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Altered structural brain asymmetry in autism spectrum disorder: large-scale analysis via the ENIGMA Consortium

Merel C. Postema, Daan van Rooij, Evdokia Anagnostou, Celso Arango, Guillaume Auzias, Marlene Behrmann, Geraldo Busatto Filho, Sara Calderoni, Rossa Calvo, Eileen Daly, Christine Deruelle, Adriana Di Martino, Ilan Dinstein, Fabio Luis S. Duran, Sarah Durston, Christine Ecker, Stefan Ehrlich, Damien Fair, Jennifer Fedor, Xin Feng, Jackie Fitzgerald, Dorothea L. Floris, Christine M. Freitag, Louise Gallagher, David C. Glahn, Ilaria Gori, Shlomi Haar, Liesbeth Hoekstra, Neda Jahanshad, Neda Jahanshad, Maria Jalbrzikowski, Joost Janssen, Joseph A. King, Luisa L Zaro, Jason P. Lerch, Beatriz Luna, Mauricio M. Martinho, Jane McGrath, Sarah E. Medland, Filippo Muratori, Clodagh M. Murphy, Declan G.M. Murphy, Kirsten O’Hearn, Bob Oranje, Mara Parellada, Olga Puig, Alessandra Retico, Pedro Rosa, Katya Rubia, Devon Shook, Margot Taylor, Michela Tosetti, Gregory L. Wallace, Fengfeng Zhou, Paul Thompson, Simon E. Fisher, Jan K. Buitelaar, Clyde Francks
doi: https://doi.org/10.1101/570655
Merel C. Postema
1Department of Language & Genetics, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands
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Daan van Rooij
2Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Donders Centre for Cognitive Neuroimaging, Radboud University Medical Centre, Nijmegen, the Netherlands
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Evdokia Anagnostou
3Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital and Department of pediatrics, University of Toronto, Toronto, Canada, USA
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Celso Arango
4Child and Adolescent Psychiatry Department, Gregorio Marañón General University Hospital, School of Medicine, Universidad Complutense, IiSGM, CIBERSAM, Madrid, Spain
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Guillaume Auzias
5Institut de Neurosciences de la Timone, UMR 7289, Aix Marseille Université, CNRS, Marseille, France
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Marlene Behrmann
6Department of Psychology, Carnegie Mellon University, Pittsburgh, PA, USA
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Geraldo Busatto Filho
7Laboratory of Psychiatric Neuroimaging (LIM-21), Departamento e Instituto de Psiquiatria, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo, SP, BR
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Sara Calderoni
8IRCCS Stella Maris Foundation, viale del Tirreno 331, 56128, Pisa, Italy
35Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
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Rossa Calvo
9Department of Child and Adolescent Psychiatry and Psychology Hospital Clinic, Barcelona CIBERSAM, Universitat de Barcelona
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Eileen Daly
10Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology & Neuroscience King’s College London, London, UK
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Christine Deruelle
11Institut de Neurosciences de la Timone, UMR 7289, Aix Marseille Université, CNRS, Marseille, France
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Adriana Di Martino
12Institute for Pediatric Neuroscience, NYU Child Study Center, NY, USA
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Ilan Dinstein
13Department of Psychology, Ben-Gurion University of the Negev, Beer Sheva, Israel
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Fabio Luis S. Duran
7Laboratory of Psychiatric Neuroimaging (LIM-21), Departamento e Instituto de Psiquiatria, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo, SP, BR
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Sarah Durston
14Brain Center Rudolf Magnus, Department of Psychiatry, University Medical Center Utrecht, The Netherlands
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Christine Ecker
15Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, University Hospital, Goethe University Frankfurt am Main, Frankfurt, Germany
36Imaging Genetics Center, Mark & Mary Stevens Institution for Neuroimaging & Informatics, University of Southern California, Marina del Rey, CA, USA
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Stefan Ehrlich
16Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, TU Dresden, Germany
37Department of Child and Adolescent Psychiatry, Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, TU Dresden, Germany
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Damien Fair
17Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, Oregon, USA
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Jennifer Fedor
18Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, USA
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Xin Feng
34BioKnow Health Informatics Lab, College of Computer Science and Technology, and Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education, Jilin University, Changchun, Jilin, 130012, China
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Jackie Fitzgerald
19Department of Psychiatry, School of Medicine, Trinity College, Dublin, Ireland
38The Trinity College Institute of Neuroscience, Trinity College, Dublin, Ireland
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Dorothea L. Floris
2Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Donders Centre for Cognitive Neuroimaging, Radboud University Medical Centre, Nijmegen, the Netherlands
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Christine M. Freitag
15Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, University Hospital, Goethe University Frankfurt am Main, Frankfurt, Germany
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Louise Gallagher
19Department of Psychiatry, School of Medicine, Trinity College, Dublin, Ireland
38The Trinity College Institute of Neuroscience, Trinity College, Dublin, Ireland
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David C. Glahn
20Department of Psychiatry, Boston Children’s Hospital and Harvard Medical School, Boston, MA 02115-5724, USA
39Olin Neuropsychiatric Research Center, Hartford, CT, USA
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Ilaria Gori
21National Institute for Nuclear Physics, Pisa Division, Largo B. Pontecorvo 3, 56124, Pisa, Italy
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Shlomi Haar
22Department of Bioengineering, Imperial College London, London, United Kingdom
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Liesbeth Hoekstra
2Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Donders Centre for Cognitive Neuroimaging, Radboud University Medical Centre, Nijmegen, the Netherlands
40Karakter Child and Adolescent Psychiatry University Centre, Nijmegen, The Netherlands
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Neda Jahanshad
23University of Sourthern California, Imaging Genetics Center, Mark & Mary Stevens Institution for Neuroimaging & Informatics
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Neda Jahanshad
24Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, Marina del Rey, CA 90292 USA
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Maria Jalbrzikowski
19Department of Psychiatry, School of Medicine, Trinity College, Dublin, Ireland
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Joost Janssen
4Child and Adolescent Psychiatry Department, Gregorio Marañón General University Hospital, School of Medicine, Universidad Complutense, IiSGM, CIBERSAM, Madrid, Spain
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Joseph A. King
16Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, TU Dresden, Germany
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Luisa L Zaro
25Department of Child and Adolescent Psychiatry and Psychology Hospital Clinic, Barcelona CIBERSAM, Universitat de Barcelona, IDIBAPS
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Jason P. Lerch
26Neurosciences and Mental Health, The Hospital for Sick Children, Toronto, Canada, USA
41Department of Medical Biophysics, University of Toronto, Toronto, Canada, USA
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Beatriz Luna
18Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, USA
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Mauricio M. Martinho
27Department of Neuropsychiatry, Universidade Federal de Santa Maria, Brazil
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Jane McGrath
19Department of Psychiatry, School of Medicine, Trinity College, Dublin, Ireland
38The Trinity College Institute of Neuroscience, Trinity College, Dublin, Ireland
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Sarah E. Medland
28Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
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Filippo Muratori
8IRCCS Stella Maris Foundation, viale del Tirreno 331, 56128, Pisa, Italy
35Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
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Clodagh M. Murphy
10Department of Forensic and Neurodevelopmental Sciences, Institute of Psychiatry, Psychology & Neuroscience King’s College London, London, UK
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Declan G.M. Murphy
29The Sackler Institute for Translational Neurodevelopment, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, UK
42Behavioural Genetics Clinic, Adult Autism Service, Behavioural and Developmental Psychiatry Clinical Academic Group, South London and Maudsley Foundation NHS Trust, London, UK
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Kirsten O’Hearn
18Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, USA
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Bob Oranje
14Brain Center Rudolf Magnus, Department of Psychiatry, University Medical Center Utrecht, The Netherlands
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Mara Parellada
4Child and Adolescent Psychiatry Department, Gregorio Marañón General University Hospital, School of Medicine, Universidad Complutense, IiSGM, CIBERSAM, Madrid, Spain
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Olga Puig
30Department of Child and Adolescent Psychiatry and Psychology Hospital Clinic, Barcelona, 2017SGR881. CIBERSAM, Spain
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Alessandra Retico
21National Institute for Nuclear Physics, Pisa Division, Largo B. Pontecorvo 3, 56124, Pisa, Italy
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Pedro Rosa
7Laboratory of Psychiatric Neuroimaging (LIM-21), Departamento e Instituto de Psiquiatria, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo, SP, BR
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Katya Rubia
31Institute of Psychiatry, Psychology and Neuroscience, Kings College London, London, UK
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Devon Shook
14Brain Center Rudolf Magnus, Department of Psychiatry, University Medical Center Utrecht, The Netherlands
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Margot Taylor
32Diagnostic Imaging Research, The Hospital for Sick Children, University of Toronto, Canada
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Michela Tosetti
8IRCCS Stella Maris Foundation, viale del Tirreno 331, 56128, Pisa, Italy
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Gregory L. Wallace
33Department of Speech and Hearing Sciences, The George Washington University, Washington, DC, USA
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Fengfeng Zhou
34BioKnow Health Informatics Lab, College of Computer Science and Technology, and Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education, Jilin University, Changchun, Jilin, 130012, China
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Paul Thompson
23University of Sourthern California, Imaging Genetics Center, Mark & Mary Stevens Institution for Neuroimaging & Informatics
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Simon E. Fisher
1Department of Language & Genetics, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands
43Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
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Jan K. Buitelaar
2Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition and Behaviour, Donders Centre for Cognitive Neuroimaging, Radboud University Medical Centre, Nijmegen, the Netherlands
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Clyde Francks
1Department of Language & Genetics, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands
43Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
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  • For correspondence: clyde.francks@mpi.nl
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Abstract

Background Left-right asymmetry is an important organizing feature of the healthy brain. Various studies have reported altered structural brain asymmetry in autism spectrum disorder (ASD). However, findings have been inconsistent, likely due to limited sample sizes and low statistical power.

Methods We investigated 1,774 subjects with ASD and 1,809 controls, from 54 datasets, for differences in the asymmetry of thickness and surface area of 34 cerebral cortical regions. We also examined global hemispheric measures of cortical thickness and area asymmetry, and volumetric asymmetries of subcortical structures. Data were obtained via the ASD Working Group of the ENIGMA (Enhancing NeuroImaging Genetics through Meta-Analysis) consortium. T1-weighted MRI data were processed with a single protocol using FreeSurfer and the Desikan-Killiany atlas.

Results ASD was significantly associated with reduced leftward asymmetry of total hemispheric average cortical thickness, compared to controls. Eight regional thickness asymmetries, distributed over the cortex, also showed significant associations with diagnosis after correction for multiple comparisons, for which asymmetry was again generally lower in ASD versus controls. In addition, the medial orbitofrontal surface area was less rightward asymmetric in ASD than controls, and the putamen volume was more leftward asymmetric in ASD than controls. The largest effect size had Cohen’s d = 0.15. Most effects did not depend on age, sex, IQ, or disorder severity.

Conclusion Altered lateralized neurodevelopment is suggested in ASD, affecting widespread cortical regions with diverse functions. Large-scale analysis was necessary to reliably detect, and accurately describe, subtle alterations of structural brain asymmetry in this disorder.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Altered structural brain asymmetry in autism spectrum disorder: large-scale analysis via the ENIGMA Consortium
Merel C. Postema, Daan van Rooij, Evdokia Anagnostou, Celso Arango, Guillaume Auzias, Marlene Behrmann, Geraldo Busatto Filho, Sara Calderoni, Rossa Calvo, Eileen Daly, Christine Deruelle, Adriana Di Martino, Ilan Dinstein, Fabio Luis S. Duran, Sarah Durston, Christine Ecker, Stefan Ehrlich, Damien Fair, Jennifer Fedor, Xin Feng, Jackie Fitzgerald, Dorothea L. Floris, Christine M. Freitag, Louise Gallagher, David C. Glahn, Ilaria Gori, Shlomi Haar, Liesbeth Hoekstra, Neda Jahanshad, Neda Jahanshad, Maria Jalbrzikowski, Joost Janssen, Joseph A. King, Luisa L Zaro, Jason P. Lerch, Beatriz Luna, Mauricio M. Martinho, Jane McGrath, Sarah E. Medland, Filippo Muratori, Clodagh M. Murphy, Declan G.M. Murphy, Kirsten O’Hearn, Bob Oranje, Mara Parellada, Olga Puig, Alessandra Retico, Pedro Rosa, Katya Rubia, Devon Shook, Margot Taylor, Michela Tosetti, Gregory L. Wallace, Fengfeng Zhou, Paul Thompson, Simon E. Fisher, Jan K. Buitelaar, Clyde Francks
bioRxiv 570655; doi: https://doi.org/10.1101/570655
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Altered structural brain asymmetry in autism spectrum disorder: large-scale analysis via the ENIGMA Consortium
Merel C. Postema, Daan van Rooij, Evdokia Anagnostou, Celso Arango, Guillaume Auzias, Marlene Behrmann, Geraldo Busatto Filho, Sara Calderoni, Rossa Calvo, Eileen Daly, Christine Deruelle, Adriana Di Martino, Ilan Dinstein, Fabio Luis S. Duran, Sarah Durston, Christine Ecker, Stefan Ehrlich, Damien Fair, Jennifer Fedor, Xin Feng, Jackie Fitzgerald, Dorothea L. Floris, Christine M. Freitag, Louise Gallagher, David C. Glahn, Ilaria Gori, Shlomi Haar, Liesbeth Hoekstra, Neda Jahanshad, Neda Jahanshad, Maria Jalbrzikowski, Joost Janssen, Joseph A. King, Luisa L Zaro, Jason P. Lerch, Beatriz Luna, Mauricio M. Martinho, Jane McGrath, Sarah E. Medland, Filippo Muratori, Clodagh M. Murphy, Declan G.M. Murphy, Kirsten O’Hearn, Bob Oranje, Mara Parellada, Olga Puig, Alessandra Retico, Pedro Rosa, Katya Rubia, Devon Shook, Margot Taylor, Michela Tosetti, Gregory L. Wallace, Fengfeng Zhou, Paul Thompson, Simon E. Fisher, Jan K. Buitelaar, Clyde Francks
bioRxiv 570655; doi: https://doi.org/10.1101/570655

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