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Consortium neuroscience of attention deficit/hyperactivity disorder and autism spectrum disorder: The ENIGMA adventure

  • Martine Hoogman
  • , Daan van Rooij
  • , Marieke Klein
  • , Premika Boedhoe
  • , Iva Ilioska
  • , Ting Li
  • , Yash Patel
  • , Merel C. Postema
  • , Yanli Zhang-James
  • , Evdokia Anagnostou
  • , Celso Arango
  • , Guillaume Auzias
  • , Tobias Banaschewski
  • , Claiton H.D. Bau
  • , Marlene Behrmann
  • , Mark A. Bellgrove
  • , Daniel Brandeis
  • , Silvia Brem
  • , Geraldo F. Busatto
  • , Sara Calderoni
  • Rosa Calvo, Francisco X. Castellanos, David Coghill, Annette Conzelmann, Eileen Daly, Christine Deruelle, Ilan Dinstein, Sarah Durston, Christine Ecker, Stefan Ehrlich, Jeffery N. Epstein, Damien A. Fair, Jacqueline Fitzgerald, Christine M. Freitag, Thomas Frodl, Louise Gallagher, Eugenio H. Grevet, Jan Haavik, Pieter J. Hoekstra, Joost Janssen, Georgii Karkashadze, Joseph A. King, Kerstin Konrad, Jonna Kuntsi, Luisa Lazaro, Jason P. Lerch, Klaus Peter Lesch, Mario R. Louza, Beatriz Luna, Paulo Mattos, Jane McGrath, Filippo Muratori, Clodagh Murphy, Joel T. Nigg, Eileen Oberwelland-Weiss, Ruth L. O'Gorman Tuura, Kirsten O'Hearn, Jaap Oosterlaan, Mara Parellada, Paul Pauli, Kerstin J. Plessen, J. Antoni Ramos-Quiroga, Andreas Reif, Liesbeth Reneman, Alessandra Retico, Pedro G.P. Rosa, Katya Rubia, Philip Shaw, Tim J. Silk, Leanne Tamm, Oscar Vilarroya, Susanne Walitza, Neda Jahanshad, Stephen V. Faraone, Clyde Francks, Odile A. van den Heuvel, Tomas Paus, Paul M. Thompson, Jan K. Buitelaar, Barbara Franke
  • Radboud University Nijmegen
  • Utrecht University
  • Vrije Universiteit Amsterdam
  • University of Toronto
  • Max Planck Institute for Psycholinguistics
  • SUNY Upstate Medical University
  • Hospital General Universitario Gregorio Marañon
  • Complutense University
  • Aix-Marseille Université
  • Heidelberg University 
  • Universidade Federal do Rio Grande do Sul
  • Carnegie Mellon University
  • Monash University
  • University of Zurich
  • Universidade de São Paulo
  • IRCCS Fondazione Stella Maris - Calambrone (Pisa)
  • University of Pisa
  • Hospital Clinic
  • August Pi i Sunyer Biomedical Research Institute
  • Biomedical Network Research Centre on Mental Health (CIBERSAM)
  • University of Barcelona
  • New York University
  • New York State Office of Mental Health
  • University of Melbourne
  • Murdoch Children's Research Institute
  • University of Tübingen
  • PFH – Private University of Applied Sciences
  • King's College London
  • Ben-Gurion University of the Negev
  • Goethe University Frankfurt
  • Technische Universität Dresden
  • Cincinnati Children's Hospital Medical Center
  • Oregon Health and Science University
  • Trinity College Dublin
  • Otto von Guericke University Magdeburg
  • German Center for Neurodegenerative Diseases
  • University of Bergen
  • University of Groningen
  • Scientific research institute of Pediatrics and child health of Central clinical Hospital RAoS
  • RWTH Aachen University
  • Jülich Research Centre
  • University of Oxford
  • University of Würzburg
  • Sechenov First Moscow State Medical University
  • Maastricht University
  • University of Pittsburgh
  • Instituto D'or de Pesquisa e Ensino
  • Universidade Federal do Rio de Janeiro
  • Wake Forest University
  • University of Amsterdam
  • Clinical Psychology and Psychotherapy
  • Capital Region Psychiatry
  • University of Lausanne
  • Hospital Vall d'Hebron
  • Vall d'Hebron Research Institute
  • Autonomous University of Barcelona
  • Department of Gastroenterology and Hepatology
  • National Institute for Nuclear Physics
  • National Institutes of Health
  • Deakin University
  • University of Cincinnati
  • Hospital del Mar
  • University of Southern California

Research output: Contribution to journalReview articlepeer-review

87 Scopus citations

Abstract

Neuroimaging has been extensively used to study brain structure and function in individuals with attention deficit/hyperactivity disorder (ADHD) and autism spectrum disorder (ASD) over the past decades. Two of the main shortcomings of the neuroimaging literature of these disorders are the small sample sizes employed and the heterogeneity of methods used. In 2013 and 2014, the ENIGMA-ADHD and ENIGMA-ASD working groups were respectively, founded with a common goal to address these limitations. Here, we provide a narrative review of the thus far completed and still ongoing projects of these working groups. Due to an implicitly hierarchical psychiatric diagnostic classification system, the fields of ADHD and ASD have developed largely in isolation, despite the considerable overlap in the occurrence of the disorders. The collaboration between the ENIGMA-ADHD and -ASD working groups seeks to bring the neuroimaging efforts of the two disorders closer together. The outcomes of case–control studies of subcortical and cortical structures showed that subcortical volumes are similarly affected in ASD and ADHD, albeit with small effect sizes. Cortical analyses identified unique differences in each disorder, but also considerable overlap between the two, specifically in cortical thickness. Ongoing work is examining alternative research questions, such as brain laterality, prediction of case–control status, and anatomical heterogeneity. In brief, great strides have been made toward fulfilling the aims of the ENIGMA collaborations, while new ideas and follow-up analyses continue that include more imaging modalities (diffusion MRI and resting-state functional MRI), collaborations with other large databases, and samples with dual diagnoses.

Original languageEnglish
Pages (from-to)37-55
Number of pages19
JournalHuman Brain Mapping
Volume43
Issue number1
DOIs
StatePublished - Jan 2022

Keywords

  • ADHD
  • ASD
  • ENIGMA
  • cortex
  • neuroimaging
  • subcortical volumes

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