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Published Online: 16 June 2020

Subcortical Brain Volume, Regional Cortical Thickness, and Cortical Surface Area Across Disorders: Findings From the ENIGMA ADHD, ASD, and OCD Working Groups

This article has been corrected.
VIEW CORRECTION
Premika S.W. Boedhoe, Ph.D., Daan van Rooij, Ph.D. [email protected], Martine Hoogman, Ph.D., Jos W.R. Twisk, Ph.D., Lianne Schmaal, Ph.D., Yoshinari Abe, M.D., Ph.D., Pino Alonso, M.D., Ph.D., Stephanie H. Ameis, M.D., M.Sc., Anatoly Anikin, Ph.D., Alan Anticevic, Ph.D., Celso Arango, M.D., Ph.D., Paul D. Arnold, M.D., Ph.D., Philip Asherson, Ph.D., Francesca Assogna, Ph.D., Guillaume Auzias, Ph.D., Tobias Banaschewski, M.D., Ph.D., Alexander Baranov, Ph.D., Marcelo C. Batistuzzo, Ph.D., Sarah Baumeister, Ph.D., Ramona Baur-Streubel, Ph.D., Marlene Behrmann, Ph.D., Mark A. Bellgrove, Ph.D., Francesco Benedetti, M.D., Jan C. Beucke, Ph.D., Joseph Biederman, M.D., Irene Bollettini, Ph.D., Anushree Bose, Ph.D., Janita Bralten, Ph.D., Ivanei E. Bramati, Ph.D., Daniel Brandeis, Ph.D., Silvia Brem, Ph.D., Brian P. Brennan, M.D., M.M.Sc., Geraldo F. Busatto, Ph.D., Sara Calderoni, M.D., Ph.D., Anna Calvo, M.Sc., Rosa Calvo, M.D., Ph.D., Francisco X. Castellanos, M.D., Mara Cercignani, Ph.D., Tiffany M. Chaim-Avancini, Ph.D., Kaylita C. Chantiluke, Ph.D., Yuqi Cheng, Ph.D., Kang Ik K. Cho, Ph.D., Anastasia Christakou, Ph.D., David Coghill, M.D., Annette Conzelmann, M.D., Ph.D., Ana I. Cubillo, Ph.D., Anders M. Dale, Ph.D., Sara Dallaspezia, M.D., Eileen Daly, Ph.D., Damiaan Denys, M.D., Ph.D., Christine Deruelle, Ph.D., Adriana Di Martino, Ph.D., Ilan Dinstein, Ph.D., Alysa E. Doyle, Ph.D., Sarah Durston, Ph.D., Eric A. Earl, B.Sc., Christine Ecker, Ph.D., Stefan Ehrlich, M.D., Ph.D., Benjamin A. Ely, B.S., Jeffrey N. Epstein, Ph.D., Thomas Ethofer, Ph.D., Damien A. Fair, Ph.D., Andreas J. Fallgatter, M.D., Stephen V. Faraone, Ph.D., Jennifer Fedor, B.Sc., Xin Feng, M.Sc., Jamie D. Feusner, M.D., Jackie Fitzgerald, Ph.D., Kate D. Fitzgerald, M.D., Jean-Paul Fouche, M.Sc., Christine M. Freitag, Ph.D., Egill A. Fridgeirsson, M.Sc., Thomas Frodl, M.D., Ph.D., Matt C. Gabel, Ph.D., Louise Gallagher, M.D., Ph.D., Tinatin Gogberashvili, Ph.D., Ilaria Gori, M.Sc., Patricia Gruner, Ph.D., Deniz A. Gürsel, M.Sc., Shlomi Haar, Ph.D., Jan Haavik, M.D., Ph.D., Geoffrey B. Hall, Ph.D., Neil A. Harrison, Ph.D., Catharina A. Hartman, Ph.D., Dirk J. Heslenfeld, Ph.D., Yoshiyuki Hirano, Ph.D., Pieter J. Hoekstra, M.D., Ph.D., Marcelo Q. Hoexter, M.D., Ph.D., Sarah Hohmann, M.D., Marie F. Høvik, M.D., Hao Hu, Ph.D., Chaim Huyser, M.D., Ph.D., Neda Jahanshad, Ph.D., Maria Jalbrzikowski, Ph.D., Anthony James, M.R.C.P., M.R.Psych., Joost Janssen, Ph.D., Fern Jaspers-Fayer, Ph.D., Terry L. Jernigan, Ph.D., Dmitry Kapilushniy, Ph.D., Bernd Kardatzki, M.Sc., Georgii Karkashadze, Ph.D., Norbert Kathmann, Ph.D., Christian Kaufmann, Ph.D., Clare Kelly, Ph.D., Sabin Khadka, M.Sc., Joseph A. King, Ph.D., Kathrin Koch, Ph.D., Gregor Kohls, Ph.D., Kerstin Konrad, Ph.D., Masaru Kuno, M.D., Ph.D., Jonna Kuntsi, Ph.D., Gerd Kvale, Ph.D., Jun Soo Kwon, M.D., Ph.D., Luisa Lázaro, M.D., Ph.D., Sara Lera-Miguel, Ph.D., Klaus-Peter Lesch, M.D., Ph.D., Liesbeth Hoekstra, M.Sc., Yanni Liu, Ph.D., Christine Lochner, Ph.D., Mario R. Louza, M.D., Ph.D., Beatriz Luna, Ph.D., Astri J. Lundervold, Ph.D., Charles B. Malpas, Ph.D., Paulo Marques, Ph.D., Rachel Marsh, Ph.D., Ignacio Martínez-Zalacaín, M.Sc., David Mataix-Cols, Ph.D., Paulo Mattos, M.D., Ph.D., Hazel McCarthy, Ph.D., Jane McGrath, Ph.D., Mitul A. Mehta, Ph.D., José M. Menchón, M.D., Ph.D., Maarten Mennes, Ph.D., Mauricio Moller Martinho, M.D., M.S., Pedro S. Moreira, M.Sc., Astrid Morer, M.D., Ph.D., Pedro Morgado, M.D., Ph.D., Filippo Muratori, Ph.D., Clodagh M. Murphy, M.R.C.Psych., Ph.D., Declan G.M. Murphy, M.D., F.R.C.Psych., Akiko Nakagawa, M.D., Ph.D., Takashi Nakamae, M.D., Ph.D., Tomohiro Nakao, M.D., Ph.D., Leyla Namazova-Baranova, Ph.D., Janardhanan C. Narayanaswamy, M.D., Rosa Nicolau, B.Sc., Joel T. Nigg, Ph.D., Stephanie E. Novotny, M.Sc., Erika L. Nurmi, M.D., Ph.D., Eileen Oberwelland Weiss, Ph.D., Ruth L. O’Gorman Tuura, Ph.D., Kirsten O’Hearn, Ph.D., Joseph O’Neill, Ph.D., Jaap Oosterlaan, Ph.D., Bob Oranje, Ph.D., Yannis Paloyelis, Ph.D., Mara Parellada, M.D., Ph.D., Paul Pauli, Ph.D., Chris Perriello, B.Sc., John Piacentini, Ph.D., Fabrizio Piras, Ph.D., Federica Piras, Ph.D., Kerstin J. Plessen, M.D., Ph.D., Olga Puig, Ph.D., J. Antoni Ramos-Quiroga, M.D., Ph.D., Y.C. Janardhan Reddy, M.D., Andreas Reif, M.D., Liesbeth Reneman, M.D., Ph.D., Alessandra Retico, Ph.D., Pedro G.P. Rosa, M.D., Katya Rubia, Ph.D., Oana Georgiana Rus, Ph.D., Yuki Sakai, M.D., Ph.D., Anouk Schrantee, Ph.D., Lena Schwarz, M.D., Lizanne J.S. Schweren, Ph.D., Jochen Seitz, M.D., Philip Shaw, M.D., Ph.D., Devon Shook, Ph.D., Tim J. Silk, Ph.D., H. Blair Simpson, M.D., Ph.D., Norbert Skokauskas, M.D., Ph.D., Juan Carlos Soliva Vila, Ph.D., Anastasia Solovieva, Ph.D., Noam Soreni, M.D., Carles Soriano-Mas, Ph.D., Gianfranco Spalletta, M.D., Ph.D., Emily R. Stern, Ph.D., Michael C. Stevens, Ph.D., S. Evelyn Stewart, M.D., Gustavo Sudre, Ph.D., Philip R. Szeszko, Ph.D., Leanne Tamm, Ph.D., Margot J. Taylor, Ph.D., David F. Tolin, Ph.D., Michela Tosetti, Ph.D., Fernanda Tovar-Moll, M.D., Ph.D., Aki Tsuchiyagaito, Ph.D., Theo G.M. van Erp, Ph.D., Guido A. van Wingen, Ph.D., Alasdair Vance, M.D., Ganesan Venkatasubramanian, M.D., Ph.D., Oscar Vilarroya, Ph.D., Yolanda Vives-Gilabert, Ph.D., Georg G. von Polier, M.D., Susanne Walitza, M.D., M.Sc., Gregory L. Wallace, Ph.D., Zhen Wang, M.D., Ph.D., Thomas Wolfers, M.Sc., Yuliya N. Yoncheva, Ph.D., Je-Yeon Yun, M.D., Ph.D., Marcus V. Zanetti, Ph.D., Fengfeng Zhou, Ph.D., Georg C. Ziegler, M.D., Kathrin C. Zierhut, Ph.D., Marcel P. Zwiers, Ph.D., the ENIGMA ADHD working group, the ENIGMA ASD working group, the ENIGMA OCD working group, Paul M. Thompson, Ph.D., Dan J. Stein, M.D., Ph.D., Jan Buitelaar, M.D., Ph.D., Barbara Franke, Ph.D., and Odile A. van den Heuvel, M.D., Ph.D.Authors Info & Affiliations

Abstract

Objective:

Attention deficit hyperactivity disorder (ADHD), autism spectrum disorder (ASD), and obsessive-compulsive disorder (OCD) are common neurodevelopmental disorders that frequently co-occur. The authors sought to directly compare these disorders using structural brain imaging data from ENIGMA consortium data.

Methods:

Structural T1-weighted whole-brain MRI data from healthy control subjects (N=5,827) and from patients with ADHD (N=2,271), ASD (N=1,777), and OCD (N=2,323) from 151 cohorts worldwide were analyzed using standardized processing protocols. The authors examined subcortical volume, cortical thickness, and cortical surface area differences within a mega-analytical framework, pooling measures extracted from each cohort. Analyses were performed separately for children, adolescents, and adults, using linear mixed-effects models adjusting for age, sex, and site (and intracranial volume for subcortical and surface area measures).

Results:

No shared differences were found among all three disorders, and shared differences between any two disorders did not survive correction for multiple comparisons. Children with ADHD compared with those with OCD had smaller hippocampal volumes, possibly influenced by IQ. Children and adolescents with ADHD also had smaller intracranial volume than control subjects and those with OCD or ASD. Adults with ASD showed thicker frontal cortices compared with adult control subjects and other clinical groups. No OCD-specific differences were observed across different age groups and surface area differences among all disorders in childhood and adulthood.

Conclusions:

The study findings suggest robust but subtle differences across different age groups among ADHD, ASD, and OCD. ADHD-specific intracranial volume and hippocampal differences in children and adolescents, and ASD-specific cortical thickness differences in the frontal cortex in adults, support previous work emphasizing structural brain differences in these disorders.

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Supplementary Material

File (ajp_19030331_correction01.pdf)
File (appi.ajp.2020.19030331.ds001_authorlist_enigma.xlsx)
File (appi.ajp.2020.19030331.ds002_si1-si2_and_disclosures.pdf)
File (appi.ajp.2020.19030331.ds003_si3-si4_plots-means.pdf)
File (appi.ajp.2020.19030331.ds004_si5-si7_mri-metaanalyses.pdf)
File (appi.ajp.2020.19030331.ds005_tables_s1-s84.pdf)

Information & Authors

Information

Published In

Go to American Journal of Psychiatry
Go to American Journal of Psychiatry
American Journal of Psychiatry
Pages: 834 - 843
PubMed: 32539527

History

Received: 14 April 2019
Revision received: 13 November 2019
Accepted: 23 March 2020
Published online: 16 June 2020
Published in print: September 01, 2020

Keywords

  1. Attention Deficit Hyperactivity Disorder
  2. Autism Spectrum Disorder
  3. Obsessive-Compulsive Disorder
  4. ENIGMA
  5. Structural MRI

Authors

Affiliations

Premika S.W. Boedhoe, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Daan van Rooij, Ph.D. [email protected]
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Martine Hoogman, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Jos W.R. Twisk, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Lianne Schmaal, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Yoshinari Abe, M.D., Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Pino Alonso, M.D., Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Stephanie H. Ameis, M.D., M.Sc.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Anatoly Anikin, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Alan Anticevic, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Celso Arango, M.D., Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Paul D. Arnold, M.D., Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Philip Asherson, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Francesca Assogna, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Guillaume Auzias, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Tobias Banaschewski, M.D., Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Alexander Baranov, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Marcelo C. Batistuzzo, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Sarah Baumeister, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Ramona Baur-Streubel, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Marlene Behrmann, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Mark A. Bellgrove, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Francesco Benedetti, M.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Jan C. Beucke, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Joseph Biederman, M.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Irene Bollettini, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Anushree Bose, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Janita Bralten, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Ivanei E. Bramati, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Daniel Brandeis, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Silvia Brem, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Brian P. Brennan, M.D., M.M.Sc.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Geraldo F. Busatto, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Sara Calderoni, M.D., Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Anna Calvo, M.Sc.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Rosa Calvo, M.D., Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Francisco X. Castellanos, M.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Mara Cercignani, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Tiffany M. Chaim-Avancini, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Kaylita C. Chantiluke, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Yuqi Cheng, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Kang Ik K. Cho, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Anastasia Christakou, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
David Coghill, M.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Annette Conzelmann, M.D., Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Ana I. Cubillo, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Anders M. Dale, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Sara Dallaspezia, M.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Eileen Daly, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Damiaan Denys, M.D., Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Christine Deruelle, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Adriana Di Martino, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Ilan Dinstein, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Alysa E. Doyle, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Sarah Durston, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Eric A. Earl, B.Sc.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Christine Ecker, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Stefan Ehrlich, M.D., Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Benjamin A. Ely, B.S.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Jeffrey N. Epstein, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Thomas Ethofer, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Damien A. Fair, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Andreas J. Fallgatter, M.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Stephen V. Faraone, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Jennifer Fedor, B.Sc.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Xin Feng, M.Sc.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Jamie D. Feusner, M.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Jackie Fitzgerald, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Kate D. Fitzgerald, M.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Jean-Paul Fouche, M.Sc.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Christine M. Freitag, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Egill A. Fridgeirsson, M.Sc.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Thomas Frodl, M.D., Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Matt C. Gabel, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Louise Gallagher, M.D., Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Tinatin Gogberashvili, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Ilaria Gori, M.Sc.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Patricia Gruner, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Deniz A. Gürsel, M.Sc.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Shlomi Haar, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Jan Haavik, M.D., Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Geoffrey B. Hall, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Neil A. Harrison, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Catharina A. Hartman, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Dirk J. Heslenfeld, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Yoshiyuki Hirano, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Pieter J. Hoekstra, M.D., Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Marcelo Q. Hoexter, M.D., Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Sarah Hohmann, M.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Marie F. Høvik, M.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Hao Hu, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Chaim Huyser, M.D., Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Neda Jahanshad, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Maria Jalbrzikowski, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Anthony James, M.R.C.P., M.R.Psych.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Joost Janssen, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Fern Jaspers-Fayer, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Terry L. Jernigan, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Dmitry Kapilushniy, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Bernd Kardatzki, M.Sc.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Georgii Karkashadze, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Norbert Kathmann, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Christian Kaufmann, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Clare Kelly, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Sabin Khadka, M.Sc.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Joseph A. King, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Kathrin Koch, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Gregor Kohls, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Kerstin Konrad, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Masaru Kuno, M.D., Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Jonna Kuntsi, Ph.D.
The full list of authors in the ENIGMA working groups, author affiliations, author disclosures, and acknowledgments are provided in online supplements.
Gerd Kvale, Ph.D.
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Jun Soo Kwon, M.D., Ph.D.
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Luisa Lázaro, M.D., Ph.D.
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Sara Lera-Miguel, Ph.D.
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Klaus-Peter Lesch, M.D., Ph.D.
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Liesbeth Hoekstra, M.Sc.
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Yanni Liu, Ph.D.
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Christine Lochner, Ph.D.
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Mario R. Louza, M.D., Ph.D.
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Beatriz Luna, Ph.D.
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Astri J. Lundervold, Ph.D.
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Charles B. Malpas, Ph.D.
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Paulo Marques, Ph.D.
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Rachel Marsh, Ph.D.
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Ignacio Martínez-Zalacaín, M.Sc.
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David Mataix-Cols, Ph.D.
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Paulo Mattos, M.D., Ph.D.
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Hazel McCarthy, Ph.D.
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Jane McGrath, Ph.D.
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Mitul A. Mehta, Ph.D.
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José M. Menchón, M.D., Ph.D.
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Maarten Mennes, Ph.D.
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Mauricio Moller Martinho, M.D., M.S.
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Pedro S. Moreira, M.Sc.
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Astrid Morer, M.D., Ph.D.
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Pedro Morgado, M.D., Ph.D.
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Filippo Muratori, Ph.D.
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Clodagh M. Murphy, M.R.C.Psych., Ph.D.
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Declan G.M. Murphy, M.D., F.R.C.Psych.
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Akiko Nakagawa, M.D., Ph.D.
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Takashi Nakamae, M.D., Ph.D.
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Tomohiro Nakao, M.D., Ph.D.
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Leyla Namazova-Baranova, Ph.D.
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Janardhanan C. Narayanaswamy, M.D.
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Rosa Nicolau, B.Sc.
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Joel T. Nigg, Ph.D.
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Stephanie E. Novotny, M.Sc.
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Erika L. Nurmi, M.D., Ph.D.
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Eileen Oberwelland Weiss, Ph.D.
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Ruth L. O’Gorman Tuura, Ph.D.
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Joseph O’Neill, Ph.D.
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Jaap Oosterlaan, Ph.D.
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Bob Oranje, Ph.D.
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Mara Parellada, M.D., Ph.D.
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Paul Pauli, Ph.D.
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Chris Perriello, B.Sc.
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John Piacentini, Ph.D.
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Olga Puig, Ph.D.
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Katya Rubia, Ph.D.
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Anastasia Solovieva, Ph.D.
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Noam Soreni, M.D.
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Emily R. Stern, Ph.D.
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Philip R. Szeszko, Ph.D.
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Leanne Tamm, Ph.D.
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Michela Tosetti, Ph.D.
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Aki Tsuchiyagaito, Ph.D.
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Alasdair Vance, M.D.
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Georg G. von Polier, M.D.
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Susanne Walitza, M.D., M.Sc.
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Gregory L. Wallace, Ph.D.
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Zhen Wang, M.D., Ph.D.
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Thomas Wolfers, M.Sc.
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Yuliya N. Yoncheva, Ph.D.
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Je-Yeon Yun, M.D., Ph.D.
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Fengfeng Zhou, Ph.D.
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Marcel P. Zwiers, Ph.D.
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the ENIGMA ADHD working group
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the ENIGMA ASD working group
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the ENIGMA OCD working group
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Dan J. Stein, M.D., Ph.D.
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Notes

Send correspondence to Dr. van Rooij ([email protected]).

Author Contributions

The first two authors contributed equally.

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