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Huang C, Li A, Pang Y, Yang J, Zhang J, Wu X, Mei L. How the intrinsic functional connectivity patterns of the semantic network support semantic processing. Brain Imaging Behav 2024; 18:539-554. [PMID: 38261218 DOI: 10.1007/s11682-024-00849-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/05/2024] [Indexed: 01/24/2024]
Abstract
Semantic processing, a core of language comprehension, involves the activation of brain regions dispersed extensively across the frontal, temporal, and parietal cortices that compose the semantic network. To comprehend the functional structure of this semantic network and how it prepares for semantic processing, we investigated its intrinsic functional connectivity (FC) and the relation between this pattern and semantic processing ability in a large sample from the Human Connectome Project (HCP) dataset. We first defined a well-studied brain network for semantic processing, and then we characterized the within-network connectivity (WNC) and the between-network connectivity (BNC) within this network using a voxel-based global brain connectivity (GBC) method based on resting-state functional magnetic resonance imaging (fMRI). The results showed that 97.73% of the voxels in the semantic network displayed considerably greater WNC than BNC, demonstrating that the semantic network is a fairly encapsulated network. Moreover, multiple connector hubs in the semantic network were identified after applying the criterion of WNC > 1 SD above the mean WNC of the semantic network. More importantly, three of these connector hubs (i.e., the left anterior temporal lobe, angular gyrus, and orbital part of the inferior frontal gyrus) were reliably associated with semantic processing ability. Our findings suggest that the three identified regions use WNC as the central mechanism for supporting semantic processing and that task-independent spontaneous connectivity in the semantic network is essential for semantic processing.
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Affiliation(s)
- Chengmei Huang
- Philosophy and Social Science Laboratory of Reading and Development in Children and Adolescents (South China Normal University), Ministry of Education, Guangzhou, 510631, China
- School of Psychology, South China Normal University, Guangzhou, 510631, China
- Center for Studies of Psychological Application, South China Normal University, Guangzhou, 510631, China
| | - Aqian Li
- Philosophy and Social Science Laboratory of Reading and Development in Children and Adolescents (South China Normal University), Ministry of Education, Guangzhou, 510631, China
- School of Psychology, South China Normal University, Guangzhou, 510631, China
- Center for Studies of Psychological Application, South China Normal University, Guangzhou, 510631, China
| | - Yingdan Pang
- Philosophy and Social Science Laboratory of Reading and Development in Children and Adolescents (South China Normal University), Ministry of Education, Guangzhou, 510631, China
- School of Psychology, South China Normal University, Guangzhou, 510631, China
- Center for Studies of Psychological Application, South China Normal University, Guangzhou, 510631, China
| | - Jiayi Yang
- Philosophy and Social Science Laboratory of Reading and Development in Children and Adolescents (South China Normal University), Ministry of Education, Guangzhou, 510631, China
- School of Psychology, South China Normal University, Guangzhou, 510631, China
- Center for Studies of Psychological Application, South China Normal University, Guangzhou, 510631, China
| | - Jingxian Zhang
- Philosophy and Social Science Laboratory of Reading and Development in Children and Adolescents (South China Normal University), Ministry of Education, Guangzhou, 510631, China
- School of Psychology, South China Normal University, Guangzhou, 510631, China
- Center for Studies of Psychological Application, South China Normal University, Guangzhou, 510631, China
| | - Xiaoyan Wu
- Philosophy and Social Science Laboratory of Reading and Development in Children and Adolescents (South China Normal University), Ministry of Education, Guangzhou, 510631, China
- School of Psychology, South China Normal University, Guangzhou, 510631, China
- Center for Studies of Psychological Application, South China Normal University, Guangzhou, 510631, China
| | - Leilei Mei
- Philosophy and Social Science Laboratory of Reading and Development in Children and Adolescents (South China Normal University), Ministry of Education, Guangzhou, 510631, China.
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Tuckute G, Sathe A, Srikant S, Taliaferro M, Wang M, Schrimpf M, Kay K, Fedorenko E. Driving and suppressing the human language network using large language models. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.04.16.537080. [PMID: 37090673 PMCID: PMC10120732 DOI: 10.1101/2023.04.16.537080] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/25/2023]
Abstract
Transformer models such as GPT generate human-like language and are highly predictive of human brain responses to language. Here, using fMRI-measured brain responses to 1,000 diverse sentences, we first show that a GPT-based encoding model can predict the magnitude of brain response associated with each sentence. Then, we use the model to identify new sentences that are predicted to drive or suppress responses in the human language network. We show that these model-selected novel sentences indeed strongly drive and suppress activity of human language areas in new individuals. A systematic analysis of the model-selected sentences reveals that surprisal and well-formedness of linguistic input are key determinants of response strength in the language network. These results establish the ability of neural network models to not only mimic human language but also noninvasively control neural activity in higher-level cortical areas, like the language network.
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Affiliation(s)
- Greta Tuckute
- Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139 USA
- McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA 02139 USA
| | - Aalok Sathe
- Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139 USA
- McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA 02139 USA
| | - Shashank Srikant
- Computer Science & Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA 02139 USA
- MIT-IBM Watson AI Lab, Cambridge, MA 02142, USA
| | - Maya Taliaferro
- Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139 USA
- McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA 02139 USA
| | - Mingye Wang
- Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139 USA
- McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA 02139 USA
| | - Martin Schrimpf
- McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA 02139 USA
- Quest for Intelligence, Massachusetts Institute of Technology, Cambridge, MA 02139 USA
- Neuro-X Institute, École Polytechnique Fédérale de Lausanne, CH-1015 Lausanne, Switzerland
| | - Kendrick Kay
- Center for Magnetic Resonance Research, University of Minnesota, Minneapolis, MN 55455 USA
| | - Evelina Fedorenko
- Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139 USA
- McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA 02139 USA
- The Program in Speech and Hearing Bioscience and Technology, Harvard University, Cambridge, MA 02138 USA
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Taddei M, Bulgheroni S, Riva D, Erbetta A. Task‐related functional neuroimaging contribution to sex/gender differences in cognition and emotion during development. J Neurosci Res 2022; 101:575-603. [PMID: 36354127 DOI: 10.1002/jnr.25143] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2021] [Revised: 10/17/2022] [Accepted: 10/25/2022] [Indexed: 11/11/2022]
Abstract
Recent research has shown that sex/gender (s/g) influences on cognitive functions and related brain anatomy, functional responses, and connectivity are less clear than previously assumed, and most studies investigated adult population. In this mini-review, we summarize research progress in the study of s/g differences in the human brain function as investigated by neuroimaging methods adopting a developmental perspective. In particular, we review original studies published from 2000 to 2021 investigating s/g differences in task-related brain functional activation and connectivity in healthy children and adolescents. We summarize results about studies in the domains of language, visuospatial ability, social cognition, and executive functions. Overall, a clear relation between cognition and brain activation or connectivity pattern is far from being established and the few coherent results should be considered exploratory, despite in some cases, brain function seems to present specific patterns in comparison with what reported in adults. Moreover, future studies should address methodological limitations, such as fragmentation of tasks, lack of control for confounding variables, and lack of longitudinal designs to study developmental trajectories.
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Affiliation(s)
- Matilde Taddei
- Department of Pediatric Neuroscience Fondazione IRCCS Istituto Neurologico Carlo Besta Milan Italy
| | - Sara Bulgheroni
- Department of Pediatric Neuroscience Fondazione IRCCS Istituto Neurologico Carlo Besta Milan Italy
| | - Daria Riva
- Department of Pediatric Neuroscience Fondazione IRCCS Istituto Neurologico Carlo Besta Milan Italy
| | - Alessandra Erbetta
- Department of Neuroradiology Fondazione IRCCS Istituto Neurologico Carlo Besta Milan Italy
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Morningstar M, Mattson WI, Nelson EE. Longitudinal Change in Neural Response to Vocal Emotion in Adolescence. Soc Cogn Affect Neurosci 2022; 17:890-903. [PMID: 35323933 PMCID: PMC9527472 DOI: 10.1093/scan/nsac021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2021] [Revised: 02/25/2022] [Accepted: 03/21/2022] [Indexed: 01/09/2023] Open
Abstract
Adolescence is associated with maturation of function within neural networks supporting the processing of social information. Previous longitudinal studies have established developmental influences on youth’s neural response to facial displays of emotion. Given the increasing recognition of the importance of non-facial cues to social communication, we build on existing work by examining longitudinal change in neural response to vocal expressions of emotion in 8- to 19-year-old youth. Participants completed a vocal emotion recognition task at two timepoints (1 year apart) while undergoing functional magnetic resonance imaging. The right inferior frontal gyrus, right dorsal striatum and right precentral gyrus showed decreases in activation to emotional voices across timepoints, which may reflect focalization of response in these areas. Activation in the dorsomedial prefrontal cortex was positively associated with age but was stable across timepoints. In addition, the slope of change across visits varied as a function of participants’ age in the right temporo-parietal junction (TPJ): this pattern of activation across timepoints and age may reflect ongoing specialization of function across childhood and adolescence. Decreased activation in the striatum and TPJ across timepoints was associated with better emotion recognition accuracy. Findings suggest that specialization of function in social cognitive networks may support the growth of vocal emotion recognition skills across adolescence.
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Affiliation(s)
- Michele Morningstar
- Correspondence should be addressed to Michele Morningstar, Department of Psychology, Queen’s University, 62 Arch Street, Kingston, ON K7L 3L3, Canada. E-mail:
| | - Whitney I Mattson
- Center for Biobehavioral Health, Nationwide Children’s Hospital, Columbus, OH 43205, USA
| | - Eric E Nelson
- Center for Biobehavioral Health, Nationwide Children’s Hospital, Columbus, OH 43205, USA
- Department of Pediatrics, The Ohio State University, Columbus, OH 43205, USA
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Hettwer MD, Lancaster TM, Raspor E, Hahn PK, Mota NR, Singer W, Reif A, Linden DEJ, Bittner RA. Evidence From Imaging Resilience Genetics for a Protective Mechanism Against Schizophrenia in the Ventral Visual Pathway. Schizophr Bull 2022; 48:551-562. [PMID: 35137221 PMCID: PMC9077432 DOI: 10.1093/schbul/sbab151] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
INTRODUCTION Illuminating neurobiological mechanisms underlying the protective effect of recently discovered common genetic resilience variants for schizophrenia is crucial for more effective prevention efforts. Current models implicate adaptive neuroplastic changes in the visual system and their pro-cognitive effects as a schizophrenia resilience mechanism. We investigated whether common genetic resilience variants might affect brain structure in similar neural circuits. METHOD Using structural magnetic resonance imaging, we measured the impact of an established schizophrenia polygenic resilience score (PRSResilience) on cortical volume, thickness, and surface area in 101 healthy subjects and in a replication sample of 33 224 healthy subjects (UK Biobank). FINDING We observed a significant positive whole-brain correlation between PRSResilience and cortical volume in the right fusiform gyrus (FFG) (r = 0.35; P = .0004). Post-hoc analyses in this cluster revealed an impact of PRSResilience on cortical surface area. The replication sample showed a positive correlation between PRSResilience and global cortical volume and surface area in the left FFG. CONCLUSION Our findings represent the first evidence of a neurobiological correlate of a genetic resilience factor for schizophrenia. They support the view that schizophrenia resilience emerges from strengthening neural circuits in the ventral visual pathway and an increased capacity for the disambiguation of social and nonsocial visual information. This may aid psychosocial functioning, ameliorate the detrimental effects of subtle perceptual and cognitive disturbances in at-risk individuals, and facilitate coping with the cognitive and psychosocial consequences of stressors. Our results thus provide a novel link between visual cognition, the vulnerability-stress concept, and schizophrenia resilience models.
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Affiliation(s)
- Meike D Hettwer
- Department of Psychiatry, Psychosomatic Medicine, and Psychotherapy, University Hospital Frankfurt, Goethe University, Frankfurt am Main, Germany,Max Planck School of Cognition, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany,Institute of Neuroscience and Medicine, Brain & Behaviour (INM-7), Research Centre Jülich, Jülich, Germany,Institute of Systems Neuroscience, Medical Faculty, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Thomas M Lancaster
- School of Psychology, Bath University, Bath, UK,MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neuroscience, School of Medicine, Cardiff University, Cardiff, UK
| | - Eva Raspor
- Department of Psychiatry, Psychosomatic Medicine, and Psychotherapy, University Hospital Frankfurt, Goethe University, Frankfurt am Main, Germany
| | - Peter K Hahn
- Department of Psychiatry, Psychosomatic Medicine, and Psychotherapy, University Hospital Frankfurt, Goethe University, Frankfurt am Main, Germany
| | - Nina Roth Mota
- Department of Human Genetics, Radboud University Medical Center, Donders Institute for Brain, Cognition and Behaviour, Nijmegen, The Netherlands,Department of Psychiatry, Radboud University Medical Center, Donders Institute for Brain, Cognition and Behaviour, Nijmegen, The Netherlands
| | - Wolf Singer
- Ernst Strüngmann Institute for Neuroscience (ESI) in Cooperation with Max Planck Society, Frankfurt am Main, Germany,Max Planck Institute for Brain Research (MPI BR), Frankfurt am Main, Germany,Frankfurt Institute for Advanced Studies (FIAS), Frankfurt am Main, Germany
| | - Andreas Reif
- Department of Psychiatry, Psychosomatic Medicine, and Psychotherapy, University Hospital Frankfurt, Goethe University, Frankfurt am Main, Germany
| | - David E J Linden
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neuroscience, School of Medicine, Cardiff University, Cardiff, UK,School for Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, The Netherlands
| | - Robert A Bittner
- To whom correspondence should be addressed; Heinrich-Hoffmann-Str. 10, D-60528 Frankfurt am Main, Germany; tel: 69-6301-84713, fax: 69-6301-81775, e-mail:
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6
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Tuckute G, Paunov A, Kean H, Small H, Mineroff Z, Blank I, Fedorenko E. Frontal language areas do not emerge in the absence of temporal language areas: A case study of an individual born without a left temporal lobe. Neuropsychologia 2022; 169:108184. [DOI: 10.1016/j.neuropsychologia.2022.108184] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Revised: 12/07/2021] [Accepted: 02/15/2022] [Indexed: 10/19/2022]
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Wiwe M. Errare Humanum Est (To Err Is Human): A Mentalizing Breakdown in the Therapeutic Work With an Adolescent. Front Psychol 2021; 12:789120. [PMID: 34956015 PMCID: PMC8698131 DOI: 10.3389/fpsyg.2021.789120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2021] [Accepted: 11/15/2021] [Indexed: 11/13/2022] Open
Abstract
The therapeutic stance in therapies conceptualized by the two-person psychology (Wachtel, 2010) binds the therapist to genuine self-scrutiny. The concepts of transference and countertransference are viewed as jointly constructed endeavors between therapist and client, wherein the therapist needs to be aware of her contribution to difficulties arising in the therapeutic dyad. Different conceptualizations of this therapeutic technique have been eloquently described elsewhere throughout the years in terms of intersubjectivity (Stern, 2005; Aron, 2006), mentalizing (Fonagy and Bateman, 2006), mindfulness-in-action (Safran et al., 2001), rupture and repair (Newhill et al., 2003), and epistemic trust (Fonagy and Allison, 2014). These concepts will be presented interchangeably with a clinical vignette delineating a rupture in the therapeutic work with an adolescent. Finally, the article concludes with a discussion of identifying non-mentalizing modes (Allen et al., 2008) within the therapist to get back on track and restore epistemic trust (Fonagy et al., 2014) in the therapeutic relationship.
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8
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Similarity and stability of face network across populations and throughout adolescence and adulthood. Neuroimage 2021; 244:118587. [PMID: 34560271 DOI: 10.1016/j.neuroimage.2021.118587] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Revised: 09/15/2021] [Accepted: 09/16/2021] [Indexed: 11/20/2022] Open
Abstract
The ability to extract cues from faces is fundamental for social animals, including humans. An individual's profile of functional connectivity across a face network can be shaped by common organizing principles, stable individual traits, and time-varying mental states. In the present study, we used data obtained with functional magnetic resonance imaging in two cohorts, IMAGEN (N = 534) and ALSPAC (N = 465), to investigate - both at group and individual levels - the consistency of the regional profile of functional connectivity across populations (IMAGEN, ALSPAC) and time (Visits 1 to 3 in IMAGEN; age 14 to 22 years). At the group level, we found a robust canonical profile of connectivity both across populations and time. At the individual level, connectivity profiles deviated from the canonical profile, and the magnitude of this deviation related to the presence of psychopathology. These findings suggest that the brain processes faces in a highly stereotypical manner, and that the deviations from this normative pattern may be related to the risk of mental illness.
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9
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Chaarani B, Hahn S, Allgaier N, Adise S, Owens MM, Juliano AC, Yuan DK, Loso H, Ivanciu A, Albaugh MD, Dumas J, Mackey S, Laurent J, Ivanova M, Hagler DJ, Cornejo MD, Hatton S, Agrawal A, Aguinaldo L, Ahonen L, Aklin W, Anokhin AP, Arroyo J, Avenevoli S, Babcock D, Bagot K, Baker FC, Banich MT, Barch DM, Bartsch H, Baskin-Sommers A, Bjork JM, Blachman-Demner D, Bloch M, Bogdan R, Bookheimer SY, Breslin F, Brown S, Calabro FJ, Calhoun V, Casey BJ, Chang L, Clark DB, Cloak C, Constable RT, Constable K, Corley R, Cottler LB, Coxe S, Dagher RK, Dale AM, Dapretto M, Delcarmen-Wiggins R, Dick AS, Do EK, Dosenbach NUF, Dowling GJ, Edwards S, Ernst TM, Fair DA, Fan CC, Feczko E, Feldstein-Ewing SW, Florsheim P, Foxe JJ, Freedman EG, Friedman NP, Friedman-Hill S, Fuemmeler BF, Galvan A, Gee DG, Giedd J, Glantz M, Glaser P, Godino J, Gonzalez M, Gonzalez R, Grant S, Gray KM, Haist F, Harms MP, Hawes S, Heath AC, Heeringa S, Heitzeg MM, Hermosillo R, Herting MM, Hettema JM, Hewitt JK, Heyser C, Hoffman E, Howlett K, Huber RS, Huestis MA, Hyde LW, Iacono WG, Infante MA, Irfanoglu O, Isaiah A, Iyengar S, et alChaarani B, Hahn S, Allgaier N, Adise S, Owens MM, Juliano AC, Yuan DK, Loso H, Ivanciu A, Albaugh MD, Dumas J, Mackey S, Laurent J, Ivanova M, Hagler DJ, Cornejo MD, Hatton S, Agrawal A, Aguinaldo L, Ahonen L, Aklin W, Anokhin AP, Arroyo J, Avenevoli S, Babcock D, Bagot K, Baker FC, Banich MT, Barch DM, Bartsch H, Baskin-Sommers A, Bjork JM, Blachman-Demner D, Bloch M, Bogdan R, Bookheimer SY, Breslin F, Brown S, Calabro FJ, Calhoun V, Casey BJ, Chang L, Clark DB, Cloak C, Constable RT, Constable K, Corley R, Cottler LB, Coxe S, Dagher RK, Dale AM, Dapretto M, Delcarmen-Wiggins R, Dick AS, Do EK, Dosenbach NUF, Dowling GJ, Edwards S, Ernst TM, Fair DA, Fan CC, Feczko E, Feldstein-Ewing SW, Florsheim P, Foxe JJ, Freedman EG, Friedman NP, Friedman-Hill S, Fuemmeler BF, Galvan A, Gee DG, Giedd J, Glantz M, Glaser P, Godino J, Gonzalez M, Gonzalez R, Grant S, Gray KM, Haist F, Harms MP, Hawes S, Heath AC, Heeringa S, Heitzeg MM, Hermosillo R, Herting MM, Hettema JM, Hewitt JK, Heyser C, Hoffman E, Howlett K, Huber RS, Huestis MA, Hyde LW, Iacono WG, Infante MA, Irfanoglu O, Isaiah A, Iyengar S, Jacobus J, James R, Jean-Francois B, Jernigan T, Karcher NR, Kaufman A, Kelley B, Kit B, Ksinan A, Kuperman J, Laird AR, Larson C, LeBlanc K, Lessov-Schlagger C, Lever N, Lewis DA, Lisdahl K, Little AR, Lopez M, Luciana M, Luna B, Madden PA, Maes HH, Makowski C, Marshall AT, Mason MJ, Matochik J, McCandliss BD, McGlade E, Montoya I, Morgan G, Morris A, Mulford C, Murray P, Nagel BJ, Neale MC, Neigh G, Nencka A, Noronha A, Nixon SJ, Palmer CE, Pariyadath V, Paulus MP, Pelham WE, Pfefferbaum D, Pierpaoli C, Prescot A, Prouty D, Puttler LI, Rajapaske N, Rapuano KM, Reeves G, Renshaw PF, Riedel MC, Rojas P, de la Rosa M, Rosenberg MD, Ross MJ, Sanchez M, Schirda C, Schloesser D, Schulenberg J, Sher KJ, Sheth C, Shilling PD, Simmons WK, Sowell ER, Speer N, Spittel M, Squeglia LM, Sripada C, Steinberg J, Striley C, Sutherland MT, Tanabe J, Tapert SF, Thompson W, Tomko RL, Uban KA, Vrieze S, Wade NE, Watts R, Weiss S, Wiens BA, Williams OD, Wilbur A, Wing D, Wolff-Hughes D, Yang R, Yurgelun-Todd DA, Zucker RA, Potter A, Garavan HP. Baseline brain function in the preadolescents of the ABCD Study. Nat Neurosci 2021; 24:1176-1186. [PMID: 34099922 PMCID: PMC8947197 DOI: 10.1038/s41593-021-00867-9] [Show More Authors] [Citation(s) in RCA: 61] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2019] [Accepted: 04/30/2021] [Indexed: 02/05/2023]
Abstract
The Adolescent Brain Cognitive Development (ABCD) Study® is a 10-year longitudinal study of children recruited at ages 9 and 10. A battery of neuroimaging tasks are administered biennially to track neurodevelopment and identify individual differences in brain function. This study reports activation patterns from functional MRI (fMRI) tasks completed at baseline, which were designed to measure cognitive impulse control with a stop signal task (SST; N = 5,547), reward anticipation and receipt with a monetary incentive delay (MID) task (N = 6,657) and working memory and emotion reactivity with an emotional N-back (EN-back) task (N = 6,009). Further, we report the spatial reproducibility of activation patterns by assessing between-group vertex/voxelwise correlations of blood oxygen level-dependent (BOLD) activation. Analyses reveal robust brain activations that are consistent with the published literature, vary across fMRI tasks/contrasts and slightly correlate with individual behavioral performance on the tasks. These results establish the preadolescent brain function baseline, guide interpretation of cross-sectional analyses and will enable the investigation of longitudinal changes during adolescent development.
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Affiliation(s)
- B Chaarani
- Department of Psychiatry, University of Vermont, Burlington, VT, USA.
| | - S Hahn
- Department of Psychiatry, University of Vermont, Burlington, VT, USA
| | - N Allgaier
- Department of Psychiatry, University of Vermont, Burlington, VT, USA
| | - S Adise
- Department of Psychiatry, University of Vermont, Burlington, VT, USA
| | - M M Owens
- Department of Psychiatry, University of Vermont, Burlington, VT, USA
| | - A C Juliano
- Department of Psychiatry, University of Vermont, Burlington, VT, USA
| | - D K Yuan
- Department of Psychiatry, University of Vermont, Burlington, VT, USA
| | - H Loso
- Department of Psychiatry, University of Vermont, Burlington, VT, USA
| | - A Ivanciu
- Department of Psychiatry, University of Vermont, Burlington, VT, USA
| | - M D Albaugh
- Department of Psychiatry, University of Vermont, Burlington, VT, USA
| | - J Dumas
- Department of Psychiatry, University of Vermont, Burlington, VT, USA
| | - S Mackey
- Department of Psychiatry, University of Vermont, Burlington, VT, USA
| | - J Laurent
- Department of Psychiatry, University of Vermont, Burlington, VT, USA
| | - M Ivanova
- Department of Psychiatry, University of Vermont, Burlington, VT, USA
| | - D J Hagler
- University of California, San Diego, La Jolla, CA, USA
| | - M D Cornejo
- Institute of Physics UC, Pontificia Universidad Catolica de Chile, Pontificia, Chile
| | - S Hatton
- University of California, San Diego, La Jolla, CA, USA
| | - A Agrawal
- Department of Psychiatry, Washington University in Saint Louis, St. Louis, MO, USA
| | - L Aguinaldo
- University of California, San Diego, La Jolla, CA, USA
| | - L Ahonen
- University of Pittsburgh, Pittsburgh, PA, USA
| | - W Aklin
- National Institute on Drug Abuse, Bethesda, MD, USA
| | - A P Anokhin
- Department of Psychiatry, Washington University in Saint Louis, St. Louis, MO, USA
| | - J Arroyo
- National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, USA
| | - S Avenevoli
- National Institute of Mental Health, Bethesda, MD, USA
| | - D Babcock
- National Institute of Neurological Disorders and Stroke, Bethesda, MD, USA
| | - K Bagot
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - F C Baker
- SRI International, Menlo Park, CA, USA
| | - M T Banich
- University of Colorado, Boulder, CO, USA
| | - D M Barch
- Department of Psychiatry, Washington University in Saint Louis, St. Louis, MO, USA
| | - H Bartsch
- Haukeland University Hospital, Bergen, Norway
| | | | - J M Bjork
- Virginia Commonwealth University, Richmond, VA, USA
| | - D Blachman-Demner
- NIH Office of Behavioral and Social Sciences Research, Bethesda, MD, USA
| | - M Bloch
- National Cancer Institute, Bethesda, MD, USA
| | - R Bogdan
- Department of Psychiatry, Washington University in Saint Louis, St. Louis, MO, USA
| | | | - F Breslin
- Laureate Institute for Brain Research, Tulsa, OK, USA
| | - S Brown
- University of California, San Diego, La Jolla, CA, USA
| | - F J Calabro
- University of Pittsburgh, Pittsburgh, PA, USA
| | - V Calhoun
- University of Colorado, Boulder, CO, USA
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute of Technology, Emory University, Atlanta, GA, USA
| | | | - L Chang
- University of Maryland School of Medicine, Baltimore, MD, USA
| | - D B Clark
- University of Pittsburgh, Pittsburgh, PA, USA
| | - C Cloak
- University of Maryland School of Medicine, Baltimore, MD, USA
| | | | - K Constable
- National Institute on Drug Abuse, Bethesda, MD, USA
| | - R Corley
- University of Colorado, Boulder, CO, USA
| | | | - S Coxe
- Florida International University, Miami, FL, USA
| | - R K Dagher
- National Institute on Minority Health and Health Disparities, Bethesda, MD, USA
| | - A M Dale
- University of California, San Diego, La Jolla, CA, USA
| | - M Dapretto
- University of California, Los Angeles, CA, USA
| | | | - A S Dick
- Florida International University, Miami, FL, USA
| | - E K Do
- Virginia Commonwealth University, Richmond, VA, USA
| | - N U F Dosenbach
- Department of Psychiatry, Washington University in Saint Louis, St. Louis, MO, USA
| | - G J Dowling
- National Institute on Drug Abuse, Bethesda, MD, USA
| | - S Edwards
- University of Maryland School of Medicine, Baltimore, MD, USA
| | - T M Ernst
- University of Maryland School of Medicine, Baltimore, MD, USA
| | - D A Fair
- Oregon Health & Science University, Portland, OR, USA
| | - C C Fan
- Department of Psychiatry, Washington University in Saint Louis, St. Louis, MO, USA
| | - E Feczko
- Oregon Health & Science University, Portland, OR, USA
| | | | | | - J J Foxe
- University of Rochester, Rochester, NY, USA
| | | | | | | | | | - A Galvan
- University of California, Los Angeles, CA, USA
| | - D G Gee
- Yale University, New Haven, CT, USA
| | - J Giedd
- University of California, San Diego, La Jolla, CA, USA
| | - M Glantz
- National Institute on Drug Abuse, Bethesda, MD, USA
| | - P Glaser
- Department of Psychiatry, Washington University in Saint Louis, St. Louis, MO, USA
| | - J Godino
- University of California, San Diego, La Jolla, CA, USA
| | - M Gonzalez
- Children's Hospital Los Angeles, Los Angeles, CA, USA
| | - R Gonzalez
- Florida International University, Miami, FL, USA
| | - S Grant
- National Institute on Drug Abuse, Bethesda, MD, USA
| | - K M Gray
- Medical University of South Carolina, Charleston, SC, USA
| | - F Haist
- University of California, San Diego, La Jolla, CA, USA
| | - M P Harms
- Department of Psychiatry, Washington University in Saint Louis, St. Louis, MO, USA
| | - S Hawes
- Florida International University, Miami, FL, USA
| | - A C Heath
- University of California, San Diego, La Jolla, CA, USA
| | - S Heeringa
- University of Michigan, Ann Arbor, MI, USA
| | | | - R Hermosillo
- Oregon Health & Science University, Portland, OR, USA
| | - M M Herting
- University of Southern California, Los Angeles, CA, USA
| | - J M Hettema
- Virginia Commonwealth University, Richmond, VA, USA
| | - J K Hewitt
- University of Colorado, Boulder, CO, USA
| | - C Heyser
- University of California, San Diego, La Jolla, CA, USA
| | - E Hoffman
- National Institute on Drug Abuse, Bethesda, MD, USA
| | - K Howlett
- National Institute on Drug Abuse, Bethesda, MD, USA
| | - R S Huber
- University of Utah, Salt Lake City, UT, USA
| | - M A Huestis
- Thomas Jefferson University, Philadelphia, PA, USA
| | - L W Hyde
- University of Michigan, Ann Arbor, MI, USA
| | - W G Iacono
- University of Minnesota, Minneapolis, MN, USA
| | - M A Infante
- University of California, San Diego, La Jolla, CA, USA
| | - O Irfanoglu
- National Institute of Biomedical Imaging and Bioengineering, Bethesda, MD, USA
| | - A Isaiah
- University of Maryland School of Medicine, Baltimore, MD, USA
| | - S Iyengar
- National Endowment for the Arts, Washington DC, USA
| | - J Jacobus
- University of California, San Diego, La Jolla, CA, USA
| | - R James
- Virginia Commonwealth University, Richmond, VA, USA
| | - B Jean-Francois
- National Institute on Minority Health and Health Disparities, Bethesda, MD, USA
| | - T Jernigan
- University of California, San Diego, La Jolla, CA, USA
| | - N R Karcher
- Department of Psychiatry, Washington University in Saint Louis, St. Louis, MO, USA
| | - A Kaufman
- National Cancer Institute, Bethesda, MD, USA
| | - B Kelley
- National Institute of Justice, Washington DC, USA
| | - B Kit
- National Heart, Lung, and Blood Institute, Bethesda, MD, USA
| | - A Ksinan
- Virginia Commonwealth University, Richmond, VA, USA
| | - J Kuperman
- University of California, San Diego, La Jolla, CA, USA
| | - A R Laird
- Florida International University, Miami, FL, USA
| | - C Larson
- University of Wisconsin, Milwaukee, WI, USA
| | - K LeBlanc
- National Institute on Drug Abuse, Bethesda, MD, USA
| | - C Lessov-Schlagger
- Department of Psychiatry, Washington University in Saint Louis, St. Louis, MO, USA
| | - N Lever
- University of Maryland School of Medicine, Baltimore, MD, USA
| | - D A Lewis
- University of Pittsburgh, Pittsburgh, PA, USA
| | - K Lisdahl
- University of Wisconsin, Milwaukee, WI, USA
| | - A R Little
- National Institute on Drug Abuse, Bethesda, MD, USA
| | - M Lopez
- National Institute on Drug Abuse, Bethesda, MD, USA
| | - M Luciana
- University of Minnesota, Minneapolis, MN, USA
| | - B Luna
- University of Pittsburgh, Pittsburgh, PA, USA
| | - P A Madden
- Department of Psychiatry, Washington University in Saint Louis, St. Louis, MO, USA
| | - H H Maes
- Virginia Commonwealth University, Richmond, VA, USA
| | - C Makowski
- University of California, San Diego, La Jolla, CA, USA
| | - A T Marshall
- Children's Hospital Los Angeles, Los Angeles, CA, USA
| | - M J Mason
- University of Tennessee, Knoxville, TN, USA
| | - J Matochik
- National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, USA
| | | | - E McGlade
- University of Utah, Salt Lake City, UT, USA
| | - I Montoya
- National Institute on Drug Abuse, Bethesda, MD, USA
| | - G Morgan
- National Cancer Institute, Bethesda, MD, USA
| | - A Morris
- Oklahoma State University, Stillwater, OK, USA
| | - C Mulford
- National Institute on Drug Abuse, Bethesda, MD, USA
| | - P Murray
- National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, USA
| | - B J Nagel
- Oregon Health & Science University, Portland, OR, USA
| | - M C Neale
- Virginia Commonwealth University, Richmond, VA, USA
| | - G Neigh
- Virginia Commonwealth University, Richmond, VA, USA
| | - A Nencka
- Medical College of Wisconsin, Milwaukee, WI, USA
| | - A Noronha
- National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, USA
| | - S J Nixon
- University of Florida, Gainesville, FL, USA
| | - C E Palmer
- University of California, San Diego, La Jolla, CA, USA
| | - V Pariyadath
- National Institute on Drug Abuse, Bethesda, MD, USA
| | - M P Paulus
- Laureate Institute for Brain Research, Tulsa, OK, USA
| | - W E Pelham
- Florida International University, Miami, FL, USA
| | | | - C Pierpaoli
- Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, MD, USA
| | - A Prescot
- University of Utah, Salt Lake City, UT, USA
| | - D Prouty
- SRI International, Menlo Park, CA, USA
| | | | - N Rajapaske
- National Institute on Minority Health and Health Disparities, Bethesda, MD, USA
| | | | - G Reeves
- University of Maryland School of Medicine, Baltimore, MD, USA
| | | | - M C Riedel
- Florida International University, Miami, FL, USA
| | - P Rojas
- Florida International University, Miami, FL, USA
| | - M de la Rosa
- Florida International University, Miami, FL, USA
| | | | - M J Ross
- University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - M Sanchez
- Florida International University, Miami, FL, USA
| | - C Schirda
- University of Pittsburgh, Pittsburgh, PA, USA
| | - D Schloesser
- NIH Office of Behavioral and Social Sciences Research, Bethesda, MD, USA
| | | | - K J Sher
- University of Missouri, Columbia, MO, USA
| | - C Sheth
- University of Utah, Salt Lake City, UT, USA
| | - P D Shilling
- University of California, San Diego, La Jolla, CA, USA
| | - W K Simmons
- Laureate Institute for Brain Research, Tulsa, OK, USA
| | - E R Sowell
- Children's Hospital Los Angeles, Los Angeles, CA, USA
| | - N Speer
- University of Colorado, Boulder, CO, USA
| | - M Spittel
- NIH Office of Behavioral and Social Sciences Research, Bethesda, MD, USA
| | - L M Squeglia
- Medical University of South Carolina, Charleston, SC, USA
| | - C Sripada
- University of Michigan, Ann Arbor, MI, USA
| | - J Steinberg
- Virginia Commonwealth University, Richmond, VA, USA
| | - C Striley
- University of Florida, Gainesville, FL, USA
| | | | - J Tanabe
- University of Colorado, Boulder, CO, USA
| | - S F Tapert
- University of California, San Diego, La Jolla, CA, USA
| | - W Thompson
- University of California, San Diego, La Jolla, CA, USA
| | - R L Tomko
- Medical University of South Carolina, Charleston, SC, USA
| | - K A Uban
- University of California, Irvine, CA, USA
| | - S Vrieze
- University of Minnesota, Minneapolis, MN, USA
| | - N E Wade
- University of California, San Diego, La Jolla, CA, USA
| | - R Watts
- Yale University, New Haven, CT, USA
| | - S Weiss
- National Institute on Drug Abuse, Bethesda, MD, USA
| | - B A Wiens
- University of Florida, Gainesville, FL, USA
| | - O D Williams
- Florida International University, Miami, FL, USA
| | - A Wilbur
- SRI International, Menlo Park, CA, USA
| | - D Wing
- University of California, San Diego, La Jolla, CA, USA
| | - D Wolff-Hughes
- NIH Office of Behavioral and Social Sciences Research, Bethesda, MD, USA
| | - R Yang
- University of California, San Diego, La Jolla, CA, USA
| | | | - R A Zucker
- University of Michigan, Ann Arbor, MI, USA
| | - A Potter
- Department of Psychiatry, University of Vermont, Burlington, VT, USA
| | - H P Garavan
- Department of Psychiatry, University of Vermont, Burlington, VT, USA.
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10
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Benitez-Andonegui A, Lührs M, Nagels-Coune L, Ivanov D, Goebel R, Sorger B. Guiding functional near-infrared spectroscopy optode-layout design using individual (f)MRI data: effects on signal strength. NEUROPHOTONICS 2021; 8:025012. [PMID: 34155480 PMCID: PMC8211086 DOI: 10.1117/1.nph.8.2.025012] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/29/2020] [Accepted: 05/11/2021] [Indexed: 05/20/2023]
Abstract
Significance: Designing optode layouts is an essential step for functional near-infrared spectroscopy (fNIRS) experiments as the quality of the measured signal and the sensitivity to cortical regions-of-interest depend on how optodes are arranged on the scalp. This becomes particularly relevant for fNIRS-based brain-computer interfaces (BCIs), where developing robust systems with few optodes is crucial for clinical applications. Aim: Available resources often dictate the approach researchers use for optode-layout design. We investigated whether guiding optode layout design using different amounts of subject-specific magnetic resonance imaging (MRI) data affects the fNIRS signal quality and sensitivity to brain activation when healthy participants perform mental-imagery tasks typically used in fNIRS-BCI experiments. Approach: We compared four approaches that incrementally incorporated subject-specific MRI information while participants performed mental-calculation, mental-rotation, and inner-speech tasks. The literature-based approach (LIT) used a literature review to guide the optode layout design. The probabilistic approach (PROB) employed individual anatomical data and probabilistic maps of functional MRI (fMRI)-activation from an independent dataset. The individual fMRI (iFMRI) approach used individual anatomical and fMRI data, and the fourth approach used individual anatomical, functional, and vascular information of the same subject (fVASC). Results: The four approaches resulted in different optode layouts and the more informed approaches outperformed the minimally informed approach (LIT) in terms of signal quality and sensitivity. Further, PROB, iFMRI, and fVASC approaches resulted in a similar outcome. Conclusions: We conclude that additional individual MRI data lead to a better outcome, but that not all the modalities tested here are required to achieve a robust setup. Finally, we give preliminary advice to efficiently using resources for developing robust optode layouts for BCI and neurofeedback applications.
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Affiliation(s)
- Amaia Benitez-Andonegui
- Maastricht University, Maastricht Brain Imaging Center, Department of Cognitive Neuroscience, Maastricht, The Netherlands
- Maastricht University, Laboratory for Cognitive Robotics and Complex Self-Organizing Systems, Department of Data Science and Knowledge Engineering, Maastricht, The Netherlands
| | - Michael Lührs
- Maastricht University, Maastricht Brain Imaging Center, Department of Cognitive Neuroscience, Maastricht, The Netherlands
- Brain Innovation B.V., Research Department, Maastricht, The Netherlands
| | - Laurien Nagels-Coune
- Maastricht University, Maastricht Brain Imaging Center, Department of Cognitive Neuroscience, Maastricht, The Netherlands
| | - Dimo Ivanov
- Maastricht University, Maastricht Brain Imaging Center, Department of Cognitive Neuroscience, Maastricht, The Netherlands
| | - Rainer Goebel
- Maastricht University, Maastricht Brain Imaging Center, Department of Cognitive Neuroscience, Maastricht, The Netherlands
- Brain Innovation B.V., Research Department, Maastricht, The Netherlands
| | - Bettina Sorger
- Maastricht University, Maastricht Brain Imaging Center, Department of Cognitive Neuroscience, Maastricht, The Netherlands
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11
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Pubertal Testosterone and Brain Response to Faces in Young Adulthood: An Interplay between Organizational and Activational Effects in Young Men. J Neurosci 2021; 41:2990-2999. [PMID: 33589514 DOI: 10.1523/jneurosci.0190-20.2021] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2020] [Revised: 01/18/2021] [Accepted: 01/25/2021] [Indexed: 11/21/2022] Open
Abstract
According to the organizational-activational hypothesis, the organizational effects of testosterone during (prenatal) brain development moderate the activational effects of adult testosterone on behavior. Accumulating evidence supports the notion that adolescence is another period during which sex hormones organize the nervous system. Here we investigate how pubertal sex hormones moderate the activational effects of adult sex hormones on social cognition in humans. To do so, we recruited a sample of young men (n = 507; age, ∼19 years) from a longitudinal birth cohort and investigated whether testosterone exposure during adolescence (from 9 to 17 years of age) moderates the relation between current testosterone and brain response to faces in young adulthood, as assessed with functional magnetic resonance imaging (fMRI). Our results showed that the cumulative exposure to testosterone during adolescence moderated the relation between adult testosterone and both the mean fMRI response and functional connectivity (i.e., node strength). Specifically, in participants with low exposure to testosterone during puberty, we observed a positive relationship between current testosterone and the brain response to faces; this was not the case for participants with medium and high pubertal testosterone. Furthermore, we observed a stronger relationship between the brain response and current testosterone in parts of the angry-face network associated with (vs without) motion in the eye region of an observed (angry) face. We speculate that pubertal testosterone modulates the relationship between current testosterone and brain response to social cues carried by the eyes and signaling a potential threat.SIGNIFICANCE STATEMENT Accumulating evidence supports the organizational effects of pubertal testosterone, but the body of literature examining these effects on social cognition in humans is in its infancy. With a sample of young men from a longitudinal birth cohort, we showed that the cumulative exposure to testosterone during adolescence moderated the relation between adult testosterone and both the mean BOLD signal change and functional connectivity. Specifically, we observed a positive relationship between adult testosterone and the brain response to faces in participants with low exposure to testosterone during puberty, but not in participants with medium and high pubertal testosterone. Results of further analysis suggest that sensitivity to cues carried by the eyes might underlie the relationship between testosterone and brain response to faces, especially in the context of a potential threat.
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12
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Do you see the “face”? Individual differences in face pareidolia. JOURNAL OF PACIFIC RIM PSYCHOLOGY 2021. [DOI: 10.1017/prp.2019.27] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023] Open
Abstract
People tend to see faces from non-face objects or meaningless patterns. Such illusory face perception is called face pareidolia. Previous studies have revealed an interesting fact that there are huge individual differences in face pareidolia experience among the population. Here, we review previous findings on individual differences in face pareidolia experience from four categories: sex differences, developmental factors, personality traits and neurodevelopmental factors. We further discuss underlying cognitive or neural mechanisms to explain why some perceive the objects as faces while others do not. The individual differences in face pareidolia could not only offer scientific insights on how the brain works to process face information, but also suggest potential clinical applications.
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13
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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: 46] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [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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14
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Sharp TH, McBride NS, Howell AE, Evans CJ, Jones DK, Perry G, Dimitriadis SI, Lancaster TM, Zuccolo L, Relton C, Matthews SM, Breeze T, David AS, Drakesmith M, Linden DEJ, Paus T, Walton E. Population neuroimaging: generation of a comprehensive data resource within the ALSPAC pregnancy and birth cohort. Wellcome Open Res 2020; 5:203. [PMID: 33043145 PMCID: PMC7531050 DOI: 10.12688/wellcomeopenres.16060.1] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/20/2020] [Indexed: 11/20/2022] Open
Abstract
Neuroimaging offers a valuable insight into human brain development by allowing in vivo assessment of structure, connectivity and function. Multimodal neuroimaging data have been obtained as part of three sub-studies within the Avon Longitudinal Study of Parents and Children, a prospective multigenerational pregnancy and birth cohort based in the United Kingdom. Brain imaging data were acquired when offspring were between 18 and 24 years of age, and included acquisition of structural, functional and magnetization transfer magnetic resonance, diffusion tensor, and magnetoencephalography imaging. This resource provides a unique opportunity to combine neuroimaging data with extensive phenotypic and genotypic measures from participants, their mothers, and fathers.
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Affiliation(s)
- Tamsin H Sharp
- MRC Integrative Epidemiology Unit, Population Health Sciences, University of Bristol, Bristol, BS8 2BN, UK
| | - Nancy S McBride
- MRC Integrative Epidemiology Unit, Population Health Sciences, University of Bristol, Bristol, BS8 2BN, UK
| | - Amy E Howell
- MRC Integrative Epidemiology Unit, Population Health Sciences, University of Bristol, Bristol, BS8 2BN, UK
| | - C John Evans
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Cardiff, CF24 4HQ, UK
| | - Derek K Jones
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Cardiff, CF24 4HQ, UK
| | - Gavin Perry
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Cardiff, CF24 4HQ, UK
| | - Stavros I Dimitriadis
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Cardiff, CF24 4HQ, UK
| | - Thomas M Lancaster
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Cardiff, CF24 4HQ, UK
| | - Luisa Zuccolo
- MRC Integrative Epidemiology Unit, Population Health Sciences, University of Bristol, Bristol, BS8 2BN, UK
| | - Caroline Relton
- MRC Integrative Epidemiology Unit, Population Health Sciences, University of Bristol, Bristol, BS8 2BN, UK
| | - Sarah M Matthews
- ALSPAC, Population Health Sciences, Bristol Medical School, University of Bristol, University of Bristol, Bristol, BS8 2BN, UK
| | - Thomas Breeze
- ALSPAC, Population Health Sciences, Bristol Medical School, University of Bristol, University of Bristol, Bristol, BS8 2BN, UK
| | - Anthony S David
- Institute of Mental Health, University College London Medical School, London, W1T 7NF, UK
| | - Mark Drakesmith
- Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Cardiff, CF24 4HQ, UK
| | - David E J Linden
- MRC Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, CF24 4HQ, UK
| | - Tomas Paus
- Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital and Departments of Psychology and Psychiatry, University of Toronto, Ontario, M4G 1R8, Canada
| | - Esther Walton
- MRC Integrative Epidemiology Unit, Population Health Sciences, University of Bristol, Bristol, BS8 2BN, UK.,Department of Psychology, University of Bath, Bath, BA2 7AY, UK
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15
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Abstract
Anorthoscopy is a presentation mode in which an image is shown sliding behind a slit-shaped aperture, so that it is visible only part by part and never in its entirety. With the aims to assess (1) whether the processing of complex stimuli (faces) correctly occurs in anorthoscopy, and (2) whether the Own-Gender Bias (OGB: the better recognition of stimuli belonging to the same gender of the observer: faster and more accurate) and the Left-Face Bias (LFB: the preference to analyze the left half of the face) occur in such a part by part presentation, we presented female and male faces as whole stimuli (Experiment 1) and in anorthoscopy (Experiments 2 and 3), as well as female/male chimeric faces (Experiment 4), during a gender categorization task. Experiment 1 confirmed that participants correctly categorized the gender of faces, but the OGB was not found. In Experiments 2 and 3 we manipulated the direction (Experiment 2: upward/downward; Experiment 3: leftward/rightward), the speed (slow and fast) of the sliding faces, and the width of the aperture (small and large). Both tasks revealed that facial gender was correctly categorized in anorthoscopy. The OGB was found, but only for males/females in Experiments 2/3, respectively. In Experiment 4 the LFB emerged only in the tachistoscopic session, suggesting that this perceptual bias does not extend to anorthoscopy.
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16
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Alarcón G, Morgan JK, Allen NB, Sheeber L, Silk JS, Forbes EE. Adolescent gender differences in neural reactivity to a friend's positive affect and real-world positive experiences in social contexts. Dev Cogn Neurosci 2020; 43:100779. [PMID: 32510342 PMCID: PMC7183158 DOI: 10.1016/j.dcn.2020.100779] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2018] [Revised: 03/20/2020] [Accepted: 03/25/2020] [Indexed: 11/05/2022] Open
Abstract
Males reported more recent happy occasions with class/teammates than females. Males activated fusiform gyrus more than females while viewing unfamiliar peers. Striatum functional connectivity mediated gender differences in social behavior.
Peers become increasingly important during adolescence, with emerging gender differences in peer relationships associated with distinct behavioral and emotional outcomes. Males tend to socialize in larger peer groups with competitive interactions, whereas females engage in longer bouts of dyadic interaction with more intimacy. To examine gender differences in neural response to ecologically valid displays of positive affect and future social interactions, 52 adolescents (14–18 years old; female = 30) completed a social reward functional magnetic resonance imaging (fMRI) task with videos of a same-gender best friend (BF) or unfamiliar peer (UP) expressing positive (versus neutral) affect. Participants completed ecological momentary assessment of social experiences for two 5-day intervals. Compared with females, males more often reported that their happiest experience in the past hour occurred with class/teammates. Females and males displayed greater fusiform gyrus (FG) activation during BF and UP conditions, respectively (pvoxel<0.0001, pcluster<0.05, family-wise error). Compared with males, females exhibited greater nucleus accumbens (NAcc)-precuneus functional connectivity to BF Positive> UP Positive. An exploratory analysis indicated that the association of male gender with a greater proportion of positive experiences with class/teammates was statistically mediated by greater NAcc-precuneus functional connectivity. Gender differences in positive social experiences may be associated with reward and social cognition networks.
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Affiliation(s)
- Gabriela Alarcón
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, 15213, USA
| | - Judith K Morgan
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, 15213, USA; Department of Psychology, University of Pittsburgh, Pittsburgh, PA, 15260, USA
| | - Nicholas B Allen
- Department of Psychology, University of Oregon, Eugene, OR, 97403, USA
| | - Lisa Sheeber
- Oregon Research Institute, Eugene, OR, 97403, USA
| | - Jennifer S Silk
- Department of Psychology, University of Pittsburgh, Pittsburgh, PA, 15260, USA
| | - Erika E Forbes
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, 15213, USA; Department of Psychology, University of Pittsburgh, Pittsburgh, PA, 15260, USA; Department of Pediatrics, University of Pittsburgh, Pittsburgh, PA, 15219, USA; Clinical and Translational Science Institute, University of Pittsburgh, Pittsburgh, PA, 15213, USA.
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17
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Hubbard NA, Siless V, Frosch IR, Goncalves M, Lo N, Wang J, Bauer CCC, Conroy K, Cosby E, Hay A, Jones R, Pinaire M, Vaz De Souza F, Vergara G, Ghosh S, Henin A, Hirshfeld-Becker DR, Hofmann SG, Rosso IM, Auerbach RP, Pizzagalli DA, Yendiki A, Gabrieli JDE, Whitfield-Gabrieli S. Brain function and clinical characterization in the Boston adolescent neuroimaging of depression and anxiety study. Neuroimage Clin 2020; 27:102240. [PMID: 32361633 PMCID: PMC7199015 DOI: 10.1016/j.nicl.2020.102240] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2019] [Revised: 03/09/2020] [Accepted: 03/10/2020] [Indexed: 12/28/2022]
Abstract
We present a Human Connectome Project study tailored toward adolescent anxiety and depression. This study is one of the first studies of the Connectomes Related to Human Diseases initiative and is collecting structural, functional, and diffusion-weighted brain imaging data from up to 225 adolescents (ages 14-17 years), 150 of whom are expected to have a current diagnosis of an anxiety and/or depressive disorder. Comprehensive clinical and neuropsychological evaluations and longitudinal clinical data are also being collected. This article provides an overview of task functional magnetic resonance imaging (fMRI) protocols and preliminary findings (N = 140), as well as clinical and neuropsychological characterization of adolescents. Data collection is ongoing for an additional 85 adolescents, most of whom are expected to have a diagnosis of an anxiety and/or depressive disorder. Data from the first 140 adolescents are projected for public release through the National Institutes of Health Data Archive (NDA) with the timing of this manuscript. All other data will be made publicly-available through the NDA at regularly scheduled intervals. This article is intended to serve as an introduction to this project as well as a reference for those seeking to clinical, neurocognitive, and task fMRI data from this public resource.
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Affiliation(s)
- N A Hubbard
- Massachusetts Institute of Technology, Cambridge, MA, United States; University of Nebraska-Lincoln, Lincoln, NE, United States
| | - V Siless
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, MA, United States; Harvard Medical School, Boston, MA, United States
| | - I R Frosch
- Massachusetts Institute of Technology, Cambridge, MA, United States
| | - M Goncalves
- Massachusetts Institute of Technology, Cambridge, MA, United States
| | - N Lo
- Massachusetts Institute of Technology, Cambridge, MA, United States
| | - J Wang
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, MA, United States; Harvard Medical School, Boston, MA, United States
| | - C C C Bauer
- Massachusetts Institute of Technology, Cambridge, MA, United States
| | - K Conroy
- Boston University, Boston, MA, United States
| | - E Cosby
- Harvard Medical School, Boston, MA, United States; McLean Hospital, Belmont, MA, United States
| | - A Hay
- Boston University, Boston, MA, United States
| | - R Jones
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, MA, United States; Harvard Medical School, Boston, MA, United States
| | - M Pinaire
- Boston University, Boston, MA, United States
| | - F Vaz De Souza
- Harvard Medical School, Boston, MA, United States; Massachusetts General Hospital, Boston, MA, United States
| | - G Vergara
- Harvard Medical School, Boston, MA, United States; McLean Hospital, Belmont, MA, United States
| | - S Ghosh
- Massachusetts Institute of Technology, Cambridge, MA, United States; Harvard Medical School, Boston, MA, United States
| | - A Henin
- Harvard Medical School, Boston, MA, United States; Massachusetts General Hospital, Boston, MA, United States
| | - D R Hirshfeld-Becker
- Harvard Medical School, Boston, MA, United States; Massachusetts General Hospital, Boston, MA, United States
| | - S G Hofmann
- Boston University, Boston, MA, United States
| | - I M Rosso
- Harvard Medical School, Boston, MA, United States; McLean Hospital, Belmont, MA, United States
| | - R P Auerbach
- Columbia University, New York, NY, United States
| | - D A Pizzagalli
- Harvard Medical School, Boston, MA, United States; McLean Hospital, Belmont, MA, United States
| | - A Yendiki
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, MA, United States; Harvard Medical School, Boston, MA, United States
| | - J D E Gabrieli
- Massachusetts Institute of Technology, Cambridge, MA, United States
| | - S Whitfield-Gabrieli
- Massachusetts Institute of Technology, Cambridge, MA, United States; Northeastern University, Boston, MA, United States.
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18
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Shain C, Blank IA, van Schijndel M, Schuler W, Fedorenko E. fMRI reveals language-specific predictive coding during naturalistic sentence comprehension. Neuropsychologia 2020; 138:107307. [PMID: 31874149 PMCID: PMC7140726 DOI: 10.1016/j.neuropsychologia.2019.107307] [Citation(s) in RCA: 98] [Impact Index Per Article: 19.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2019] [Revised: 12/02/2019] [Accepted: 12/13/2019] [Indexed: 11/19/2022]
Abstract
Much research in cognitive neuroscience supports prediction as a canonical computation of cognition across domains. Is such predictive coding implemented by feedback from higher-order domain-general circuits, or is it locally implemented in domain-specific circuits? What information sources are used to generate these predictions? This study addresses these two questions in the context of language processing. We present fMRI evidence from a naturalistic comprehension paradigm (1) that predictive coding in the brain's response to language is domain-specific, and (2) that these predictions are sensitive both to local word co-occurrence patterns and to hierarchical structure. Using a recently developed continuous-time deconvolutional regression technique that supports data-driven hemodynamic response function discovery from continuous BOLD signal fluctuations in response to naturalistic stimuli, we found effects of prediction measures in the language network but not in the domain-general multiple-demand network, which supports executive control processes and has been previously implicated in language comprehension. Moreover, within the language network, surface-level and structural prediction effects were separable. The predictability effects in the language network were substantial, with the model capturing over 37% of explainable variance on held-out data. These findings indicate that human sentence processing mechanisms generate predictions about upcoming words using cognitive processes that are sensitive to hierarchical structure and specialized for language processing, rather than via feedback from high-level executive control mechanisms.
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Affiliation(s)
| | - Idan Asher Blank
- University of California Los Angeles, 90024, USA; Massachusetts Institute of Technology, 02139, USA.
| | | | - William Schuler
- The Ohio State University, 43210, USA; Massachusetts General Hospital, Program in Speech and Hearing Bioscience and Technology, 02115, USA.
| | - Evelina Fedorenko
- Massachusetts General Hospital, Program in Speech and Hearing Bioscience and Technology, 02115, USA.
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19
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Lindholm P, Lieslehto J, Nikkinen J, Moilanen I, Hurtig T, Veijola J, Miettunen J, Kiviniemi V, Ebeling H. Brain response to facial expressions in adults with adolescent ADHD. Psychiatry Res Neuroimaging 2019; 292:54-61. [PMID: 31536947 DOI: 10.1016/j.pscychresns.2019.09.003] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/11/2018] [Revised: 09/01/2019] [Accepted: 09/05/2019] [Indexed: 12/29/2022]
Abstract
The symptoms of ADHD tend to have continuity to adulthood even though the diagnostic criteria were no longer fulfilled. The aim of our study was to find out possible differences in BOLD signal in the face-processing network between adults with previous ADHD (pADHD, n = 23) and controls (n = 29) from the same birth cohort when viewing dynamic facial expressions. The brain imaging was performed using a General Electric Signa 1.5 Tesla HDX. Dynamic facial expression stimuli included happy and fearful expressions. The pADHD group demonstrated elevated activity in the left parietal area during fearful facial expression. The Network Based Statistics including multiple areas demonstrated higher functional connectivity in attention related network during visual exposure to happy faces in the pADHD group. Conclusions: We found differences in brain responses to facial emotional expressions in individuals with previous ADHD compared to control group in a number of brain regions including areas linked to processing of facial emotional expressions and attention. This might indicate that although these individuals no longer fulfill the ADHD diagnosis, they exhibit overactive network properties affecting facial processing.
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Affiliation(s)
- Päivi Lindholm
- PEDEGO Research Unit, Child Psychiatry, University of Oulu, P.O. Box 5000, FI-90014 Oulu, Finland; Clinic of Child Psychiatry, Oulu University Hospital, P.O. Box 26, FI-90029 Oulu, Finland.
| | - Johannes Lieslehto
- Research Unit of Clinical Neuroscience, Psychiatry, University of Oulu, P.O. Box 5000, FI-90014 Oulu, Finland; Section for Neurodiagnostic Applications, Department of Psychiatry, Ludwig Maximilian University, Nussbaumstrasse 7, 80336, Munich, Bavaria, Germany
| | - Juha Nikkinen
- Medical Research Center Oulu, Oulu University Hospital and University of Oulu, P.O. Box 5000, FI-90014 Oulu, Finland; Department of Diagnostic Radiology, Oulu University Hospital, P.O. Box 50, FI-90029 Oulu, Finland; Department of Oncology and Radiotherapy, Oulu University Hospital, P.O. Box 20, FI-90029 Oulu, Finland; Research Unit of Medical Imaging, Physics and Technology, University of Oulu, Oulu, Finland.
| | - Irma Moilanen
- PEDEGO Research Unit, Child Psychiatry, University of Oulu, P.O. Box 5000, FI-90014 Oulu, Finland; Clinic of Child Psychiatry, Oulu University Hospital, P.O. Box 26, FI-90029 Oulu, Finland.
| | - Tuula Hurtig
- PEDEGO Research Unit, Child Psychiatry, University of Oulu, P.O. Box 5000, FI-90014 Oulu, Finland; Clinic of Child Psychiatry, Oulu University Hospital, P.O. Box 26, FI-90029 Oulu, Finland; Research Unit of Clinical Neuroscience, Psychiatry, University of Oulu, P.O. Box 5000, FI-90014 Oulu, Finland.
| | - Juha Veijola
- Research Unit of Clinical Neuroscience, Psychiatry, University of Oulu, P.O. Box 5000, FI-90014 Oulu, Finland; Clinic of Psychiatry, University Hospital of Oulu, P.O.Box 26, FI-90029 Oulu, Finland.
| | - Jouko Miettunen
- Research Unit of Clinical Neuroscience, Psychiatry, University of Oulu, P.O. Box 5000, FI-90014 Oulu, Finland.
| | - Vesa Kiviniemi
- Medical Research Center Oulu, Oulu University Hospital and University of Oulu, P.O. Box 5000, FI-90014 Oulu, Finland; Department of Diagnostic Radiology, Oulu University Hospital, P.O. Box 50, FI-90029 Oulu, Finland.
| | - Hanna Ebeling
- PEDEGO Research Unit, Child Psychiatry, University of Oulu, P.O. Box 5000, FI-90014 Oulu, Finland; Clinic of Child Psychiatry, Oulu University Hospital, P.O. Box 26, FI-90029 Oulu, Finland.
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20
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Puberty and functional brain development in humans: Convergence in findings? Dev Cogn Neurosci 2019; 39:100690. [PMID: 31450015 PMCID: PMC6969369 DOI: 10.1016/j.dcn.2019.100690] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2018] [Revised: 07/28/2019] [Accepted: 08/01/2019] [Indexed: 12/27/2022] Open
Abstract
Although there is a long history of studying the influence of pubertal hormones on brain function/structure in animals, this research in human adolescents is young but burgeoning. Here, we provide a comprehensive review of findings from neuroimaging studies investigating the relation between pubertal and functional brain development in humans. We quantified the findings from this literature in which statistics required for standard meta-analyses are often not provided (i.e., effect size in fMRI studies). To do so, we assessed convergence in findings within content domains (reward, facial emotion, social information, cognitive processing) in terms of the locus and directionality (i.e., positive/negative) of effects. Face processing is the only domain with convergence in the locus of effects in the amygdala. Social information processing is the only domain with convergence of positive effects; however, these effects are not consistently present in any brain region. There is no convergence of effects in either the reward or cognitive processing domains. This limited convergence in findings across domains is not the result of null findings or even due to the variety of experimental paradigms researchers employ. Instead, there are critical theoretical, methodological, and analytical issues that must be addressed in order to move the field forward.
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21
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Lieslehto J, Kiviniemi VJ, Nordström T, Barnett JH, Murray GK, Jones PB, Paus T, Veijola J. Polygenic Risk Score for Schizophrenia and Face-Processing Network in Young Adulthood. Schizophr Bull 2019; 45:835-845. [PMID: 30281090 PMCID: PMC6581147 DOI: 10.1093/schbul/sby139] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Development of schizophrenia relates to both genetic and environmental factors. Functional deficits in many cognitive domains, including the ability to communicate in social interactions and impaired recognition of facial expressions, are common for patients with schizophrenia and might also be present in individuals at risk of developing schizophrenia. Here we explore whether an individual's polygenic risk score (PRS) for schizophrenia is associated with the degree of interregional similarities in blood oxygen level-dependent (BOLD) signal and gray matter volume of the face-processing network and whether the exposure to early adversity moderates this association. A total of 90 individuals (mean age 22 years, both functional and structural data available) were used for discovery analyses, and 211 individuals (mean age 26 years, structural data available) were used for replication of the structural findings. Both samples were drawn from the Northern Finland Birth Cohort 1986. We found that the degree of interregional similarities in BOLD signal and gray matter volume vary as a function of PRS; lowest interregional correlation (both measures) was observed in individuals with high PRS. We also replicated the gray matter volume finding. We did not find evidence for an interaction between early adversity and PRS on the interregional correlation of BOLD signal and gray matter volume. We speculate that the observed group differences in PRS-related correlations in both modalities may result from differences in the concurrent functional engagement of the face-processing regions over time, eg, via differences in exposure to social interaction with other people.
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Affiliation(s)
- Johannes Lieslehto
- Department of Psychiatry, Research Unit of Clinical Neuroscience, Faculty of Medicine, University of Oulu, Oulu, Finland,Medical Research Center Oulu, Oulu University Hospital and University of Oulu, Oulu, Finland,To whom correspondence should be addressed; PO Box 5000, Oulu 90014, Finland; tel: +358-40-125-3267, e-mail: johannes.lieslehto@.gmail.com
| | - Vesa J Kiviniemi
- Medical Research Center Oulu, Oulu University Hospital and University of Oulu, Oulu, Finland,Department of Diagnostic Radiology, Oulu University Hospital, Oulu, Finland
| | - Tanja Nordström
- Medical Research Center Oulu, Oulu University Hospital and University of Oulu, Oulu, Finland,Center for Life Course Health Research, Faculty of Medicine, University of Oulu, Oulu, Finland
| | - Jennifer H Barnett
- Department of Psychiatry, School of Clinical Medicine, University of Cambridge, Cambridge, UK,Cambridge Cognition Ltd, Cambridge, UK
| | - Graham K Murray
- Department of Psychiatry, School of Clinical Medicine, University of Cambridge, Cambridge, UK
| | - Peter B Jones
- Department of Psychiatry, School of Clinical Medicine, University of Cambridge, Cambridge, UK
| | - Tomáš Paus
- Child Mind Institute, New York, NY,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
| | - Juha Veijola
- Department of Psychiatry, Research Unit of Clinical Neuroscience, Faculty of Medicine, University of Oulu, Oulu, Finland,Medical Research Center Oulu, Oulu University Hospital and University of Oulu, Oulu, Finland,Department of Psychiatry, Oulu University Hospital, Oulu, Finland
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22
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Goetschius LG, Hein TC, Mattson WI, Lopez-Duran N, Dotterer HL, Welsh RC, Mitchell C, Hyde LW, Monk CS. Amygdala-prefrontal cortex white matter tracts are widespread, variable and implicated in amygdala modulation in adolescents. Neuroimage 2019; 191:278-291. [PMID: 30790672 DOI: 10.1016/j.neuroimage.2019.02.009] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2018] [Revised: 01/22/2019] [Accepted: 02/05/2019] [Indexed: 12/19/2022] Open
Abstract
The amygdala is critically involved in processing emotion. Through bidirectional connections, the prefrontal cortex (PFC) is hypothesized to influence amygdala reactivity. However, research that elucidates the nature of amygdala-PFC interactions - through mapping amygdala-prefrontal tracts, quantifying variability among tracts, and linking this variability to amygdala activation - is lacking. Using probabilistic tractography to map amygdala-prefrontal white matter connectivity in 142 adolescents, the present study found that white matter connectivity was greater between the amygdala and the subgenual cingulate, orbitofrontal (OFC), and dorsomedial (dmPFC) prefrontal regions than with the dorsal cingulate and dorsolateral regions. Then, using a machine-learning regression, we found that greater amygdala-PFC white matter connectivity was related to attenuated amygdala reactivity. This effect was driven by amygdala white matter connectivity with the dmPFC and OFC, supporting implicit emotion processing theories which highlight the critical role of these regions in amygdala regulation. This study is among the first to map and compare specific amygdala-prefrontal white matter tracts and to relate variability in connectivity to amygdala activation, particularly among a large sample of adolescents from a well-sampled study. By examining the association between specific amygdala-PFC tracts and amygdala activation, the present study provides novel insight into the nature of this emotion-based circuit.
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Affiliation(s)
| | - Tyler C Hein
- Department of Psychology, University of Michigan, Ann Arbor, MI, USA
| | - Whitney I Mattson
- Center for Biobehavioral Health at the Research Institute of Nationwide Children's Hospital, Columbus, OH, USA
| | | | - Hailey L Dotterer
- Department of Psychology, University of Michigan, Ann Arbor, MI, USA
| | - Robert C Welsh
- Department of Psychiatry, University of Utah, Salt Lake City, UT, USA
| | - Colter Mitchell
- Survey Research Center of the Institute for Social Research, University of Michigan, Ann Arbor, MI, USA; Population Studies Center of the Institute for Social Research, University of Michigan, Ann Arbor, MI, USA
| | - Luke W Hyde
- Department of Psychology, University of Michigan, Ann Arbor, MI, USA; Survey Research Center of the Institute for Social Research, University of Michigan, Ann Arbor, MI, USA; Center for Human Growth and Development, University of Michigan, Ann Arbor, MI, USA
| | - Christopher S Monk
- Department of Psychology, University of Michigan, Ann Arbor, MI, USA; Population Studies Center of the Institute for Social Research, University of Michigan, Ann Arbor, MI, USA; Center for Human Growth and Development, University of Michigan, Ann Arbor, MI, USA; Neuroscience Graduate Program, University of Michigan, Ann Arbor, MI, USA; Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA.
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23
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Gao L, Cai Y, Wang H, Wang G, Zhang Q, Yan X. Probing prefrontal cortex hemodynamic alterations during facial emotion recognition for major depression disorder through functional near-infrared spectroscopy. J Neural Eng 2019; 16:026026. [PMID: 30669122 DOI: 10.1088/1741-2552/ab0093] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
OBJECTIVE A serious issue in psychiatric practice is a lack of specific, objective biomarker to assist clinicians in establishing differential diagnosis and improving individualized treatment. Major depression disorder (MDD) is characterized by poorer ability in processing of facial emotional expressions. APPROACH Applying a portable neuroimaging system using near-infrared spectroscopy, we investigated the prefrontal cortex hemodynamic activation changes during facial emotion recognition and rest periods for 27 MDD patients compared with 24 healthy controls (HC). MAIN RESULTS The hemodynamic changes in the left prefrontal cortex for the MDD group showed significant differences in the median values and the Mayer wave power ratios of the oxygenated hemoglobin (oxy-Hb) and deoxygenated hemoglobin (deoxy-Hb) during the emotional face recognition compared with the HC subjects, indicating the abnormal oxidative metabolism and weaker local hemodynamic oscillations for the MDD. The mean cross wavelet coefficients and the average wavelet coherence coefficient between oxy-Hb and deoxy-Hb over the left prefrontal cortex, and also between the bilateral oxy-Hb in the MDD patients were significantly lower than the HC group, demonstrating abnormal locally functional connectivity over the left prefrontal cortex, and the inter-hemispheric connection between the bilateral prefrontal cortices. SIGNIFICANCE These results suggested that the hemodynamic changes over the left prefrontal cortex and between the bilateral prefrontal cortices detected by fNIRS could provide reliable predictors for the diagnosis of the depression in clinic, and also supported the rationale for use of transcranial magnetic stimulation over the left dorsolateral prefrontal cortex to restore excitability of prefrontal cortex that exhibits diminished regulation of emotion-generative systems in the MDD patients.
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Affiliation(s)
- Lin Gao
- State Key Laboratory of Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an, 710049, Shaanxi, People's Republic of China. School of Mechanical Engineering, Xi'an Jiaotong University, Xi'an, 710049, Shaanxi, People's Republic of China
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24
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Hein TC, Mattson WI, Dotterer HL, Mitchell C, Lopez-Duran N, Thomason ME, Peltier SJ, Welsh RC, Hyde LW, Monk CS. Amygdala habituation and uncinate fasciculus connectivity in adolescence: A multi-modal approach. Neuroimage 2018; 183:617-626. [PMID: 30172004 PMCID: PMC6197897 DOI: 10.1016/j.neuroimage.2018.08.058] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2018] [Revised: 08/21/2018] [Accepted: 08/23/2018] [Indexed: 11/17/2022] Open
Abstract
Despite prior extensive investigations of the interactions between the amygdala and prefrontal cortex, few studies have simultaneously considered activation and structural connectivity in this circuit, particularly as it pertains to adolescent socioemotional development. The current multi-modal study delineated the correspondence between uncinate fasciculus (UF) connectivity and amygdala habituation in a large adolescent sample that was drawn from a population-based sample. We then examined the influence of demographic variables (age, gender, and pubertal status) on the relation between UF connectivity and amygdala habituation. 106 participants (15-17 years) completed DTI and an fMRI emotional face processing task. Left UF fractional anisotropy was associated with left amygdala habituation to fearful faces, suggesting that increased structural connectivity of the UF may facilitate amygdala regulation. Pubertal status moderated this structure-function relation, such that the association was stronger in those who were less mature. Therefore, UF connectivity may be particularly important for emotion regulation during early puberty. This study is the first to link structural and functional limbic circuitry in a large adolescent sample with substantial representation of ethnic minority participants, providing a more comprehensive understanding of socioemotional development in an understudied population.
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Affiliation(s)
- Tyler C Hein
- Department of Psychology, University of Michigan, Ann Arbor, MI, USA
| | - Whitney I Mattson
- Department of Psychology, University of Michigan, Ann Arbor, MI, USA; Center for Behavioral Health at the Research Institute of Nationwide Children's Hospital, Columbus, OH, USA
| | - Hailey L Dotterer
- Department of Psychology, University of Michigan, Ann Arbor, MI, USA
| | - Colter Mitchell
- Survey Research Center of the Institute for Social Research, University of Michigan, Ann Arbor, MI, USA; Population Studies Center of the Institute for Social Research, University of Michigan, Ann Arbor, MI, USA
| | | | - Moriah E Thomason
- Department of Pediatrics, Wayne State University, Detroit, MI, USA; Merrill Palmer Skillman Institute for Child and Family Development, Wayne State University, Detroit, MI, USA
| | - Scott J Peltier
- Functional MRI Laboratory, University of Michigan, Ann Arbor, MI, USA
| | - Robert C Welsh
- Department of Psychiatry, University of Utah, Salt Lake City, UT, USA
| | - Luke W Hyde
- Department of Psychology, University of Michigan, Ann Arbor, MI, USA; Survey Research Center of the Institute for Social Research, University of Michigan, Ann Arbor, MI, USA; Center for Human Growth and Development, University of Michigan, Ann Arbor, MI, USA
| | - Christopher S Monk
- Department of Psychology, University of Michigan, Ann Arbor, MI, USA; Survey Research Center of the Institute for Social Research, University of Michigan, Ann Arbor, MI, USA; Center for Human Growth and Development, University of Michigan, Ann Arbor, MI, USA; Neuroscience Graduate Program, University of Michigan, Ann Arbor, MI, USA; Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA.
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25
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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: 66] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [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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26
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Bossier H, Seurinck R, Kühn S, Banaschewski T, Barker GJ, Bokde ALW, Martinot JL, Lemaitre H, Paus T, Millenet S, Moerkerke B. The Influence of Study-Level Inference Models and Study Set Size on Coordinate-Based fMRI Meta-Analyses. Front Neurosci 2018; 11:745. [PMID: 29403344 PMCID: PMC5778144 DOI: 10.3389/fnins.2017.00745] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2017] [Accepted: 12/20/2017] [Indexed: 01/05/2023] Open
Abstract
Given the increasing amount of neuroimaging studies, there is a growing need to summarize published results. Coordinate-based meta-analyses use the locations of statistically significant local maxima with possibly the associated effect sizes to aggregate studies. In this paper, we investigate the influence of key characteristics of a coordinate-based meta-analysis on (1) the balance between false and true positives and (2) the activation reliability of the outcome from a coordinate-based meta-analysis. More particularly, we consider the influence of the chosen group level model at the study level [fixed effects, ordinary least squares (OLS), or mixed effects models], the type of coordinate-based meta-analysis [Activation Likelihood Estimation (ALE) that only uses peak locations, fixed effects, and random effects meta-analysis that take into account both peak location and height] and the amount of studies included in the analysis (from 10 to 35). To do this, we apply a resampling scheme on a large dataset (N = 1,400) to create a test condition and compare this with an independent evaluation condition. The test condition corresponds to subsampling participants into studies and combine these using meta-analyses. The evaluation condition corresponds to a high-powered group analysis. We observe the best performance when using mixed effects models in individual studies combined with a random effects meta-analysis. Moreover the performance increases with the number of studies included in the meta-analysis. When peak height is not taken into consideration, we show that the popular ALE procedure is a good alternative in terms of the balance between type I and II errors. However, it requires more studies compared to other procedures in terms of activation reliability. Finally, we discuss the differences, interpretations, and limitations of our results.
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Affiliation(s)
- Han Bossier
- Department of Data Analysis, Ghent University, Ghent, Belgium
| | - Ruth Seurinck
- Department of Data Analysis, Ghent University, Ghent, Belgium
| | - Simone Kühn
- Department of Psychiatry and Psychotherapy, University Clinic, Hamburg-Eppendorf, Germany
| | - 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
| | - 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; and Maison de Solenn, Paris, France
| | - Herve Lemaitre
- Institut National de la Santé et de la Recherche Médicale, INSERM Unit 1000 “Neuroimaging & Psychiatry”, Faculté de médecine, Université Paris-Sud, Le Kremlin-Bicêtre; and Université Paris Descartes, Sorbonne Paris Cité, Paris, France
| | - Tomáš Paus
- Baycrest and Departments of Psychology and Psychiatry, Rotman Research Institute, University of Toronto, Toronto, ON, Canada
| | - Sabina Millenet
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
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27
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van Hoof MJ, van den Bulk BG, Rombouts SARB, Rinne-Albers MAW, van der Wee NJA, van IJzendoorn MH, Vermeiren RRJM. Emotional face processing in adolescents with childhood sexual abuse-related posttraumatic stress disorder, internalizing disorders and healthy controls. Psychiatry Res Neuroimaging 2017; 264:52-59. [PMID: 28458084 DOI: 10.1016/j.pscychresns.2017.04.006] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/17/2016] [Revised: 04/09/2017] [Accepted: 04/12/2017] [Indexed: 11/28/2022]
Affiliation(s)
- Marie-José van Hoof
- Curium-LUMC, Department of Child and Adolescent Psychiatry, Leiden University Medical Center, Leiden, The Netherlands; YOEP (Yulius Onderwijs zorg Expertise Partners), Warmond, The Netherlands; Leiden Institute for Brain and Cognition (LIBC), Leiden University, Leiden, The Netherlands.
| | - Bianca G van den Bulk
- Leiden Institute for Brain and Cognition (LIBC), Leiden University, Leiden, The Netherlands; Department of Child and Family Studies, Faculty of Social Sciences, Leiden University, The Netherlands
| | - Serge A R B Rombouts
- Leiden Institute for Brain and Cognition (LIBC), Leiden University, Leiden, The Netherlands; Institute of Psychology, Leiden University, The Netherlands; Department of Radiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Mirjam A W Rinne-Albers
- Curium-LUMC, Department of Child and Adolescent Psychiatry, Leiden University Medical Center, Leiden, The Netherlands
| | - Nic J A van der Wee
- Leiden Institute for Brain and Cognition (LIBC), Leiden University, Leiden, The Netherlands; Department of Psychiatry, Leiden University Medical Center, Leiden, The Netherlands
| | - Marinus H van IJzendoorn
- Leiden Institute for Brain and Cognition (LIBC), Leiden University, Leiden, The Netherlands; Department of Child and Family Studies, Faculty of Social Sciences, Leiden University, The Netherlands; School of Pedagogical and Educational Sciences, Erasmus University, Rotterdam, The Netherlands
| | - Robert R J M Vermeiren
- Curium-LUMC, Department of Child and Adolescent Psychiatry, Leiden University Medical Center, Leiden, The Netherlands; Leiden Institute for Brain and Cognition (LIBC), Leiden University, Leiden, The Netherlands; VU Medical Center, Department of Child and Adolescent Psychiatry, Amsterdam, The Netherlands
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28
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Lieslehto J, Kiviniemi V, Mäki P, Koivukangas J, Nordström T, Miettunen J, Barnett JH, Jones PB, Murray GK, Moilanen I, Paus T, Veijola J. Early adversity and brain response to faces in young adulthood. Hum Brain Mapp 2017; 38:4470-4478. [PMID: 28612935 DOI: 10.1002/hbm.23674] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2017] [Revised: 05/05/2017] [Accepted: 05/23/2017] [Indexed: 12/21/2022] Open
Abstract
Early stressors play a key role in shaping interindividual differences in vulnerability to various psychopathologies, which according to the diathesis-stress model might relate to the elevated glucocorticoid secretion and impaired responsiveness to stress. Furthermore, previous studies have shown that individuals exposed to early adversity have deficits in emotion processing from faces. This study aims to explore whether early adversities associate with brain response to faces and whether this association might associate with the regional variations in mRNA expression of the glucocorticoid receptor gene (NR3C1). A total of 104 individuals drawn from the Northern Finland Brith Cohort 1986 participated in a face-task functional magnetic resonance imaging (fMRI) study. A large independent dataset (IMAGEN, N = 1739) was utilized for reducing fMRI data-analytical space in the NFBC 1986 dataset. Early adversities were associated with deviant brain response to fearful faces (MANCOVA, P = 0.006) and with weaker performance in fearful facial expression recognition (P = 0.01). Glucocorticoid receptor gene expression (data from the Allen Human Brain Atlas) correlated with the degree of associations between early adversities and brain response to fearful faces (R2 = 0.25, P = 0.01) across different brain regions. Our results suggest that early adversities contribute to brain response to faces and that this association is mediated in part by the glucocorticoid system. Hum Brain Mapp 38:4470-4478, 2017. © 2017 Wiley Periodicals, Inc.
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Affiliation(s)
- Johannes Lieslehto
- Department of Psychiatry, Research Unit of Clinical Neuroscience, University of Oulu, Oulu, Finland.,Aurora Doctoral Program, Thule Institute, University of Oulu, Oulu, Finland
| | - Vesa Kiviniemi
- Department of Diagnostic Radiology, Oulu University Hospital, Oulu, Finland.,Medical Research Center Oulu, Oulu University Hospital and University of Oulu, Oulu, Finland
| | - Pirjo Mäki
- Department of Psychiatry, Research Unit of Clinical Neuroscience, University of Oulu, Oulu, Finland.,Department of Psychiatry, Oulu University Hospital, Oulu, Finland.,Medical Research Center Oulu, Oulu University Hospital and University of Oulu, Oulu, Finland.,Department of Psychiatry, Länsi-Pohja Healthcare District, Keropudas and the Middle Ostrobothnia Central Hospital, Kiuru, Kokkola, Mental Health Services in Raahe District and District of Kallio, Finland
| | - Jenni Koivukangas
- Department of Psychiatry, Research Unit of Clinical Neuroscience, University of Oulu, Oulu, Finland
| | - Tanja Nordström
- Medical Research Center Oulu, Oulu University Hospital and University of Oulu, Oulu, Finland.,Center for Life Course Health Research, University of Oulu, Oulu, Finland
| | - Jouko Miettunen
- Medical Research Center Oulu, Oulu University Hospital and University of Oulu, Oulu, Finland.,Center for Life Course Health Research, University of Oulu, Oulu, Finland
| | - Jennifer H Barnett
- Department of Psychiatry, University of Cambridge, Cambridge, United Kingdom
| | - Peter B Jones
- Department of Psychiatry, University of Cambridge, Cambridge, United Kingdom
| | - Graham K Murray
- Department of Psychiatry, University of Cambridge, Cambridge, United Kingdom
| | - Irma Moilanen
- University of Oulu and Department of Child Psychiatry, Oulu University Hospital, PEDEGO Research Center, Child Psychiatry, Oulu, Finland
| | | | - Tomáš Paus
- Rotman Research Institute, Baycrest, Toronto, Ontario, Canada.,Departments of Psychology and Psychiatry, University of Toronto, Toronto, Ontario, Canada.,Child Mind Institute, New York, New York
| | - Juha Veijola
- Department of Psychiatry, Research Unit of Clinical Neuroscience, University of Oulu, Oulu, Finland.,Department of Psychiatry, Oulu University Hospital, Oulu, Finland.,Medical Research Center Oulu, Oulu University Hospital and University of Oulu, Oulu, Finland
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29
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Investigating the Influence of Biological Sex on the Behavioral and Neural Basis of Face Recognition. eNeuro 2017; 4:eN-NWR-0104-17. [PMID: 28497111 PMCID: PMC5423736 DOI: 10.1523/eneuro.0104-17.2017] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2017] [Accepted: 04/14/2017] [Indexed: 11/21/2022] Open
Abstract
There is interest in understanding the influence of biological factors, like sex, on the organization of brain function. We investigated the influence of biological sex on the behavioral and neural basis of face recognition in healthy, young adults. In behavior, there were no sex differences on the male Cambridge Face Memory Test (CFMT)+ or the female CFMT+ (that we created) and no own-gender bias (OGB) in either group. We evaluated the functional topography of ventral stream organization by measuring the magnitude and functional neural size of 16 individually defined face-, two object-, and two place-related regions bilaterally. There were no sex differences in any of these measures of neural function in any of the regions of interest (ROIs) or in group level comparisons. These findings reveal that men and women have similar category-selective topographic organization in the ventral visual pathway. Next, in a separate task, we measured activation within the 16 face-processing ROIs specifically during recognition of target male and female faces. There were no sex differences in the magnitude of the neural responses in any face-processing region. Furthermore, there was no OGB in the neural responses of either the male or female participants. Our findings suggest that face recognition behavior, including the OGB, is not inherently sexually dimorphic. Face recognition is an essential skill for navigating human social interactions, which is reflected equally in the behavior and neural architecture of men and women.
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30
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Gollier-Briant F, Paillère-Martinot ML, Lemaitre H, Miranda R, Vulser H, Goodman R, Penttilä J, Struve M, Fadai T, Kappel V, Poustka L, Grimmer Y, Bromberg U, Conrod P, Banaschewski T, Barker GJ, Bokde ALW, Büchel C, Flor H, Gallinat J, Garavan H, Heinz A, Lawrence C, Mann K, Nees F, Paus T, Pausova Z, Frouin V, Rietschel M, Robbins TW, Smolka MN, Schumann G, Martinot JL, Artiges E. Neural correlates of three types of negative life events during angry face processing in adolescents. Soc Cogn Affect Neurosci 2016; 11:1961-1969. [PMID: 27697987 DOI: 10.1093/scan/nsw100] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2014] [Revised: 07/01/2016] [Accepted: 07/21/2016] [Indexed: 12/20/2022] Open
Abstract
Negative life events (NLE) contribute to anxiety and depression disorders, but their relationship with brain functioning in adolescence has rarely been studied. We hypothesized that neural response to social threat would relate to NLE in the frontal-limbic emotional regions. Participants (N = 685) were drawn from the Imagen database of 14-year-old community adolescents recruited in schools. They underwent functional MRI while viewing angry and neutral faces, as a probe to neural response to social threat. Lifetime NLEs were assessed using the 'distress', 'family' and 'accident' subscales from a life event dimensional questionnaire. Relationships between NLE subscale scores and neural response were investigated. Links of NLE subscales scores with anxiety or depression outcomes at the age of 16 years were also investigated. Lifetime 'distress' positively correlated with ventral-lateral orbitofrontal and temporal cortex activations during angry face processing. 'Distress' scores correlated with the probabilities of meeting criteria for Generalized Anxiety Disorder or Major Depressive Disorder at the age of 16 years. Lifetime 'family' and 'accident' scores did not relate with neural response or follow-up conditions, however. Thus, different types of NLEs differentially predicted neural responses to threat during adolescence, and differentially predicted a de novo internalizing condition 2 years later. The deleterious effect of self-referential NLEs is suggested.
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Affiliation(s)
- Fanny Gollier-Briant
- INSERM, UMR 1000, Research Unit NeuroImaging and Psychiatry, Service Hospitalier Frédéric Joliot, Orsay, University Paris-Sud, University Paris Saclay, Orsay, and Maison De Solenn, University Paris Descartes, Paris, France
| | - Marie-Laure Paillère-Martinot
- INSERM, UMR 1000, Research Unit NeuroImaging and Psychiatry, Service Hospitalier Frédéric Joliot, Orsay, University Paris-Sud, University Paris Saclay, Orsay, and Maison De Solenn, University Paris Descartes, Paris, France.,AP-HP, Department of Adolescent Psychopathology and Medicine, Maison De Solenn, Cochin Hospital, Paris, France
| | - Hervé Lemaitre
- INSERM, UMR 1000, Research Unit NeuroImaging and Psychiatry, Service Hospitalier Frédéric Joliot, Orsay, University Paris-Sud, University Paris Saclay, Orsay, and Maison De Solenn, University Paris Descartes, Paris, France
| | - Ruben Miranda
- INSERM, UMR 1000, Research Unit NeuroImaging and Psychiatry, Service Hospitalier Frédéric Joliot, Orsay, University Paris-Sud, University Paris Saclay, Orsay, and Maison De Solenn, University Paris Descartes, Paris, France
| | - Hélène Vulser
- INSERM, UMR 1000, Research Unit NeuroImaging and Psychiatry, Service Hospitalier Frédéric Joliot, Orsay, University Paris-Sud, University Paris Saclay, Orsay, and Maison De Solenn, University Paris Descartes, Paris, France
| | - Robert Goodman
- King's College London Institute of Psychiatry, Psychology & Neuroscience, London, United Kingdom
| | - Jani Penttilä
- University of Tampere, Medical School, Tampere, Finland
| | - Maren Struve
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Tahmine Fadai
- Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany
| | - Viola Kappel
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, Charité-Universitätsmedizin, Berlin, Germany
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Yvonne Grimmer
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Uli Bromberg
- Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany
| | - Patricia Conrod
- CHU Ste Justine, Department of Psychiatry, 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, Mannheim, Germany
| | - Gareth J Barker
- King's College London Institute of Psychiatry, Psychology & Neuroscience, London, United Kingdom
| | - Arun L W Bokde
- Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Christian Büchel
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, Charité-Universitätsmedizin, Berlin, Germany
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Juergen Gallinat
- Department of Psychiatry and Psychotherapy, Campus CharitéMitte, Charité - Universitätsmedizin, Berlin, Germany
| | - Hugh Garavan
- Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland.,Departments of Psychiatry and Psychology, University of Vermont, Burlington, VT, USA
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Campus CharitéMitte, Charité - Universitätsmedizin, Berlin, Germany
| | - Claire Lawrence
- School of Psychology, University of Nottingham, Nottingham, United Kingdom
| | - Karl Mann
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Frauke Nees
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.,Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | | | - Zdenka Pausova
- Department of Physiology and Nutritional Sciences, the Hospital for Sick Children, University of Toronto, Toronto, Canada
| | - Vincent Frouin
- Neurospin, Commissariat à L'Energie Atomique Et Aux Energies Alternatives, Saclay, France
| | - Marcella Rietschel
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Trevor W Robbins
- Psychology and Behavioural and Clinical neuroscience Institute, University of Cambridge, Cambridge, United Kingdom
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universit㲠Dresden, Germany
| | - Gunter Schumann
- King's College London Institute of Psychiatry, Psychology & Neuroscience, London, United Kingdom.,MRC Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, United Kingdom
| | | | - Jean-Luc Martinot
- INSERM, UMR 1000, Research Unit NeuroImaging and Psychiatry, Service Hospitalier Frédéric Joliot, Orsay, University Paris-Sud, University Paris Saclay, Orsay, and Maison De Solenn, University Paris Descartes, Paris, France .,CENIR Centre de Neuroimagerie de Recherche at Institute of Brain and Spine, Pitié - Salpétrière, Paris, France
| | - Eric Artiges
- INSERM, UMR 1000, Research Unit NeuroImaging and Psychiatry, Service Hospitalier Frédéric Joliot, Orsay, University Paris-Sud, University Paris Saclay, Orsay, and Maison De Solenn, University Paris Descartes, Paris, France.,Psychiatry Department, Orsay Hospital, Orsay, France
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31
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Cognitive control modulates preferential sensory processing of affective stimuli. Neuropsychologia 2016; 91:435-443. [DOI: 10.1016/j.neuropsychologia.2016.09.009] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2016] [Revised: 07/28/2016] [Accepted: 09/09/2016] [Indexed: 11/17/2022]
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32
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Abstract
Population neuroscience endeavors to identify influences shaping the human brain from conception onwards, thus generating knowledge relevant for building and maintaining brain health throughout the life span. This can be achieved by studying large samples of participants drawn from the general population and evaluated with state-of-the-art tools for assessing (a) genes and their regulation; (b) external and internal environments; and (c) brain properties. This chapter reviews the three elements of population neuroscience (principles, tools, innovations, limitations), and discusses future directions in this field.
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Affiliation(s)
- T Paus
- Rotman Research Institute and Departments of Psychology and Psychiatry, University of Toronto, Toronto; Canada and Child Mind Institute, New York, NY, USA.
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33
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Salvia E, Süß M, Tivadar R, Harkness S, Grosbras MH. Mirror Neurons System Engagement in Late Adolescents and Adults While Viewing Emotional Gestures. Front Psychol 2016; 7:1099. [PMID: 27489547 PMCID: PMC4951528 DOI: 10.3389/fpsyg.2016.01099] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2016] [Accepted: 07/07/2016] [Indexed: 01/12/2023] Open
Abstract
Observing others’ actions enhances muscle-specific cortico-spinal excitability, reflecting putative mirror neurons activity. The exposure to emotional stimuli also modulates cortico-spinal excitability. We investigated how those two phenomena might interact when they are combined, i.e., while observing a gesture performed with an emotion, and whether they change during the transition between adolescence and adulthood, a period of social and brain maturation. We delivered single-pulse transcranial magnetic stimulation (TMS) over the hand area of the left primary motor cortex of 27 healthy adults and adolescents and recorded their right first dorsal interossus (FDI) muscle activity (i.e., motor evoked potential – MEP), while they viewed either videos of neutral or angry hand actions and facial expressions, or neutral objects as a control condition. We reproduced the motor resonance and the emotion effects – hand-actions and emotional stimuli induced greater cortico-spinal excitability than the faces/control condition and neutral videos, respectively. Moreover, the influence of emotion was present for faces but not for hand actions, indicating that the motor resonance and the emotion effects might be non-additive. While motor resonance was observed in both groups, the emotion effect was present only in adults and not in adolescents. We discuss the possible neural bases of these findings.
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Affiliation(s)
- Emilie Salvia
- Laboratoire de Neurosciences Cognitives, UMR 7291, Centre National de la Recherche Scientifique and Aix-Marseille UniversitéMarseille, France; Centre National de la Recherche Scientifique, Fédération 3C (FR 3512), Aix-Marseille UniversitéMarseille, France
| | - Moritz Süß
- Centre for Cognitive Neuroimaging, Institute of Neuroscience and Psychology, University of Glasgow Glasgow, UK
| | - Ruxandra Tivadar
- Centre for Cognitive Neuroimaging, Institute of Neuroscience and Psychology, University of Glasgow Glasgow, UK
| | - Sarah Harkness
- Centre for Cognitive Neuroimaging, Institute of Neuroscience and Psychology, University of Glasgow Glasgow, UK
| | - Marie-Hélène Grosbras
- Laboratoire de Neurosciences Cognitives, UMR 7291, Centre National de la Recherche Scientifique and Aix-Marseille UniversitéMarseille, France; Centre National de la Recherche Scientifique, Fédération 3C (FR 3512), Aix-Marseille UniversitéMarseille, France; Centre for Cognitive Neuroimaging, Institute of Neuroscience and Psychology, University of GlasgowGlasgow, UK
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The Hierarchical Structure of the Face Network Revealed by Its Functional Connectivity Pattern. J Neurosci 2016; 36:890-900. [PMID: 26791218 DOI: 10.1523/jneurosci.2789-15.2016] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
A major principle of human brain organization is "integrating" some regions into networks while "segregating" other sets of regions into separate networks. However, little is known about the cognitive function of the integration and segregation of brain networks. Here, we examined the well-studied brain network for face processing, and asked whether the integration and segregation of the face network (FN) are related to face recognition performance. To do so, we used a voxel-based global brain connectivity method based on resting-state fMRI to characterize the within-network connectivity (WNC) and the between-network connectivity (BNC) of the FN. We found that 95.4% of voxels in the FN had a significantly stronger WNC than BNC, suggesting that the FN is a relatively encapsulated network. Importantly, individuals with a stronger WNC (i.e., integration) in the right fusiform face area were better at recognizing faces, whereas individuals with a weaker BNC (i.e., segregation) in the right occipital face area performed better in the face recognition tasks. In short, our study not only demonstrates the behavioral relevance of integration and segregation of the FN but also provides evidence supporting functional division of labor between the occipital face area and fusiform face area in the hierarchically organized FN. Significance statement: Although the integration and segregation are major principles of human brain organization, little is known about whether they support the cognitive processes. By correlating the within-network connectivity (WNC) and between-network connectivity (BNC) of the face network with face recognition performance, we found that individuals with stronger WNC in the right fusiform face area or weaker BNC in the right occipital face area were better at recognizing faces. Our study not only demonstrates the behavioral relevance of the integration and segregation but also provides evidence supporting functional division of labor between the occipital face area and fusiform face area in the hierarchically organized face network.
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35
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Shaw DJ, Mareček R, Grosbras MH, Leonard G, Pike GB, Paus T. Co-ordinated structural and functional covariance in the adolescent brain underlies face processing performance. Soc Cogn Affect Neurosci 2016; 11:556-68. [PMID: 26772669 DOI: 10.1093/scan/nsv138] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2015] [Accepted: 11/12/2015] [Indexed: 12/18/2022] Open
Abstract
Our ability to process complex social cues presented by faces improves during adolescence. Using multivariate analyses of neuroimaging data collected longitudinally from a sample of 38 adolescents (17 males) when they were 10, 11.5, 13 and 15 years old, we tested the possibility that there exists parallel variations in the structural and functional development of neural systems supporting face processing. By combining measures of task-related functional connectivity and brain morphology, we reveal that both the structural covariance and functional connectivity among 'distal' nodes of the face-processing network engaged by ambiguous faces increase during this age range. Furthermore, we show that the trajectory of increasing functional connectivity between the distal nodes occurs in tandem with the development of their structural covariance. This demonstrates a tight coupling between functional and structural maturation within the face-processing network. Finally, we demonstrate that increased functional connectivity is associated with age-related improvements of face-processing performance, particularly in females. We suggest that our findings reflect greater integration among distal elements of the neural systems supporting the processing of facial expressions. This, in turn, might facilitate an enhanced extraction of social information from faces during a time when greater importance is placed on social interactions.
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Affiliation(s)
- Daniel Joel Shaw
- Behavioral and Social Neuroscience Research Group, CEITEC - Central European Institute of Technology, Masaryk University, Brno, Czech Republic
| | - Radek Mareček
- Behavioral and Social Neuroscience Research Group, CEITEC - Central European Institute of Technology, Masaryk University, Brno, Czech Republic, First Department of Neurology, Faculty of Medicine, and St. Anne's University Hospital, Masaryk University, Brno, Czech Republic
| | | | - Gabriel Leonard
- Montreal Neurological Institute, McGill University, Montreal, QC, Canada
| | - G Bruce Pike
- Departments of Radiology & Clinical Neuroscience, University of Calgary, Calgary, AB, Canada, and
| | - Tomáš Paus
- Departments of Psychology and Psychiatry, Rotman Research Institute, University of Toronto, Toronto, ON, Canada
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36
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Ewald A, Becker S, Heinrich A, Banaschewski T, Poustka L, Bokde A, Büchel C, Bromberg U, Cattrell A, Conrod P, Desrivières S, Frouin V, Papadopoulos-Orfanos D, Gallinat J, Garavan H, Heinz A, Walter H, Ittermann B, Gowland P, Paus T, Martinot JL, Paillère Martinot ML, Smolka MN, Vetter N, Whelan R, Schumann G, Flor H, Nees F. The role of the cannabinoid receptor in adolescents' processing of facial expressions. Eur J Neurosci 2015; 43:98-105. [PMID: 26527537 DOI: 10.1111/ejn.13118] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2015] [Revised: 10/26/2015] [Accepted: 10/27/2015] [Indexed: 01/22/2023]
Abstract
The processing of emotional faces is an important prerequisite for adequate social interactions in daily life, and might thus specifically be altered in adolescence, a period marked by significant changes in social emotional processing. Previous research has shown that the cannabinoid receptor CB1R is associated with longer gaze duration and increased brain responses in the striatum to happy faces in adults, yet, for adolescents, it is not clear whether an association between CBR1 and face processing exists. In the present study we investigated genetic effects of the two CB1R polymorphisms, rs1049353 and rs806377, on the processing of emotional faces in healthy adolescents. They participated in functional magnetic resonance imaging during a Faces Task, watching blocks of video clips with angry and neutral facial expressions, and completed a Morphed Faces Task in the laboratory where they looked at different facial expressions that switched from anger to fear or sadness or from happiness to fear or sadness, and labelled them according to these four emotional expressions. A-allele versus GG-carriers in rs1049353 displayed earlier recognition of facial expressions changing from anger to sadness or fear, but not for expressions changing from happiness to sadness or fear, and higher brain responses to angry, but not neutral, faces in the amygdala and insula. For rs806377 no significant effects emerged. This suggests that rs1049353 is involved in the processing of negative facial expressions with relation to anger in adolescence. These findings add to our understanding of social emotion-related mechanisms in this life period.
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Affiliation(s)
- Anais Ewald
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, J5, 68159, Mannheim, Germany
| | - Susanne Becker
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, J5, 68159, Mannheim, Germany
| | - Angela Heinrich
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, J5, 68159, Mannheim, Germany
| | - Tobias Banaschewski
- 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, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.,Department of Child and Adolescent Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria
| | - Arun Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neurosciences, Trinity College Dublin, Dublin 2, Ireland
| | | | - Uli Bromberg
- University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
| | - Anna Cattrell
- Institute of Psychiatry, King's College London, London, UK.,Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Kings College London, London, UK
| | - Patricia Conrod
- Institute of Psychiatry, King's College London, London, UK.,Department of Psychiatry, Universite de Montreal, CHU Ste Justine Hospital, Montreal, QC, Canada
| | - Sylvane Desrivières
- Institute of Psychiatry, King's College London, London, UK.,Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Kings College London, London, UK
| | - Vincent Frouin
- Neurospin, Commissariat à l'Energie Atomique, CEA-Saclay Center, Paris, France
| | | | - Jürgen Gallinat
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, Burlington, VT, USA
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | | | - Penny Gowland
- School of Psychology, University of Nottingham, Nottingham, UK
| | - Tomáš Paus
- School of Psychology, University of Nottingham, Nottingham, UK.,Baycrest and Departments of Psychology and Psychiatry, Rotman Research Institute, University of Toronto, Toronto, ON, Canada
| | - Jean-Luc Martinot
- INSERM, UMR 1000, Research Unit Imaging and Psychiatry, CEA, DSV, I2BM-Service Hospitalier Frédéric Joliot, Orsay, France.,University Paris-Sud 11, Orsay, France.,University Paris Descartes, Sorbonne Paris Cité, Paris, France.,Psychiatry Department 91G16, Orsay Hospital, Orsay, France
| | - Marie-Laure Paillère Martinot
- INSERM, UMR 1000, Research Unit Imaging and Psychiatry, CEA, DSV, I2BM-Service Hospitalier Frédéric Joliot, Orsay, France.,University Paris-Sud 11, Orsay, France.,University Paris Descartes, Sorbonne Paris Cité, Paris, France.,AP-HP, Department of Adolescent Psychopathology and Medicine, Maison de Solenn, Cochin Hospital, Paris, France
| | - Michael N Smolka
- Department of Psychiatry and Psychotherapy, Faculty of Medicine Carl Gustav Carus, Section of Systems Neuroscience, Technische Universität Dresden, Dresden, Germany
| | - Nora Vetter
- Department of Psychiatry and Psychotherapy, Faculty of Medicine Carl Gustav Carus, Section of Systems Neuroscience, Technische Universität Dresden, Dresden, Germany
| | - Rob Whelan
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neurosciences, Trinity College Dublin, Dublin 2, Ireland
| | - Gunter Schumann
- Institute of Psychiatry, King's College London, London, UK.,Medical Research Council - Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Kings College London, London, UK
| | - Herta Flor
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, J5, 68159, Mannheim, Germany
| | - Frauke Nees
- Department of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, J5, 68159, Mannheim, Germany
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37
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Ruggeri B, Nymberg C, Vuoksimaa E, Lourdusamy A, Wong CP, Carvalho FM, Jia T, Cattrell A, Macare C, Banaschewski T, Barker GJ, Bokde ALW, Bromberg U, Büchel C, Conrod PJ, Fauth-Bühler M, Flor H, Frouin V, Gallinat J, Garavan H, Gowland P, Heinz A, Ittermann B, Martinot JL, Nees F, Pausova Z, Paus T, Rietschel M, Robbins T, Smolka MN, Spanagel R, Bakalkin G, Mill J, Sommer WH, Rose RJ, Yan J, Aliev F, Dick D, Kaprio J, Desrivières S, Schumann G. Association of Protein Phosphatase PPM1G With Alcohol Use Disorder and Brain Activity During Behavioral Control in a Genome-Wide Methylation Analysis. Am J Psychiatry 2015; 172:543-52. [PMID: 25982659 PMCID: PMC4827248 DOI: 10.1176/appi.ajp.2014.14030382] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
OBJECTIVE The genetic component of alcohol use disorder is substantial, but monozygotic twin discordance indicates a role for nonheritable differences that could be mediated by epigenetics. Despite growing evidence associating epigenetics and psychiatric disorders, it is unclear how epigenetics, particularly DNA methylation, relate to brain function and behavior, including drinking behavior. METHOD The authors carried out a genome-wide analysis of DNA methylation of 18 monozygotic twin pairs discordant for alcohol use disorder and validated differentially methylated regions. After validation, the authors characterized these differentially methylated regions using personality trait assessment and functional MRI in a sample of 499 adolescents. RESULTS Hypermethylation in the 3'-protein-phosphatase-1G (PPM1G) gene locus was associated with alcohol use disorder. The authors found association of PPM1G hypermethylation with early escalation of alcohol use and increased impulsiveness. They also observed association of PPM1G hypermethylation with increased blood-oxygen-level-dependent response in the right subthalamic nucleus during an impulsiveness task. CONCLUSIONS Overall, the authors provide first evidence for an epigenetic marker associated with alcohol consumption and its underlying neurobehavioral phenotype.
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Affiliation(s)
- Barbara Ruggeri
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Charlotte Nymberg
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Eero Vuoksimaa
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Anbarasu Lourdusamy
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Cybele P Wong
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Fabiana M Carvalho
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Tianye Jia
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Anna Cattrell
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Christine Macare
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Tobias Banaschewski
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Gareth J Barker
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Arun L W Bokde
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Uli Bromberg
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Christian Büchel
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Patricia J Conrod
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Mira Fauth-Bühler
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Herta Flor
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Vincent Frouin
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Jürgen Gallinat
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Hugh Garavan
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Penny Gowland
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Andreas Heinz
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Bernd Ittermann
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Jean-Luc Martinot
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Frauke Nees
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Zdenka Pausova
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Tomáš Paus
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Marcella Rietschel
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Trevor Robbins
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Michael N Smolka
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Rainer Spanagel
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Georgy Bakalkin
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Jonathan Mill
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Wolfgang H Sommer
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Richard J Rose
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Jia Yan
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Fazil Aliev
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Danielle Dick
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Jaakko Kaprio
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Sylvane Desrivières
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
| | - Gunter Schumann
- From the Institute of Psychiatry, King's College London; the MRC Social, Genetic, and Developmental Psychiatry Centre, London; the Department of Public Health, the Department of Mental Health and Substance Abuse Services, and the Institute for Molecular Medicine, University of Helsinki, Helsinki; the National Institute for Health and Welfare, Helsinki; the Central Institute of Mental Health, Medical Faculty Mannheim, the Department of Addictive Behaviour and Addiction Medicine, and the Department of Cognitive and Clinical Neuroscience, Heidelberg University, Mannheim, Germany; the Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; the Department of Psychiatry, University of Montreal, and CHU Sainte-Justine Hospital, Montreal; NeuroSpin, Alternative Energies and Atomic Energy Commission (CEA), Paris; the Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité-Universitätsmedizin Berlin, Germany; the Departments of Psychiatry and Psychology, University of Vermont, Middlebury; the School of Physics and Astronomy and the School of Psychology, University of Nottingham, Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin, Germany; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris; Hospital for Sick Children and Rotman Research Institute, University of Toronto, Toronto; Montreal Neurological Institute, McGill University, Montreal; the Behavioural and Clinical Neuroscience Institute and the Department of Psychology, University of Cambridge, Cambridge, United Kingdom; the Department of Psychiatry and Psychotherapy and the Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Germany; the Division of Biological Resea
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Zhen Z, Yang Z, Huang L, Kong XZ, Wang X, Dang X, Huang Y, Song Y, Liu J. Quantifying interindividual variability and asymmetry of face-selective regions: a probabilistic functional atlas. Neuroimage 2015; 113:13-25. [PMID: 25772668 DOI: 10.1016/j.neuroimage.2015.03.010] [Citation(s) in RCA: 94] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2014] [Revised: 02/28/2015] [Accepted: 03/05/2015] [Indexed: 01/10/2023] Open
Abstract
Face-selective regions (FSRs) are among the most widely studied functional regions in the human brain. However, individual variability of the FSRs has not been well quantified. Here we use functional magnetic resonance imaging (fMRI) to localize the FSRs and quantify their spatial and functional variabilities in 202 healthy adults. The occipital face area (OFA), posterior and anterior fusiform face areas (pFFA and aFFA), posterior continuation of the superior temporal sulcus (pcSTS), and posterior and anterior STS (pSTS and aSTS) were delineated for each individual with a semi-automated procedure. A probabilistic atlas was constructed to characterize their interindividual variability, revealing that the FSRs were highly variable in location and extent across subjects. The variability of FSRs was further quantified on both functional (i.e., face selectivity) and spatial (i.e., volume, location of peak activation, and anatomical location) features. Considerable interindividual variability and rightward asymmetry were found in all FSRs on these features. Taken together, our work presents the first effort to characterize comprehensively the variability of FSRs in a large sample of healthy subjects, and invites future work on the origin of the variability and its relation to individual differences in behavioral performance. Moreover, the probabilistic functional atlas will provide an adequate spatial reference for mapping the face network.
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Affiliation(s)
- Zonglei Zhen
- State Key Laboratory of Cognitive Neuroscience and Learning & IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing 100875, China; Center for Collaboration and Innovation in Brain and Learning Sciences, Beijing Normal University, Beijing 100875, China
| | - Zetian Yang
- State Key Laboratory of Cognitive Neuroscience and Learning & IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing 100875, China; Center for Collaboration and Innovation in Brain and Learning Sciences, Beijing Normal University, Beijing 100875, China
| | - Lijie Huang
- State Key Laboratory of Cognitive Neuroscience and Learning & IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing 100875, China; Center for Collaboration and Innovation in Brain and Learning Sciences, Beijing Normal University, Beijing 100875, China
| | - Xiang-Zhen Kong
- State Key Laboratory of Cognitive Neuroscience and Learning & IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing 100875, China; Center for Collaboration and Innovation in Brain and Learning Sciences, Beijing Normal University, Beijing 100875, China
| | - Xu Wang
- State Key Laboratory of Cognitive Neuroscience and Learning & IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing 100875, China; Center for Collaboration and Innovation in Brain and Learning Sciences, Beijing Normal University, Beijing 100875, China
| | - Xiaobin Dang
- State Key Laboratory of Cognitive Neuroscience and Learning & IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing 100875, China; Center for Collaboration and Innovation in Brain and Learning Sciences, Beijing Normal University, Beijing 100875, China
| | - Yangyue Huang
- State Key Laboratory of Cognitive Neuroscience and Learning & IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing 100875, China; Center for Collaboration and Innovation in Brain and Learning Sciences, Beijing Normal University, Beijing 100875, China
| | - Yiying Song
- State Key Laboratory of Cognitive Neuroscience and Learning & IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing 100875, China; Center for Collaboration and Innovation in Brain and Learning Sciences, Beijing Normal University, Beijing 100875, China
| | - Jia Liu
- School of Psychology, Beijing Normal University, Beijing 100875, China; Center for Collaboration and Innovation in Brain and Learning Sciences, Beijing Normal University, Beijing 100875, China.
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Fritsch V, Da Mota B, Loth E, Varoquaux G, Banaschewski T, Barker GJ, Bokde ALW, Brühl R, Butzek B, Conrod P, Flor H, Garavan H, Lemaitre H, Mann K, Nees F, Paus T, Schad DJ, Schümann G, Frouin V, Poline JB, Thirion B. Robust regression for large-scale neuroimaging studies. Neuroimage 2015; 111:431-41. [PMID: 25731989 DOI: 10.1016/j.neuroimage.2015.02.048] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2014] [Revised: 02/09/2015] [Accepted: 02/19/2015] [Indexed: 02/06/2023] Open
Abstract
Multi-subject datasets used in neuroimaging group studies have a complex structure, as they exhibit non-stationary statistical properties across regions and display various artifacts. While studies with small sample sizes can rarely be shown to deviate from standard hypotheses (such as the normality of the residuals) due to the poor sensitivity of normality tests with low degrees of freedom, large-scale studies (e.g. >100 subjects) exhibit more obvious deviations from these hypotheses and call for more refined models for statistical inference. Here, we demonstrate the benefits of robust regression as a tool for analyzing large neuroimaging cohorts. First, we use an analytic test based on robust parameter estimates; based on simulations, this procedure is shown to provide an accurate statistical control without resorting to permutations. Second, we show that robust regression yields more detections than standard algorithms using as an example an imaging genetics study with 392 subjects. Third, we show that robust regression can avoid false positives in a large-scale analysis of brain-behavior relationships with over 1500 subjects. Finally we embed robust regression in the Randomized Parcellation Based Inference (RPBI) method and demonstrate that this combination further improves the sensitivity of tests carried out across the whole brain. Altogether, our results show that robust procedures provide important advantages in large-scale neuroimaging group studies.
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Affiliation(s)
- Virgile Fritsch
- Parietal Team, INRIA Saclay-Île-de-France, Saclay, France; CEA, DSV, I2BM, Neurospin bât 145, 91191 Gif-Sur-Yvette, France; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany.
| | - Benoit Da Mota
- Parietal Team, INRIA Saclay-Île-de-France, Saclay, France; CEA, DSV, I2BM, Neurospin bât 145, 91191 Gif-Sur-Yvette, France; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Eva Loth
- Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, King's College London, London, United Kingdom; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Gaël Varoquaux
- Parietal Team, INRIA Saclay-Île-de-France, Saclay, France; CEA, DSV, I2BM, Neurospin bât 145, 91191 Gif-Sur-Yvette, France; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Gareth J Barker
- MRC Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, United Kingdom; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Arun L W Bokde
- Trinity College Institute of Neuroscience and Discipline of Psychiatry, School of Medicine, Trinity College Dublin, Dublin, Ireland; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Rüdiger Brühl
- Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; Physikalisch-Technische Bundesanstalt (PTB), Braunschweig, Berlin, Germany; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Brigitte Butzek
- Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité Universitätsmedizin Berlin, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Patricia Conrod
- MRC Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, United Kingdom; Department of Psychiatry, Universite de Montreal, CHU Ste Justine Hospital, Canada; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Herta Flor
- Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; Central Institute of Mental Health, Mannheim, Germany; Medical Faculty Mannheim, University of Heidelberg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Hugh Garavan
- Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland; Department of Psychiatry, University of VT, USA; Department of Psychology, University of VT, USA; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Hervé Lemaitre
- Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging & Psychiatry", University Paris Sud, Orsay, France; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Karl Mann
- Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Department of Addictive Behaviour and Addiction Medicine, Germany; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Frauke Nees
- Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; Central Institute of Mental Health, Mannheim, Germany; Medical Faculty Mannheim, University of Heidelberg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Tomas Paus
- Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; Rotman Research Institute, University of Toronto, Toronto, Canada; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; School of Psychology, University of Nottingham, United Kingdom; Montreal Neurological Institute, McGill University, Canada; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Daniel J Schad
- Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; Department of Psychiatry and Psychotherapy, Campus Charité Mitte, Charité Universitätsmedizin Berlin, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Gunter Schümann
- MRC Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, United Kingdom; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Vincent Frouin
- CEA, DSV, I2BM, Neurospin bât 145, 91191 Gif-Sur-Yvette, France; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Jean-Baptiste Poline
- Helen Wills Neuroscience Institute, Henry H. Wheeler Jr. Brain Imaging Center, University of California at Berkeley, USA; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
| | - Bertrand Thirion
- Parietal Team, INRIA Saclay-Île-de-France, Saclay, France; CEA, DSV, I2BM, Neurospin bât 145, 91191 Gif-Sur-Yvette, France; Universitaetsklinikum Hamburg Eppendorf, Hamburg, Germany; School of Physics and Astronomy, University of Nottingham, United Kingdom; AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France; The Hospital for Sick Children, University of Toronto, Toronto, Canada; Behavioural and Clinical Neurosciences Institute, Department of Experimental Psychology, University of Cambridge, United Kingdom; Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Germany; Neuroimaging Center, Technische Universität Dresden, Germany
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Sex differences in COMT polymorphism effects on prefrontal inhibitory control in adolescence. Neuropsychopharmacology 2014; 39:2560-9. [PMID: 24820538 PMCID: PMC4207335 DOI: 10.1038/npp.2014.107] [Citation(s) in RCA: 50] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/11/2013] [Revised: 04/03/2014] [Accepted: 04/04/2014] [Indexed: 11/08/2022]
Abstract
Catecholamine-0-methyl-transferase (COMT) gene variation effects on prefrontal blood oxygenation-level-dependent (BOLD) activation are robust; however, despite observations that COMT is estrogenically catabolized, sex differences in its prefrontal repercussions remain unclear. Here, in a large sample of healthy adolescents stratified by sex and Val(158)Met genotype (n=1133), we examine BOLD responses during performance of the stop-signal task in right-hemispheric prefrontal regions fundamental to inhibitory control. A significant sex-by-genotype interaction was observed in pre-SMA during successful-inhibition trials and in both pre-SMA and inferior frontal cortex during failed-inhibition trials with Val homozygotes displaying elevated activation compared with other genotypes in males but not in females. BOLD activation in the same regions significantly mediated the relationship between COMT genotype and inhibitory proficiency as indexed by stop-signal reaction time in males alone. These sexually dimorphic effects of COMT on inhibitory brain activation have important implications for our understanding of the contrasting patterns of prefrontally governed psychopathology observed in males and females.
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Loth E, Poline JB, Thyreau B, Jia T, Tao C, Lourdusamy A, Stacey D, Cattrell A, Desrivières S, Ruggeri B, Fritsch V, Banaschewski T, Barker GJ, Bokde ALW, Büchel C, Carvalho FM, Conrod PJ, Fauth-Buehler M, Flor H, Gallinat J, Garavan H, Heinz A, Bruehl R, Lawrence C, Mann K, Martinot JL, Nees F, Paus T, Pausova Z, Poustka L, Rietschel M, Smolka M, Struve M, Feng J, Schumann G. Oxytocin receptor genotype modulates ventral striatal activity to social cues and response to stressful life events. Biol Psychiatry 2014; 76:367-76. [PMID: 24120094 DOI: 10.1016/j.biopsych.2013.07.043] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/27/2012] [Revised: 07/01/2013] [Accepted: 07/02/2013] [Indexed: 01/29/2023]
Abstract
BACKGROUND Common variants in the oxytocin receptor gene (OXTR) have been shown to influence social and affective behavior and to moderate the effect of adverse experiences on risk for social-affective problems. However, the intermediate neurobiological mechanisms are not fully understood. Although human functional neuroimaging studies have reported that oxytocin effects on social behavior and emotional states are mediated by amygdala function, animal models indicate that oxytocin receptors in the ventral striatum (VS) modulate sensitivity to social reinforcers. This study aimed to comprehensively investigate OXTR-dependent brain mechanisms associated with social-affective problems. METHODS In a sample of 1445 adolescents we tested the effect of 23-tagging single nucleotide polymorphisms across the OXTR region and stressful life events (SLEs) on functional magnetic resonance imaging blood oxygen level-dependent activity in the VS and amygdala to animated angry faces. Single nucleotide polymorphisms for which gene-wide significant effects on brain function were found were then carried forward to examine associations with social-affective problems. RESULTS A gene-wide significant effect of rs237915 showed that adolescents with minor CC-genotype had significantly lower VS activity than CT/TT-carriers. Significant or nominally significant gene × environment effects on emotional problems (in girls) and peer problems (in boys) revealed a strong increase in clinical symptoms as a function of SLEs in CT/TT-carriers but not CC-homozygotes. However, in low-SLE environments, CC-homozygotes had more emotional problems (girls) and peer problems (boys). Moreover, among CC-homozygotes, reduced VS activity was related to more peer problems. CONCLUSIONS These findings suggest that a common OXTR-variant affects brain responsiveness to negative social cues and that in "risk-carriers" reduced sensitivity is simultaneously associated with more social-affective problems in "favorable environments" and greater resilience against stressful experiences.
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Affiliation(s)
- Eva Loth
- Institute of Psychiatry, King's College London; MRC Social, Genetic and Developmental Psychiatry Centre, London.
| | | | | | - Tianye Jia
- Institute of Psychiatry, King's College London; MRC Social, Genetic and Developmental Psychiatry Centre, London
| | - Chenyang Tao
- Center for Computational Systems Biology, School of Mathematical Science, Fudan University, Shanghai, China
| | - Anbarasu Lourdusamy
- Institute of Psychiatry, King's College London; MRC Social, Genetic and Developmental Psychiatry Centre, London
| | - David Stacey
- Institute of Psychiatry, King's College London; MRC Social, Genetic and Developmental Psychiatry Centre, London
| | - Anna Cattrell
- Institute of Psychiatry, King's College London; MRC Social, Genetic and Developmental Psychiatry Centre, London
| | - Sylvane Desrivières
- Institute of Psychiatry, King's College London; MRC Social, Genetic and Developmental Psychiatry Centre, London
| | - Barbara Ruggeri
- Institute of Psychiatry, King's College London; MRC Social, Genetic and Developmental Psychiatry Centre, London
| | - Virgile Fritsch
- Neurospin, Commissariat à l'Energie Atomique, CEA-Saclay Center
| | | | | | - Arun L W Bokde
- Institute of Neuroscience , Trinity College, Dublin, Ireland
| | | | - Fabiana M Carvalho
- Institute of Psychiatry, King's College London; MRC Social, Genetic and Developmental Psychiatry Centre, London
| | - Patricia J Conrod
- Institute of Psychiatry, King's College London; Department of Psychiatry , Université de Montreal, CHU St Justine Hosptial
| | | | - Herta Flor
- Central Institute of Mental Health, University of Mannheim
| | - Jürgen Gallinat
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin
| | - Hugh Garavan
- Institute of Neuroscience , Trinity College, Dublin, Ireland; Departments of Psychiatry and Psychology, University of Vermont, Burlington, Vermont
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin
| | - Ruediger Bruehl
- Physikalisch-Technische Bundesanstalt, Braunschweig und Berlin
| | - Claire Lawrence
- School of Psychology, University of Nottingham, Nottingham, United Kingdom
| | - Karl Mann
- Central Institute of Mental Health, Medical Faculty Mannheim/Heidelberg University, Department of Addictive Behaviour and Addiction Medicine, Mannheim
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 "Imaging and Psychiatry," University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France
| | - Frauke Nees
- Central Institute of Mental Health, University of Mannheim
| | - Tomáš Paus
- School of Psychology, University of Nottingham, Nottingham, United Kingdom; The Rotman Research Institute, Baycrest; Montreal Neurological Institute, McGill University, Montreal
| | - Zdenka Pausova
- The Hospital for Sick Children, University of Toronto, Toronto, Canada
| | - Luise Poustka
- Central Institute of Mental Health, University of Mannheim
| | | | - Michael Smolka
- Central Institute of Mental Health, University of Mannheim
| | - Maren Struve
- Department of Psychiatry and Psychotherapy; Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Dresden, Germany
| | - Jianfeng Feng
- Department of Computer Science, University of Warwick, Coventry, United Kingdom
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Dickie EW, Tahmasebi A, French L, Kovacevic N, Banaschewski T, Barker GJ, Bokde A, Büchel C, Conrod P, Flor H, Garavan H, Gallinat J, Gowland P, Heinz A, Ittermann B, Lawrence C, Mann K, Martinot JL, Nees F, Nichols T, Lathrop M, Loth E, Pausova Z, Rietschel M, Smolka MN, Ströhle A, Toro R, Schumann G, Paus T. Global genetic variations predict brain response to faces. PLoS Genet 2014; 10:e1004523. [PMID: 25122193 PMCID: PMC4133042 DOI: 10.1371/journal.pgen.1004523] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2013] [Accepted: 05/30/2014] [Indexed: 01/21/2023] Open
Abstract
Face expressions are a rich source of social signals. Here we estimated the proportion of phenotypic variance in the brain response to facial expressions explained by common genetic variance captured by ∼500,000 single nucleotide polymorphisms. Using genomic-relationship-matrix restricted maximum likelihood (GREML), we related this global genetic variance to that in the brain response to facial expressions, as assessed with functional magnetic resonance imaging (fMRI) in a community-based sample of adolescents (n = 1,620). Brain response to facial expressions was measured in 25 regions constituting a face network, as defined previously. In 9 out of these 25 regions, common genetic variance explained a significant proportion of phenotypic variance (40–50%) in their response to ambiguous facial expressions; this was not the case for angry facial expressions. Across the network, the strength of the genotype-phenotype relationship varied as a function of the inter-individual variability in the number of functional connections possessed by a given region (R2 = 0.38, p<0.001). Furthermore, this variability showed an inverted U relationship with both the number of observed connections (R2 = 0.48, p<0.001) and the magnitude of brain response (R2 = 0.32, p<0.001). Thus, a significant proportion of the brain response to facial expressions is predicted by common genetic variance in a subset of regions constituting the face network. These regions show the highest inter-individual variability in the number of connections with other network nodes, suggesting that the genetic model captures variations across the adolescent brains in co-opting these regions into the face network. We measured brain response to facial expressions in a large sample of typically developing adolescents (n = 1,620) and assessed “heritability” of the response using common genetic variations across the genome. In a subset of brain regions, we explained 40–50% of phenotypic variance by genetic variance. These brain regions appear to differ from the rest of the face network in the degree of inter-individual variations in their functional connectivity. We propose that these regions, including the prefrontal and premotor cortex, represent “Optional” part of the network co-opted by its “Obligatory” members, including the posterior part of the superior temporal sulcus, fusiform face area and the lateral occipital cortex, concerned with processing complex visual stimuli.
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Affiliation(s)
- Erin W. Dickie
- Rotman Research Institute, University of Toronto, Toronto, Ontario, Canada
| | - Amir Tahmasebi
- Rotman Research Institute, University of Toronto, Toronto, Ontario, Canada
- Philips Research North America, Briarcliff Manor, New York, United States of America
| | - Leon French
- Rotman Research Institute, University of Toronto, Toronto, Ontario, Canada
| | - Natasa Kovacevic
- Rotman Research Institute, University of Toronto, Toronto, Ontario, Canada
| | - Tobias Banaschewski
- Central Institute of Mental Health, Mannheim, Germany
- Medical Faculty Mannheim, University of Heidelberg, Heidelberg, Germany
| | - Gareth J. Barker
- Institute of Psychiatry, King's College London, London, United Kingdom
| | - Arun Bokde
- Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | | | - Patricia Conrod
- Institute of Psychiatry, King's College London, London, United Kingdom
- Department of Psychiatry, Universite de Montreal, CHU Ste Justine Hospital, Montreal, Quebec, Canada
| | - Herta Flor
- Central Institute of Mental Health, Mannheim, Germany
- Medical Faculty Mannheim, University of Heidelberg, Heidelberg, Germany
| | - Hugh Garavan
- Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
- Departments of Psychiatry and Psychology, University of Vermont, Burlington, Vermont, United States of America
| | - Juergen Gallinat
- Department of Psychiatry and Psychotherapy, Charité – Universitätsmedizin Berlin, Berlin, Germany
| | - Penny Gowland
- Sir Peter Mansfield MR Centre, University of Nottingham, Nottingham, United Kindom
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Charité – Universitätsmedizin Berlin, Berlin, Germany
| | - Bernd Ittermann
- Physikalisch-Technische Bundesanstalt (PTB), Braunschweig und Berlin, Berlin, Germany
| | - Claire Lawrence
- School of Psychology, University of Nottingham, Nottingham, United Kindom
| | - Karl Mann
- Central Institute of Mental Health, Mannheim, Germany
- Medical Faculty Mannheim, University of Heidelberg, Heidelberg, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM CEA Unit 1000 “Imaging & Psychiatry”, University Paris Sud, Orsay, and AP-HP Department of Adolescent Psychopathology and Medicine, Maison de Solenn, University Paris Descartes, Paris, France
| | - Frauke Nees
- Central Institute of Mental Health, Mannheim, Germany
- Medical Faculty Mannheim, University of Heidelberg, Heidelberg, Germany
| | | | | | - Eva Loth
- Institute of Psychiatry, King's College London, London, United Kingdom
- MRC Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, United Kingdom
| | - Zdenka Pausova
- The Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada
| | - Marcela Rietschel
- Central Institute of Mental Health, Mannheim, Germany
- Medical Faculty Mannheim, University of Heidelberg, Heidelberg, Germany
| | - Michal N. Smolka
- Department of Psychiatry and Psychotherapy, Technische Universität Dresden, Dresden, Germany
- Neuroimaging Center, Department of Psychology, Technische Universität Dresden, Dresden, Germany
| | - Andreas Ströhle
- Department of Psychiatry and Psychotherapy, Charité – Universitätsmedizin Berlin, Berlin, Germany
| | | | - Gunter Schumann
- Institute of Psychiatry, King's College London, London, United Kingdom
- MRC Social, Genetic and Developmental Psychiatry (SGDP) Centre, London, United Kingdom
| | | | - Tomáš Paus
- Rotman Research Institute, University of Toronto, Toronto, Ontario, Canada
- School of Psychology, University of Nottingham, Nottingham, United Kindom
- * E-mail:
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Mothersill O, Morris DW, Kelly S, Rose EJ, Bokde A, Reilly R, Gill M, Corvin AP, Donohoe G. Altered medial prefrontal activity during dynamic face processing in schizophrenia spectrum patients. Schizophr Res 2014; 157:225-30. [PMID: 24888525 DOI: 10.1016/j.schres.2014.05.023] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/14/2014] [Revised: 04/30/2014] [Accepted: 05/18/2014] [Indexed: 01/06/2023]
Abstract
BACKGROUND Processing the emotional content of faces is recognised as a key deficit of schizophrenia, associated with poorer functional outcomes and possibly contributing to the severity of clinical symptoms such as paranoia. At the neural level, fMRI studies have reported altered limbic activity in response to facial stimuli. However, previous studies may be limited by the use of cognitively demanding tasks and static facial stimuli. To address these issues, the current study used a face processing task involving both passive face viewing and dynamic social stimuli. Such a task may (1) lack the potentially confounding effects of high cognitive demands and (2) show higher ecological validity. METHODS Functional MRI was used to examine neural activity in 25 patients with a DSM-IV diagnosis of schizophrenia/schizoaffective disorder and 21 age- and gender-matched healthy controls while they participated in a face processing task, which involved viewing videos of angry and neutral facial expressions, and a non-biological baseline condition. RESULTS While viewing faces, patients showed significantly weaker deactivation of the medial prefrontal cortex, including the anterior cingulate, and decreased activation in the left cerebellum, compared to controls. Patients also showed weaker medial prefrontal deactivation while viewing the angry faces relative to baseline. DISCUSSION Given that the anterior cingulate plays a role in processing negative emotion, weaker deactivation of this region in patients while viewing faces may contribute to an increased perception of social threat. Future studies examining the neurobiology of social cognition in schizophrenia using fMRI may help establish targets for treatment interventions.
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Affiliation(s)
- Omar Mothersill
- Neuropsychiatric Genetics Group, Department of Psychiatry, Trinity College Dublin, College Green, Dublin 2, Ireland; Trinity College Institute for Neuroscience, Trinity College Dublin, College Green, Dublin 2, Ireland
| | - Derek W Morris
- Neuropsychiatric Genetics Group, Department of Psychiatry, Trinity College Dublin, College Green, Dublin 2, Ireland; Trinity College Institute for Neuroscience, Trinity College Dublin, College Green, Dublin 2, Ireland; School of Psychology, National University of Ireland Galway, University Road, Galway, Ireland
| | - Sinead Kelly
- Neuropsychiatric Genetics Group, Department of Psychiatry, Trinity College Dublin, College Green, Dublin 2, Ireland; Trinity College Institute for Neuroscience, Trinity College Dublin, College Green, Dublin 2, Ireland
| | - Emma Jane Rose
- Neuropsychiatric Genetics Group, Department of Psychiatry, Trinity College Dublin, College Green, Dublin 2, Ireland; Trinity College Institute for Neuroscience, Trinity College Dublin, College Green, Dublin 2, Ireland; Transdisciplinary Science and Translational Prevention Program (TSTPP), Research Triangle Institute International, Baltimore, MD, United States
| | - Arun Bokde
- Trinity College Institute for Neuroscience, Trinity College Dublin, College Green, Dublin 2, Ireland
| | - Richard Reilly
- Trinity College Institute for Neuroscience, Trinity College Dublin, College Green, Dublin 2, Ireland
| | - Michael Gill
- Neuropsychiatric Genetics Group, Department of Psychiatry, Trinity College Dublin, College Green, Dublin 2, Ireland; Trinity College Institute for Neuroscience, Trinity College Dublin, College Green, Dublin 2, Ireland
| | - Aiden P Corvin
- Neuropsychiatric Genetics Group, Department of Psychiatry, Trinity College Dublin, College Green, Dublin 2, Ireland; Trinity College Institute for Neuroscience, Trinity College Dublin, College Green, Dublin 2, Ireland
| | - Gary Donohoe
- Neuropsychiatric Genetics Group, Department of Psychiatry, Trinity College Dublin, College Green, Dublin 2, Ireland; Trinity College Institute for Neuroscience, Trinity College Dublin, College Green, Dublin 2, Ireland; School of Psychology, National University of Ireland Galway, University Road, Galway, Ireland.
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van den Bulk BG, Meens PHF, van Lang NDJ, de Voogd EL, van der Wee NJA, Rombouts SARB, Crone EA, Vermeiren RRJM. Amygdala activation during emotional face processing in adolescents with affective disorders: the role of underlying depression and anxiety symptoms. Front Hum Neurosci 2014; 8:393. [PMID: 24926249 PMCID: PMC4046490 DOI: 10.3389/fnhum.2014.00393] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2014] [Accepted: 05/16/2014] [Indexed: 11/24/2022] Open
Abstract
Depressive and anxiety disorders are often first diagnosed during adolescence and it is known that they persist into adulthood. Previous studies often tried to dissociate depressive and anxiety disorders, but high comorbidity makes this difficult and maybe even impossible. The goal of this study was to use neuroimaging to test what the unique contribution is of depression and anxiety symptomatology on emotional processing and amygdala activation, and to compare the results with a healthy control group. We included 25 adolescents with depressive and/or anxiety disorders and 26 healthy adolescents. Participants performed an emotional face processing task while in the MRI scanner. We were particularly interested in the relation between depression/anxiety symptomatology and patterns of amygdala activation. There were no significant differences in activation patterns between the control group and the clinical group on whole brain level and ROI level. However, we found that dimensional scores on an anxiety but not a depression subscale significantly predicted brain activation in the right amygdala when processing fearful, happy and neutral faces. These results suggest that anxiety symptoms are a better predictor for differentiating activation patterns in the amygdala than depression symptoms. Although the current study includes a relatively large sample of treatment naïve adolescents with depression/anxiety disorders, results might be influenced by differences between studies in recruitment strategies or methodology. Future research should include larger samples with a more equal distribution of adolescents with a clinical diagnosis of depression and/or anxiety. To conclude, this study shows that abnormal amygdala responses to emotional faces in depression and anxiety seems to be more dependent on anxiety symptoms than on depression symptoms, and thereby highlights the need for more research to better characterize clinical groups in future studies.
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Affiliation(s)
- Bianca G van den Bulk
- Department of Child and Adolescent Psychiatry, Curium-Leiden University Medical Center Oegstgeest, Netherlands ; Brain and Development Lab, Department of Developmental and Educational Psychology, Institute of Psychology, Leiden University Leiden, Netherlands ; Leiden Institute for Brain and Cognition, Leiden University Leiden, Netherlands
| | - Paul H F Meens
- Department of Child and Adolescent Psychiatry, Curium-Leiden University Medical Center Oegstgeest, Netherlands ; Leiden Institute for Brain and Cognition, Leiden University Leiden, Netherlands
| | - Natasja D J van Lang
- Department of Child and Adolescent Psychiatry, Curium-Leiden University Medical Center Oegstgeest, Netherlands ; Leiden Institute for Brain and Cognition, Leiden University Leiden, Netherlands
| | - E L de Voogd
- Department of Developmental Psychology, Faculty of Social and Behavioral Science, University of Amsterdam Amsterdam, Netherlands
| | - Nic J A van der Wee
- Leiden Institute for Brain and Cognition, Leiden University Leiden, Netherlands ; Department of Psychiatry, Leiden University Medical Center Leiden, Netherlands
| | - Serge A R B Rombouts
- Brain and Development Lab, Department of Developmental and Educational Psychology, Institute of Psychology, Leiden University Leiden, Netherlands ; Leiden Institute for Brain and Cognition, Leiden University Leiden, Netherlands ; Department of Radiology, Leiden University Medical Center Leiden, Netherlands
| | - Eveline A Crone
- Brain and Development Lab, Department of Developmental and Educational Psychology, Institute of Psychology, Leiden University Leiden, Netherlands ; Leiden Institute for Brain and Cognition, Leiden University Leiden, Netherlands
| | - Robert R J M Vermeiren
- Department of Child and Adolescent Psychiatry, Curium-Leiden University Medical Center Oegstgeest, Netherlands ; Leiden Institute for Brain and Cognition, Leiden University Leiden, Netherlands
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Effects of MIR137 on fronto-amygdala functional connectivity. Neuroimage 2014; 90:189-95. [DOI: 10.1016/j.neuroimage.2013.12.019] [Citation(s) in RCA: 41] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2013] [Revised: 10/08/2013] [Accepted: 12/11/2013] [Indexed: 12/12/2022] Open
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Modeling of the hemodynamic responses in block design fMRI studies. J Cereb Blood Flow Metab 2014; 34:316-24. [PMID: 24252847 PMCID: PMC3915209 DOI: 10.1038/jcbfm.2013.200] [Citation(s) in RCA: 46] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/09/2013] [Revised: 10/17/2013] [Accepted: 10/21/2013] [Indexed: 11/08/2022]
Abstract
The hemodynamic response function (HRF) describes the local response of brain vasculature to functional activation. Accurate HRF modeling enables the investigation of cerebral blood flow regulation and improves our ability to interpret fMRI results. Block designs have been used extensively as fMRI paradigms because detection power is maximized; however, block designs are not optimal for HRF parameter estimation. Here we assessed the utility of block design fMRI data for HRF modeling. The trueness (relative deviation), precision (relative uncertainty), and identifiability (goodness-of-fit) of different HRF models were examined and test-retest reproducibility of HRF parameter estimates was assessed using computer simulations and fMRI data from 82 healthy young adult twins acquired on two occasions 3 to 4 months apart. The effects of systematically varying attributes of the block design paradigm were also examined. In our comparison of five HRF models, the model comprising the sum of two gamma functions with six free parameters had greatest parameter accuracy and identifiability. Hemodynamic response function height and time to peak were highly reproducible between studies and width was moderately reproducible but the reproducibility of onset time was low. This study established the feasibility and test-retest reliability of estimating HRF parameters using data from block design fMRI studies.
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Herlitz A, Lovén J. Sex differences and the own-gender bias in face recognition: A meta-analytic review. VISUAL COGNITION 2013. [DOI: 10.1080/13506285.2013.823140] [Citation(s) in RCA: 70] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
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Swartz JR, Carrasco M, Wiggins JL, Thomason ME, Monk CS. Age-related changes in the structure and function of prefrontal cortex-amygdala circuitry in children and adolescents: a multi-modal imaging approach. Neuroimage 2013; 86:212-20. [PMID: 23959199 DOI: 10.1016/j.neuroimage.2013.08.018] [Citation(s) in RCA: 103] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2013] [Revised: 07/18/2013] [Accepted: 08/11/2013] [Indexed: 10/26/2022] Open
Abstract
The uncinate fasciculus is a major white matter tract that provides a crucial link between areas of the human brain that underlie emotion processing and regulation. Specifically, the uncinate fasciculus is the major direct fiber tract that connects the prefrontal cortex and the amygdala. The aim of the present study was to use a multi-modal imaging approach in order to simultaneously examine the relation between structural connectivity of the uncinate fasciculus and functional activation of the amygdala in a youth sample (children and adolescents). Participants were 9 to 19years old and underwent diffusion tensor imaging (DTI) and functional magnetic resonance imaging (fMRI). Results indicate that greater structural connectivity of the uncinate fasciculus predicts reduced amygdala activation to sad and happy faces. This effect is moderated by age, with younger participants exhibiting a stronger relation. Further, decreased amygdala activation to sad faces predicts lower internalizing symptoms. These results provide important insights into brain structure-function relationships during adolescence, and suggest that greater structural connectivity of the uncinate fasciculus may facilitate regulation of the amygdala, particularly during early adolescence. These findings also have implications for understanding the relation between brain structure, function, and the development of emotion regulation difficulties, such as internalizing symptoms.
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Affiliation(s)
- Johnna R Swartz
- Department of Psychology, University of Michigan, Ann Arbor, MI 48104, USA.
| | - Melisa Carrasco
- Neuroscience Program, University of Michigan, Ann Arbor, MI 48104, USA.
| | | | - Moriah E Thomason
- Merrill Palmer Skillman Institute for Child and Family Development, Wayne State University, Detroit, MI 48202, USA; Department of Pediatrics, Wayne State University, Detroit, MI 48202, USA.
| | - Christopher S Monk
- Department of Psychology, University of Michigan, Ann Arbor, MI 48104, USA; Neuroscience Program, University of Michigan, Ann Arbor, MI 48104, USA; Department of Psychiatry, University of Michigan, Ann Arbor, MI 48104, USA; Center for Human Growth and Development, University of Michigan, Ann Arbor, MI 48104, USA.
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Marusak HA, Carré JM, Thomason ME. The stimuli drive the response: an fMRI study of youth processing adult or child emotional face stimuli. Neuroimage 2013; 83:679-89. [PMID: 23851324 DOI: 10.1016/j.neuroimage.2013.07.002] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2013] [Revised: 06/24/2013] [Accepted: 07/01/2013] [Indexed: 12/14/2022] Open
Abstract
Effective navigation of the social world relies on the correct interpretation of facial emotions. This may be particularly important in formative years. Critically, literature examining the emergence of face processing in youth (children and adolescents) has focused on the neural and behavioral correlates of processing adult faces, which are relationally different from youth participants, and whose facial expressions may convey different meaning than faces of their peers. During a functional magnetic resonance imaging (fMRI) scan, we compared concurrent neural and behavioral responses as youth (N=25) viewed validated, emotionally varied (i.e., anger, fear, happy, and neutral) adult and child face stimuli. We observed that participants made fewer errors when matching adult, compared to child, face stimuli, and that while similar brain regions were involved in processing both adult and child faces, activation in the face processing neural network was greater for adult than child faces. This was true across emotions, and also when comparing neutral adult versus neutral child faces. Additionally, a valence by stimuli-type effect was observed within the amygdala. That is, within adult face stimuli, negative and neutral face stimuli elicited the largest effects, whereas within child face stimuli, happy face stimuli elicited the largest amygdala effects. Thus, heightened engagement of the amygdala was observed for happy child and angry adult faces, which may reflect age-specific salience of select emotions in early life. This study provides evidence that the relational age of the perceived face influences neural processing in youth.
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Affiliation(s)
- Hilary A Marusak
- Department of Psychiatry and Behavioral Neurosciences, Wayne State University, Detroit, MI 48202, USA; Merrill Palmer Skillman Institute, Wayne State University, Detroit, MI 48202, USA
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Zhen Z, Fang H, Liu J. The hierarchical brain network for face recognition. PLoS One 2013; 8:e59886. [PMID: 23527282 PMCID: PMC3603994 DOI: 10.1371/journal.pone.0059886] [Citation(s) in RCA: 91] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2012] [Accepted: 02/19/2013] [Indexed: 11/20/2022] Open
Abstract
Numerous functional magnetic resonance imaging (fMRI) studies have identified multiple cortical regions that are involved in face processing in the human brain. However, few studies have characterized the face-processing network as a functioning whole. In this study, we used fMRI to identify face-selective regions in the entire brain and then explore the hierarchical structure of the face-processing network by analyzing functional connectivity among these regions. We identified twenty-five regions mainly in the occipital, temporal and frontal cortex that showed a reliable response selective to faces (versus objects) across participants and across scan sessions. Furthermore, these regions were clustered into three relatively independent sub-networks in a face-recognition task on the basis of the strength of functional connectivity among them. The functionality of the sub-networks likely corresponds to the recognition of individual identity, retrieval of semantic knowledge and representation of emotional information. Interestingly, when the task was switched to object recognition from face recognition, the functional connectivity between the inferior occipital gyrus and the rest of the face-selective regions were significantly reduced, suggesting that this region may serve as an entry node in the face-processing network. In sum, our study provides empirical evidence for cognitive and neural models of face recognition and helps elucidate the neural mechanisms underlying face recognition at the network level.
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Affiliation(s)
- Zonglei Zhen
- State Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China
| | - Huizhen Fang
- State Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China
| | - Jia Liu
- State Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University, Beijing, China
- Institute of Psychology, Chinese Academy of Sciences, Beijing, China
- * E-mail:
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