Bascule, Amsterdam, The Netherlands
| | - Terry L Jernigan
- Center for Human Development, Departments of Cognitive Science, Psychiatry, and Radiology, University of California, San Diego, USA
| | - Jiyang Jiang
- Centre for Healthy Brain Ageing (CHeBA), School of Psychiatry, University of New South Wales, Sydney, Australia
| | - John A Joska
- Department of Neuropsychiatry, University of Cape Town, Cape Town, South Africa
| | - René S Kahn
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Andrew J Kalnin
- Department of Radiology, The Ohio State University College of Medicine, Columbus, Ohio, USA
| | - Nicole A Kochan
- Centre for Healthy Brain Ageing (CHeBA), School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Sanne Koops
- Department of Psychiatry and Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Jonna Kuntsi
- Institute of Psychiatry, Psychology and Neuroscience, Social, Genetic and Developmental Psychiatry Center, King's College London, London, UK
| | - Jim Lagopoulos
- Sunshine Coast Mind and Neuroscience - Thompson Institute, University of the Sunshine Coast, Queensland, Australia
| | - Luisa Lazaro
- Department of Child and Adolescent Psychiatry and Psychology, Hospital Clínic Barcelona, Barcelona, Spain
| | | | - Christine Lochner
- SA MRC Unit on Risk and Resilience in Mental Disorders, Department of Psychiatry, Stellenbosch University, Stellenbosch, South Africa
| | - Nicholas G Martin
- Queensland Institute of Medical Research, Berghofer Medical Research Institute, Brisbane, Australia
| | - Bernard Mazoyer
- Institut des Maladies Neurodégénératives, Université de Bordeaux, Bordeaux, France
| | - Brenna C McDonald
- Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Colm McDonald
- Centre for Neuroimaging & Cognitive Genomics (NICOG), NCBES Galway Neuroscience Centre, National University of Ireland Galway, Galway, Ireland
| | - Katie L McMahon
- School of Clinical Sciences, Centre for Biomedical Technologies, Queensland University of Technology, Brisbane, Australia
| | - Tomohiro Nakao
- Department of Neuropsychiatry, Kyushu University, Fukuoka, Japan
| | - Lars Nyberg
- Department of Radiation Sciences, Umeå Center for Functional Brain Imaging, Umeå University, Umeå, Sweden; Department of Integrative Medical Biology, Umeå University, Umeå, Sweden
| | - Fabrizio Piras
- Laboratory of Neuropsychiatry, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Maria J Portella
- Mental Health Research Networking Center (CIBERSAM), Madrid, Spain
- Department of Psychiatry, Hospital de la Santa Creu iSant Pau, Institutd' Investigació Biomèdica SantPau, Universitat Autònomade Barcelona (UAB), Barcelona, Spain
| | - Jiang Qiu
- Key Laboratory of Cognition and Personality, Southwest University, Ministry of Education, Chongqing, PR China
- Faculty of Psychology, Southwest University, Chongqing, PR China
- Southwest University Branch, Collaborative Innovation Center of Assessment Toward Basic Education Quality, Beijing Normal University, Beijing, PR China
| | - Joshua L Roffman
- Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Perminder S Sachdev
- Centre for Healthy Brain Ageing (CHeBA), School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Nicole Sanford
- Djavad Mowafagian Centre for Brain Health, University of British Columbia, Vancouver, BC, Canada
| | | | - Andrew J Saykin
- Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Gunter Schumann
- Centre for Population Neuroscience and Precision Medicine (PONS), Institute of Psychiatry, Psychology, and Neuroscience, Social, Genetic & Developmental Psychiatry Centre, King's College London, London, UK; Institute for Science and Technology of Brain-inspired Intelligence, Fudan University, Shanghai, PR China; Centre for Population Neuroscience and Stratified Medicine (PONS), Charite Mental Health, Department of Psychiatry and Psychotherapy, CCM, Charite Universitätsmedizin Berlin, Berlin, Germany
| | - Carl M Sellgren
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet & Stockholm Health Care Services, Region Stockholm, Stockholm, Sweden
- Department of Physiology and Pharmacology, Karolinska Institute, Stockholm, Sweden
| | - Kang Sim
- Institute of Mental Health, Singapore
| | - Jordan W Smoller
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Jair Soares
- University of Texas Health Harris County Psychiatric Center, Houston, Texas, USA
| | - Iris E Sommer
- Department of Biomedical Sciences of Cells and Systems, Rijksuniversiteit Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | | | - Dan J Stein
- SA MRC Unit on Risk and Resilience in Mental Disorders, Department of Psychiatry and Neuroscience Institute, University of Cape Town, Cape Town, South Africa
| | - Christian K Tamnes
- Norwegian Centre for Mental Disorders Research (NORMENT), Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway
- PROMENTA Research Center, Department of Psychology, University of Oslo, Oslo, Norway
| | - Sophia I Thomopolous
- Genetics Center, Stevens Institute for Neuroimaging and Informatics, Keck USC School of Medicine, Marina del Rey, California, USA
| | | | - Diana Tordesillas-Gutiérrez
- Department of Radiology, Marqués de Valdecilla University Hospital, Valdecilla Biomedical Research Institute (IDIVAL), Santander, Spain; Advanced Computing and e-Science, Instituto de Física de Cantabria (UC-CSIC), Santander, Spain
| | - Julian N Trollor
- Centre for Healthy Brain Ageing (CHeBA), School of Psychiatry, University of New South Wales, Sydney, Australia
- Department of Developmental Disability Neuropsychiatry, School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Dennis van ’t Ent
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Odile A van den Heuvel
- Department of Psychiatry, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam, The Netherlands
- Department of Anatomy & Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Theo GM van Erp
- Department of Psychiatry and Human Behavior, University of California, Irvine, California, USA
| | - Neeltje EM van Haren
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus University Medical Centre, Rotterdam, The Netherlands
| | - Daniela Vecchio
- Laboratory of Neuropsychiatry, IRCCS Santa Lucia Foundation, Rome, Italy
| | - Dick J Veltman
- Department of Psychiatry, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, Amsterdam, The Netherlands
| | - Henrik Walter
- Division of Mind and Brain Research, Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Yang Wang
- Department of Radiology, Medical College of Wisconsin, Milwaukee, Wisconsin, USA
| | - Bernd Weber
- Institute for Experimental Epileptology and Cognition Research, University of Bonn Germany, Bonn, Germany; University Hospital Bonn, Bonn, Germany
| | - Dongtao Wei
- Key Laboratory of Cognition and Personality, Southwest University, Ministry of Education, Chongqing, PR China
- Faculty of Psychology, Southwest University, Chongqing, PR China
| | - Wei Wen
- Centre for Healthy Brain Ageing (CHeBA), School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Lars T Westlye
- Department of Psychology, University of Oslo, Oslo, Norway
| | - Lara M Wierenga
- Institute of Psychology, Leiden University, Leiden, The Netherlands; Leiden Institute for Brain and Cognition, Leiden University, Leiden, The Netherlands
| | - Steven CR Williams
- Department of Neuroimaging, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Margaret J Wright
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia
| | - Sarah Medland
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia
| | - Mon-Ju Wu
- Department of Psychiatry and Behavioral Science, University of Texas Health Science Center, Houston, Texas, USA
| | - Kevin Yu
- Djavad Mowafagian Centre for Brain Health, University of British Columbia, Vancouver, BC, Canada
| | - Neda Jahanshad
- Genetics Center, Stevens Institute for Neuroimaging and Informatics, Keck USC School of Medicine, Marina del Rey, California, USA
| | - Paul M Thompson
- Genetics Center, Stevens Institute for Neuroimaging and Informatics, Keck USC School of Medicine, Marina del Rey, California, USA
| | - Sophia Frangou
- Djavad Mowafagian Centre for Brain Health, University of British Columbia, Vancouver, BC, Canada
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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Thygesen JH, Presman A, Harju-Seppänen J, Irizar H, Jones R, Kuchenbaecker K, Lin K, Alizadeh BZ, Austin-Zimmerman I, Bartels-Velthuis A, Bhat A, Bruggeman R, Cahn W, Calafato S, Crespo-Facorro B, de Haan L, de Zwarte SMC, Di Forti M, Díez-Revuelta Á, Hall J, Hall MH, Iyegbe C, Jablensky A, Kahn R, Kalaydjieva L, Kravariti E, Lawrie S, Luykx JJ, Mata I, McDonald C, McIntosh AM, McQuillin A, Muir R, Ophoff R, Picchioni M, Prata DP, Ranlund S, Rujescu D, Rutten BPF, Schulze K, Shaikh M, Schirmbeck F, Simons CJP, Toulopoulou T, van Amelsvoort T, van Haren N, van Os J, van Winkel R, Vassos E, Walshe M, Weisbrod M, Zartaloudi E, Bell V, Powell J, Lewis CM, Murray RM, Bramon E. Genetic copy number variants, cognition and psychosis: a meta-analysis and a family study. Mol Psychiatry 2021; 26:5307-5319. [PMID: 32719466 PMCID: PMC8589646 DOI: 10.1038/s41380-020-0820-7] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/07/2018] [Revised: 06/11/2020] [Accepted: 06/11/2020] [Indexed: 02/06/2023]
Abstract
The burden of large and rare copy number genetic variants (CNVs) as well as certain specific CNVs increase the risk of developing schizophrenia. Several cognitive measures are purported schizophrenia endophenotypes and may represent an intermediate point between genetics and the illness. This paper investigates the influence of CNVs on cognition. We conducted a systematic review and meta-analysis of the literature exploring the effect of CNV burden on general intelligence. We included ten primary studies with a total of 18,847 participants and found no evidence of association. In a new psychosis family study, we investigated the effects of CNVs on specific cognitive abilities. We examined the burden of large and rare CNVs (>200 kb, <1% MAF) as well as known schizophrenia-associated CNVs in patients with psychotic disorders, their unaffected relatives and controls (N = 3428) from the Psychosis Endophenotypes International Consortium (PEIC). The carriers of specific schizophrenia-associated CNVs showed poorer performance than non-carriers in immediate (P = 0.0036) and delayed (P = 0.0115) verbal recall. We found suggestive evidence that carriers of schizophrenia-associated CNVs had poorer block design performance (P = 0.0307). We do not find any association between CNV burden and cognition. Our findings show that the known high-risk CNVs are not only associated with schizophrenia and other neurodevelopmental disorders, but are also a contributing factor to impairment in cognitive domains such as memory and perceptual reasoning, and act as intermediate biomarkers of disease risk.
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Affiliation(s)
- Johan H. Thygesen
- grid.83440.3b0000000121901201Division of Psychiatry, University College London, London, UK
| | - Amelia Presman
- grid.83440.3b0000000121901201Division of Psychiatry, University College London, London, UK
| | - Jasmine Harju-Seppänen
- grid.83440.3b0000000121901201Division of Psychiatry, University College London, London, UK
| | - Haritz Irizar
- grid.83440.3b0000000121901201Division of Psychiatry, University College London, London, UK
| | - Rebecca Jones
- grid.83440.3b0000000121901201Division of Psychiatry, University College London, London, UK
| | - Karoline Kuchenbaecker
- grid.83440.3b0000000121901201Division of Psychiatry, University College London, London, UK ,grid.83440.3b0000000121901201UCL Genetics Institute, University College London, London, UK
| | - Kuang Lin
- grid.13097.3c0000 0001 2322 6764Institute of Psychiatry, Psychology & Neuroscience at King’s College London, London, UK ,grid.4991.50000 0004 1936 8948Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Behrooz Z. Alizadeh
- grid.4494.d0000 0000 9558 4598University of Groningen, University Medical Center Groningen, University Center for Psychiatry, Rob Giel Research Center, Groningen, The Netherlands ,grid.4494.d0000 0000 9558 4598Department of Epidemiology, University Medical Center Groningen, Groningen, The Netherlands
| | | | - Agna Bartels-Velthuis
- grid.4494.d0000 0000 9558 4598University of Groningen, University Medical Center Groningen, University Center for Psychiatry, Rob Giel Research Center, Groningen, The Netherlands
| | - Anjali Bhat
- grid.83440.3b0000000121901201Division of Psychiatry, University College London, London, UK
| | - Richard Bruggeman
- grid.4494.d0000 0000 9558 4598University of Groningen, University Medical Center Groningen, University Center for Psychiatry, Rob Giel Research Center, Groningen, The Netherlands ,grid.4830.f0000 0004 0407 1981Department of Clinical and Developmental Neuropsychology, University of Groningen, Groningen, The Netherlands
| | - Wiepke Cahn
- grid.5477.10000000120346234University Medical Center Utrecht, Department of Psychiatry, Brain Centre Rudolf Magnus, Utrecht University, Utrecht, The Netherlands ,grid.413664.2Altrecht, General Mental Health Care, Utrecht, The Netherlands
| | - Stella Calafato
- grid.83440.3b0000000121901201Division of Psychiatry, University College London, London, UK
| | - Benedicto Crespo-Facorro
- grid.469673.90000 0004 5901 7501CIBERSAM, Centro Investigación Biomédica en Red Salud Mental, Sevilla, Spain ,grid.7821.c0000 0004 1770 272XUniversity Hospital Marqués de Valdecilla, University of Cantabria–IDIVAL, Santander, Spain ,grid.9224.d0000 0001 2168 1229Hospital Universitario Virgen del Rocío, IBiS, Department of Psychiatry, School of Medicine, University of Sevilla, Sevilla, Spain
| | - Liewe de Haan
- grid.7177.60000000084992262Amsterdam UMC, Department of Psychiatry, University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands ,grid.491093.60000 0004 0378 2028Arkin, Institute for Mental Health, Amsterdam, The Netherlands
| | - Sonja M. C. de Zwarte
- grid.5477.10000000120346234University Medical Center Utrecht, Department of Psychiatry, Brain Centre Rudolf Magnus, Utrecht University, Utrecht, The Netherlands
| | - Marta Di Forti
- grid.13097.3c0000 0001 2322 6764Institute of Psychiatry, Psychology & Neuroscience at King’s College London, London, UK
| | - Álvaro Díez-Revuelta
- grid.83440.3b0000000121901201Division of Psychiatry, University College London, London, UK ,grid.5690.a0000 0001 2151 2978Laboratory of Cognitive and Computational Neuroscience—Centre for Biomedical Technology (CTB), Complutense University and Technical University of Madrid, Madrid, Spain
| | - Jeremy Hall
- grid.5600.30000 0001 0807 5670School of Medicine, Cardiff University, Hadyn Ellis Building, Maindy Road, Cardiff, UK
| | - Mei-Hua Hall
- grid.38142.3c000000041936754XPsychosis Neurobiology Laboratory, Harvard Medical School, McLean Hospital, Belmont, MA USA
| | - Conrad Iyegbe
- grid.13097.3c0000 0001 2322 6764Institute of Psychiatry, Psychology & Neuroscience at King’s College London, London, UK
| | - Assen Jablensky
- grid.1012.20000 0004 1936 7910Centre for Clinical Research in Neuropsychiatry, The University of Western Australia, Perth, WA Australia
| | - Rene Kahn
- grid.5477.10000000120346234University Medical Center Utrecht, Department of Psychiatry, Brain Centre Rudolf Magnus, Utrecht University, Utrecht, The Netherlands ,grid.59734.3c0000 0001 0670 2351Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Luba Kalaydjieva
- grid.1012.20000 0004 1936 7910Harry Perkins Institute of Medical Research and Centre for Medical Research, The University of Western Australia, Perth, WA Australia
| | - Eugenia Kravariti
- grid.13097.3c0000 0001 2322 6764Institute of Psychiatry, Psychology & Neuroscience at King’s College London, London, UK
| | - Stephen Lawrie
- grid.4305.20000 0004 1936 7988Division of Psychiatry, University of Edinburgh, Royal Edinburgh Hospital, Edinburgh, Scotland UK
| | - Jurjen J. Luykx
- grid.5477.10000000120346234University Medical Center Utrecht, Department of Psychiatry, Brain Centre Rudolf Magnus, Utrecht University, Utrecht, The Netherlands ,grid.7692.a0000000090126352Department of Translational Neuroscience, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands ,grid.491146.f0000 0004 0478 3153Second opinion outpatient clinic, GGNet Mental Health, Warsnveld, The Netherlands
| | - Igancio Mata
- grid.469673.90000 0004 5901 7501CIBERSAM, Centro Investigación Biomédica en Red Salud Mental, Sevilla, Spain ,Fundación Argibide, Pamplona, Spain
| | - Colm McDonald
- grid.6142.10000 0004 0488 0789The Centre for Neuroimaging & Cognitive Genomics (NICOG) and NCBES Galway Neuroscience Centre, National University of Ireland Galway, Galway, Ireland
| | - Andrew M. McIntosh
- grid.4305.20000 0004 1936 7988Division of Psychiatry, University of Edinburgh, Royal Edinburgh Hospital, Edinburgh, Scotland UK ,grid.4305.20000 0004 1936 7988Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
| | - Andrew McQuillin
- grid.83440.3b0000000121901201Division of Psychiatry, University College London, London, UK
| | - Rebecca Muir
- grid.83440.3b0000000121901201Division of Psychiatry, University College London, London, UK
| | - Roel Ophoff
- grid.19006.3e0000 0000 9632 6718Center for Neurobehavioral Genetics, Semel Institute for Neuroscience and Human Behavior, University of California Los Angeles, Los Angeles, CA USA ,grid.19006.3e0000 0000 9632 6718Department of Human Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA USA ,grid.5645.2000000040459992XDepartment of Psychiatry, Erasmus MC University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Marco Picchioni
- grid.13097.3c0000 0001 2322 6764Institute of Psychiatry, Psychology & Neuroscience at King’s College London, London, UK
| | - Diana P. Prata
- grid.13097.3c0000 0001 2322 6764Institute of Psychiatry, Psychology & Neuroscience at King’s College London, London, UK ,grid.9983.b0000 0001 2181 4263Instituto de Biofísica e Engenharia Biomédica, Faculdade de Ciencias da Universidade de Lisboa, Lisboa, Portugal ,grid.45349.3f0000 0001 2220 8863Centre for Psychological Research and Social Intervention, ISCTE-IUL, Lisboa, Portugal
| | - Siri Ranlund
- grid.83440.3b0000000121901201Division of Psychiatry, University College London, London, UK ,grid.13097.3c0000 0001 2322 6764Institute of Psychiatry, Psychology & Neuroscience at King’s College London, London, UK
| | - Dan Rujescu
- grid.5252.00000 0004 1936 973XDepartment of Psychiatry, Ludwig-Maximilians University of Munich, Munich, Germany ,grid.9018.00000 0001 0679 2801Department of Psychiatry, Psychotherapy and Psychosomatics, University of Halle Wittenberg, Halle, Germany
| | - Bart P. F. Rutten
- grid.412966.e0000 0004 0480 1382Department of Psychiatry & Neuropsychology, School for Mental Health and Neuroscience, Maastricht University Medical Centre, Maastricht, The Netherlands ,grid.412966.e0000 0004 0480 1382The Brain+Nerve Centre, Maastricht University Medical Centre+ (MUMC+), Maastricht, The Netherlands
| | - Katja Schulze
- grid.13097.3c0000 0001 2322 6764Institute of Psychiatry, Psychology & Neuroscience at King’s College London, London, UK ,grid.37640.360000 0000 9439 0839South London and Maudsley NHS Foundation Trust, London, UK
| | - Madiha Shaikh
- grid.451079.e0000 0004 0428 0265North East London Foundation Trust, London, UK ,grid.83440.3b0000000121901201Research Department of Clinical, Educational and Health Psychology, University College London, London, UK
| | - Frederike Schirmbeck
- grid.7177.60000000084992262Amsterdam UMC, Department of Psychiatry, University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands ,grid.491093.60000 0004 0378 2028Arkin, Institute for Mental Health, Amsterdam, The Netherlands
| | - Claudia J. P. Simons
- grid.412966.e0000 0004 0480 1382Department of Psychiatry & Neuropsychology, School for Mental Health and Neuroscience, Maastricht University Medical Centre, Maastricht, The Netherlands ,grid.491104.9GGzE Institute for Mental Health Care, Eindhoven, The Netherlands
| | - Timothea Toulopoulou
- grid.13097.3c0000 0001 2322 6764Institute of Psychiatry, Psychology & Neuroscience at King’s College London, London, UK ,grid.18376.3b0000 0001 0723 2427Department of Psychology, Bilkent University, Main Campus, Bilkent, Ankara Turkey
| | - Therese van Amelsvoort
- grid.412966.e0000 0004 0480 1382Department of Psychiatry & Neuropsychology, School for Mental Health and Neuroscience, Maastricht University Medical Centre, Maastricht, The Netherlands
| | - Neeltje van Haren
- grid.5477.10000000120346234University Medical Center Utrecht, Department of Psychiatry, Brain Centre Rudolf Magnus, Utrecht University, Utrecht, The Netherlands ,grid.5645.2000000040459992XDepartment of Child and Adolescent Psychiatry/Psychology, Erasmus University Medical Center, Sophia’s Children Hospital, Rotterdam, The Netherlands
| | - Jim van Os
- grid.13097.3c0000 0001 2322 6764Institute of Psychiatry, Psychology & Neuroscience at King’s College London, London, UK ,grid.412966.e0000 0004 0480 1382Department of Psychiatry & Neuropsychology, School for Mental Health and Neuroscience, Maastricht University Medical Centre, Maastricht, The Netherlands ,grid.7692.a0000000090126352Department of Psychiatry, UMC Utrecht Brain Center, Utrecht, The Netherlands
| | - Ruud van Winkel
- grid.5596.f0000 0001 0668 7884KU Leuven, Department of Neuroscience, Research Group Psychiatry, Leuven, Belgium
| | - Evangelos Vassos
- grid.13097.3c0000 0001 2322 6764Institute of Psychiatry, Psychology & Neuroscience at King’s College London, London, UK
| | - Muriel Walshe
- grid.83440.3b0000000121901201Division of Psychiatry, University College London, London, UK
| | - Matthias Weisbrod
- grid.7700.00000 0001 2190 4373Department of General Psychiatry, Center of Psychosocial Medicine, University of Heidelberg, Heidelberg, Germany ,grid.490718.30000000406368535SRH Klinikum, Karlsbad-Langensteinbach, Germany
| | - Eirini Zartaloudi
- grid.83440.3b0000000121901201Division of Psychiatry, University College London, London, UK
| | - Vaughan Bell
- grid.83440.3b0000000121901201Division of Psychiatry, University College London, London, UK
| | - John Powell
- grid.13097.3c0000 0001 2322 6764Institute of Psychiatry, Psychology & Neuroscience at King’s College London, London, UK
| | - Cathryn M. Lewis
- grid.13097.3c0000 0001 2322 6764Institute of Psychiatry, Psychology & Neuroscience at King’s College London, London, UK
| | - Robin M. Murray
- grid.13097.3c0000 0001 2322 6764Institute of Psychiatry, Psychology & Neuroscience at King’s College London, London, UK ,grid.37640.360000 0000 9439 0839South London and Maudsley NHS Foundation Trust, London, UK
| | - Elvira Bramon
- Division of Psychiatry, University College London, London, UK. .,Institute of Psychiatry, Psychology & Neuroscience at King's College London, London, UK. .,Institute of Cognitive Neuroscience, University College London, London, UK.
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Vingerhoets C, van Oudenaren MJF, Bloemen OJN, Boot E, van Duin EDA, Evers LJM, Fiksinski AM, Breetvelt EJ, Palmer LD, Vergaelen E, Vogels A, Meijer C, Booij J, de Haan L, Swillen A, Vorstman JAS, Bassett AS, van Amelsvoort TAMJ. Low prevalence of substance use in people with 22q11.2 deletion syndrome. Br J Psychiatry 2019; 215:661-667. [PMID: 30604657 DOI: 10.1192/bjp.2018.258] [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: 11/23/2022]
Abstract
BACKGROUND 22q11.2 deletion syndrome (22q11DS), one of the most common recurrent copy number variant disorders, is associated with dopaminergic abnormalities and increased risk for psychotic disorders. AIMS Given the elevated prevalence of substance use and dopaminergic abnormalities in non-deleted patients with psychosis, we investigated the prevalence of substance use in 22q11DS, compared with that in non-deleted patients with psychosis and matched healthy controls. METHOD This cross-sectional study involved 434 patients with 22q11DS, 265 non-deleted patients with psychosis and 134 healthy controls. Psychiatric diagnosis, full-scale IQ and COMT Val158Met genotype were determined in the 22q11DS group. Substance use data were collected according to the Composite International Diagnostic Interview. RESULTS The prevalence of total substance use (36.9%) and substance use disorders (1.2%), and weekly amounts of alcohol and nicotine use, in patients with 22q11DS was significantly lower than in non-deleted patients with psychosis or controls. Compared with patients with 22q11DS, healthy controls were 20 times more likely to use substances in general (P < 0.001); results were also significant for alcohol and nicotine use separately. Within the 22q11DS group, there was no relationship between the prevalence of substance use and psychosis or COMT genotype. Male patients with 22q11DS were more likely to use substances than female patients with 22q11DS. CONCLUSIONS The results suggest that patients with 22q11DS are at decreased risk for substance use and substance use disorders despite the increased risk of psychotic disorders. Further research into neurobiological and environmental factors involved in substance use in 22q11DS is necessary to elucidate the mechanisms involved. DECLARATION OF INTEREST None.
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Affiliation(s)
- Claudia Vingerhoets
- Psychologist, Postdoctoral Researcher, Department of Psychiatry and Psychology, Maastricht University; and Department of Nuclear Medicine, Academic Medical Center, Amsterdam, the Netherlands
| | - Mathilde J F van Oudenaren
- Psychologist, Research Assistant, Department of Nuclear Medicine, Academic Medical Center, Amsterdam, the Netherlands
| | - Oswald J N Bloemen
- Psychiatrist, Senior Researcher, Department of Psychiatry and Psychology, Maastricht University; and Center for Mental Health Care Innova, GGz Centraal, the Netherlands
| | - Erik Boot
- Specialist in Intellectual Disability Medicine, Honorary Researcher, Department of Nuclear Medicine, Academic Medical Center, Amsterdam; S Heeren Loo Zorggroep; Department of Psychiatry and Psychology, Maastricht University, the Netherlands; The Dalglish Family 22q Clinic and Centre for Mental Health, University Health Network; Department of Psychiatry, University of Toronto; and Clinical Genetics Research Program, Centre for Addiction and Mental Health, Ontario, Canada
| | - Esther D A van Duin
- Department of Psychiatry and Psychology, Maastricht University; and Department of Nuclear Medicine, Academic Medical Center, Amsterdam, the Netherlands
| | - Laurens J M Evers
- Psychiatrist, Department of Psychiatry and Psychology, Maastricht University, the Netherlands
| | - Ania M Fiksinski
- Psychologist, Brain Center Rudolf Magnus, University Medical Center Utrecht, The Netherlands; and The Dalglish Family 22q Clinic and Centre for Addiction and Mental Health, Canada
| | - Elemi J Breetvelt
- Child Psychiatrist, Epidemiologist, The Dalglish Family 22q Clinic and Centre for Addiction and Mental Health, Canada
| | - Lisa D Palmer
- Social Worker, The Dalglish Family 22q Clinic and Centre for Addiction and Mental Health, Canada
| | - Elfi Vergaelen
- Psychiatrist in training, Center for Human Genetics, KU Leuven, Belgium
| | - Annick Vogels
- Professor, Child Psychiatrist, Center for Human Genetics, University Hospital Gasthuisberg, Department of Human Genetics, KU Leuven, Belgium
| | - Carin Meijer
- Psychologist, Senior Researcher, Department of Psychiatry, Academic Medical Center, Amsterdam, the Netherlands
| | - Jan Booij
- Professor of Experimental Nuclear Medicine, Department of Nuclear Medicine, Academic Medical Center, Amsterdam, the Netherlands
| | | | - Liewe de Haan
- Professor, Psychiatrist, Department of Psychiatry, Academic Medical Center, Amsterdam, the Netherlands
| | - Ann Swillen
- Professor, Center for Human Genetics, University Hospital Gasthuisberg, Department of Human Genetics, KU Leuven, Belgium
| | - Jacob A S Vorstman
- Associate Professor, Child Psychiatrist, The Hospital for Sick Children, Toronto; and University of Toronto, Canada
| | - Anne S Bassett
- Professor / Psychiatrist, The Dalglish Family 22q Clinic; Clinical Genetics Research Program, Toronto General Hospital; Centre for Addiction and Mental Health, Toronto; and Department of Psychiatry, University of Toronto, Canada
| | - Therese A M J van Amelsvoort
- Professor of Transitional Psychiatry, Psychiatrist, Department of Psychiatry and Psychology, Maastricht University, the Netherlands
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