Large-scale analysis of structural brain asymmetries in schizophrenia via the ENIGMA consortium

Author:

Schijven Dick1ORCID,Postema Merel C.12,Fukunaga Masaki3ORCID,Matsumoto Junya4ORCID,Miura Kenichiro4,de Zwarte Sonja M. C.5,van Haren Neeltje E. M.56,Cahn Wiepke5,Hulshoff Pol Hilleke E.5,Kahn René S.578,Ayesa-Arriola Rosa91011,Ortiz-García de la Foz Víctor1012ORCID,Tordesillas-Gutierrez Diana1314ORCID,Vázquez-Bourgon Javier910ORCID,Crespo-Facorro Benedicto1015,Alnæs Dag161718ORCID,Dahl Andreas17,Westlye Lars T.16171920ORCID,Agartz Ingrid162122,Andreassen Ole A.1619ORCID,Jönsson Erik G.1622,Kochunov Peter23,Bruggemann Jason M.24252627,Catts Stanley V.28,Michie Patricia T.29,Mowry Bryan J.3031,Quidé Yann2425,Rasser Paul E.323334ORCID,Schall Ulrich32ORCID,Scott Rodney J.35ORCID,Carr Vaughan J.2425,Green Melissa J.2425,Henskens Frans A.3637ORCID,Loughland Carmel M.3638,Pantelis Christos39ORCID,Weickert Cynthia Shannon242540,Weickert Thomas W.242540,de Haan Lieuwe4142,Brosch Katharina4344ORCID,Pfarr Julia-Katharina4344,Ringwald Kai G.4344,Stein Frederike4344,Jansen Andreas434445,Kircher Tilo T. J.4344,Nenadić Igor4344,Krämer Bernd46ORCID,Gruber Oliver46ORCID,Satterthwaite Theodore D.474849ORCID,Bustillo Juan50,Mathalon Daniel H.5152,Preda Adrian53,Calhoun Vince D.5455ORCID,Ford Judith M.56ORCID,Potkin Steven G.5357,Chen Jingxu58,Tan Yunlong58ORCID,Wang Zhiren58,Xiang Hong59,Fan Fengmei58,Bernardoni Fabio6061,Ehrlich Stefan6061ORCID,Fuentes-Claramonte Paola6263ORCID,Garcia-Leon Maria Angeles6263,Guerrero-Pedraza Amalia6264,Salvador Raymond6263ORCID,Sarró Salvador6263ORCID,Pomarol-Clotet Edith6263,Ciullo Valentina65ORCID,Piras Fabrizio65,Vecchio Daniela65,Banaj Nerisa65,Spalletta Gianfranco6566ORCID,Michielse Stijn67,van Amelsvoort Therese67,Dickie Erin W.6869,Voineskos Aristotle N.6869ORCID,Sim Kang7071ORCID,Ciufolini Simone72,Dazzan Paola73,Murray Robin M.72ORCID,Kim Woo-Sung7475,Chung Young-Chul7475,Andreou Christina7677,Schmidt André76,Borgwardt Stefan7677,McIntosh Andrew M.78,Whalley Heather C.78,Lawrie Stephen M.78ORCID,du Plessis Stefan7980,Luckhoff Hilmar K.79,Scheffler Freda798182ORCID,Emsley Robin79,Grotegerd Dominik83,Lencer Rebekka7783,Dannlowski Udo83,Edmond Jesse T.54,Rootes-Murdy Kelly54,Stephen Julia M.84,Mayer Andrew R.84,Antonucci Linda A.85,Fazio Leonardo86ORCID,Pergola Giulio86ORCID,Bertolino Alessandro8687,Díaz-Caneja Covadonga M.88899091,Janssen Joost888990,Lois Noemi G.8890ORCID,Arango Celso88899091,Tomyshev Alexander S.92,Lebedeva Irina92,Cervenka Simon2293,Sellgren Carl M.2294,Georgiadis Foivos95,Kirschner Matthias9596,Kaiser Stefan9597,Hajek Tomas9899,Skoch Antonin98100ORCID,Spaniel Filip98,Kim Minah101102ORCID,Kwak Yoo Bin103,Oh Sanghoon102ORCID,Kwon Jun Soo101102,James Anthony104ORCID,Bakker Geor67,Knöchel Christian105,Stäblein Michael105,Oertel Viola105,Uhlmann Anne81106ORCID,Howells Fleur M.8182,Stein Dan J.8182107ORCID,Temmingh Henk S.81ORCID,Diaz-Zuluaga Ana M.108,Pineda-Zapata Julian A.108,López-Jaramillo Carlos108,Homan Stephanie95109,Ji Ellen95,Surbeck Werner95,Homan Philipp95110111112ORCID,Fisher Simon E.1113ORCID,Franke Barbara113114115ORCID,Glahn David C.116117ORCID,Gur Ruben C.4748118119ORCID,Hashimoto Ryota4,Jahanshad Neda120,Luders Eileen121122123ORCID,Medland Sarah E.124,Thompson Paul M.120ORCID,Turner Jessica A.5455,van Erp Theo G. M.125126,Francks Clyde1113114ORCID

Affiliation:

1. Language & Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen 6525 XD, The Netherlands

2. Department of Neurology, Alzheimer Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam 1081 HZ, The Netherlands

3. Division of Cerebral Integration, National Institute for Physiological Sciences, Okazaki 444-8585, Japan

4. Department of Pathology of Mental Diseases, National Center of Neurology and Psychiatry, National Institute of Mental Health, Tokyo 187-8551, Japan

5. Department of Psychiatry, University Medical Center Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht 3584 CG, The Netherlands

6. Department of Child and Adolescent Psychiatry/Psychology, Erasmus University Medical Center Sophia Children's Hospital, Rotterdam 3015 CN, The Netherlands

7. Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029

8. The Mental Illness Research, Education and Clinical Centers, James J. Peters VA Medical Center, New York, NY 10468

9. Department of Psychiatry, Instituto de Investigación Marqués de Valdecilla, University Hospital Marqués de Valdecilla, Santander 39008, Spain

10. Centro de Investigación Biomédica en Red de Salud Mental, Instituto de Salud Carlos III, Madrid 28029, Spain

11. Department of Medicine and Psychiatry, School of Medicine, University of Cantabria, Santander 39011, Spain

12. Department of Psychiatry, Marqués de Valdecilla University Hospital, Instituto de Investigación Sanitaria Valdecilla, School of Medicine, University of Cantabria, Santander 39011, Spain

13. Department of Radiology, Instituto de Investigación Marqués de Valdecilla, Marqués de Valdecilla University Hospital, Santander 39011, Spain

14. Advanced Computing and e-Science, Instituto de Física de Cantabria, Universidad de Cantabria - Consejo Superior de Investigaciones Científicas, Santander 39005, Spain

15. Department of Psychiatry, School of Medicine, University of Sevilla, University Hospital Virgen del Rocío, Consejo Superior de Investigaciones Científicas - Instituto de Biomedicina de Sevilla, Sevilla 41013, Spain

16. Norwegian Centre for Mental Disorders Research, Institute of Clinical Medicine, University of Oslo, Oslo 0450, Norway

17. Department of Psychology, University of Oslo, Oslo 0373, Norway

18. Bjørknes College, Oslo 0456, Norway

19. Division of Mental Health and Addiction, Oslo University Hospital, Oslo 0372, Norway

20. KG Jebsen Center for Neurodevelopmental Disorders, University of Oslo, Oslo 0450, Norway

21. Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo 0373, Norway

22. Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet & Stockholm Health Care Services, Region Stockholm, Stockholm 113 64, Sweden

23. Department of Psychiatry, University of Maryland School of Medicine, Baltimore, MD 21201

24. School of Psychiatry, University of New South Wales, Sydney 2033, Australia

25. Neuroscience Research Australia, Sydney 2031, Australia

26. Edith Collins Centre (Translational Research in Alcohol, Drugs & Toxicology), Sydney Local Health District, Sydney 2050, Australia

27. Specialty of Addiction Medicine, Central Clinical School, Faculty of Medicine and Health, University of Sydney, Sydney 2006, Australia

28. School of Medicine, The University of Queensland, Brisbane 4006, Australia

29. School of Psychological Sciences, University of Newcastle, Newcastle 2308, Australia

30. Queensland Brain Institute, The University of Queensland, Brisbane 4072, Australia

31. Queensland Centre for Mental Health Research, The University of Queensland, Brisbane 4076, Australia

32. Centre for Brain and Mental Health Research, University of Newcastle, Newcastle 2308, Australia

33. Priority Research Centre for Stroke and Brain Injury, University of Newcastle, Newcastle 2308, Australia

34. Hunter Medical Research Institute, Newcastle 2305, Australia

35. School of Biomedical Science and Pharmacy, Faculty of Health and Medicine, University of Newcastle, Newcastle 2308, Australia

36. School of Medicine and Public Health, University of Newcastle, Newcastle 2308, Australia

37. PRC for Health Behaviour, Hunter Medical Research Institute, Newcastle 2305, Australia

38. Hunter New England Mental Health Service, Newcastle 2305, Australia

39. Melbourne Neuropsychiatry Centre, Department of Psychiatry, University of Melbourne, Melbourne 3053, Australia

40. Department of Neuroscience and Physiology, Upstate Medical University, Syracuse, NY 13210

41. Early Psychosis Department, Department of Psychiatry, Amsterdam UMC (location AMC), Amsterdam 1105 AZ, The Netherlands

42. Arkin Institute for Mental Health, Amsterdam 1033 NN, The Netherlands

43. Department of Psychiatry and Psychotherapy, Philipps-Universität Marburg, Marburg 35039, Germany

44. Center for Mind, Brain and Behavior, Marburg 35032, Germany

45. Core-Facility Brainimaging, Faculty of Medicine, Philipps-Universität Marburg, Marburg 35032, Germany

46. Department of General Psychiatry, Section for Experimental Psychopathology and Neuroimaging, Heidelberg University, Heidelberg 69115, Germany

47. Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104

48. Lifespan Brain Institute, University of Pennsylvania & Children's Hospital of Philadelphia, Philadelphia, PA 19104

49. Center for Biomedical Image Computing and Analytics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104

50. Department of Psychiatry and Neuroscience, University of New Mexico, Albuquerque, NM 87106

51. Department of Psychiatry and Behavioral Sciences and Weill Institute for Neurosciences, University of California, San Francisco, CA 94143

52. Mental Health Service, Veterans Affairs San Francisco Healthcare System, San Francisco, CA 94121

53. Department of Psychiatry and Human Behavior, University of California Irvine, Irvine, CA 92697

54. Psychology Department and Neuroscience Institute, Georgia State University, Atlanta, GA 30303

55. Tri-Institutional Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Georgia Institute of Technology and Emory University, Atlanta, GA 30303

56. San Francisco VA Medical Center, University of California, San Francisco, CA 94121

57. Long Beach VA Health Care System, Long Beach, CA 90822

58. Beijing Huilongguan Hospital, Peking University Huilongguan Clinical Medical School, Beijing 100096, P.R. China

59. Chongqing University Three Gorges Hospital, Chongqing 404188, P.R. China

60. Division of Psychological and Social Medicine and Developmental Neurosciences, Translational Developmental Neuroscience Section, Technische Universität Dresden, University Hospital C.G. Carus, Dresden 01307, Germany

61. Department of Child and Adolescent Psychiatry, Eating Disorder Treatment and Research Center, Technische Universität Dresden, Faculty of Medicine, University Hospital C.G. Carus, Dresden 01307, Germany

62. FIDMAG Germanes Hospitalàries Research Foundation, Barcelona 08035, Spain

63. Mental Health Research Networking Center (Ciber del Área de Salud Mental), Madrid 28029, Spain

64. Benito Menni Complex Assistencial en Salut Mental, Barcelona 08830, Spain

65. Laboratory of Neuropsychiatry, Istituto di Ricovero e Cura a Carattere Scientifico Santa Lucia Foundation, Rome 00179, Italy

66. Menninger Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX 77030

67. Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University Medical Centre, Maastricht University, Maastricht 6229 ER, The Netherlands

68. Campbell Family Mental Health Institute, Centre for Addiction and Mental Health, Toronto M5S 2S1, Canada

69. Department of Psychiatry, University of Toronto, Toronto M5T 1R8, Canada

70. West Region, Institute of Mental Health, Singapore 539747, Singapore

71. Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119228, Singapore

72. Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London SE5 8AF, United Kingdom

73. Department of Psychological Medicine, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London SE5 8AF, United Kingdom

74. Department of Psychiatry, Jeonbuk National University Medical School, Jeonju 54896, Republic of Korea

75. Research Institute of Clinical Medicine, Jeonbuk National University-Biomedical Research Institute, Jeonbuk National University Hospital, Jeonju 54896, Republic of Korea

76. Department of Psychiatry, University Psychiatric Clinics (Universitäre Psychiatrische Kliniken), University of Basel, Basel 4002, Switzerland

77. Department of Psychiatry and Psychotherapy, University of Lübeck, Lübeck 23562, Germany

78. Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh EH16 4SB, United Kingdom

79. Department of Psychiatry, Faculty of Medicine and Health Sciences, Stellenbosch University, Stellenbosch 7505, South Africa

80. Stellenbosch University Genomics of Brain Disorders Research Unit, South African Medical Research Council, Cape Town 7505, South Africa

81. Department of Psychiatry and Mental Health, Faculty of Health Sciences, University of Cape Town, Cape Town 7935, South Africa

82. Neuroscience Institute, University of Cape Town, Cape Town 7935, South Africa

83. Institute for Translational Psychiatry, Westfälische Wilhelms-Universität Münster, Münster 48149, Germany

84. The Mind Research Network, Albuquerque, NM 87106

85. Department of Education, Psychology, Communication, University of Bari Aldo Moro, Bari 70121, Italy

86. Department of Basic Medical Science, Neuroscience and Sense Organs, University of Bari Aldo Moro, Bari 70121, Italy

87. Psychiatry Unit, Bari University Hospital, Bari 70121, Italy

88. Department of Child and Adolescent Psychiatry, Institute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañón, Madrid 28009, Spain

89. Ciber del Área de Salud Mental, Instituto de Salud Carlos III, Madrid 28029, Spain

90. Instituto de Investigación Sanitaria Gregorio Marañón, Madrid 28009, Spain

91. School of Medicine, Universidad Complutense, Madrid 28040, Spain

92. Laboratory of Neuroimaging and Multimodal Analysis, Mental Health Research Center, Moscow 115522, Russian Federation

93. Department of Medical Sciences, Psychiatry, Uppsala University, Uppsala 751 85, Sweden

94. Department of Physiology and Pharmacology, Karolinska Institutet, Stockholm 171 65, Sweden

95. Department of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric University Hospital Zurich (PUK), Zurich 8008, Switzerland

96. Montreal Neurological Institute, McGill University, Montreal H3A 2B4, Canada

97. Department of Psychiatry, Division of Adult Psychiatry, Geneva University Hospitals, Geneva 1202, Switzerland

98. National Institute of Mental Health, Klecany 250 67, Czech Republic

99. Department of Psychiatry, Dalhousie University, Halifax B3H 2E2, Canada

100. MR Unit, Department of Diagnostic and Interventional Radiology, Institute for Clinical and Experimental Medicine, Prague 140 21, Czech Republic

101. Department of Neuropsychiatry, Seoul National University Hospital, Seoul 08826, Republic of Korea

102. Department of Psychiatry, Seoul National University College of Medicine, Seoul 08826, Republic of Korea

103. Department of Brain and Cognitive Sciences, Seoul National University College of Natural Sciences, Seoul 08826, Republic of Korea

104. Department of Psychiatry, University of Oxford, Oxford OX3 7JX, United Kingdom

105. Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Frankfurt am Main 60528, Germany

106. Department of Child and Adolescent Psychiatry, Technische Universität Dresden, Dresden 01187, Germany

107. SA MRC Unit on Risk & Resilience in Mental Disorders, University of Cape Town, Cape Town 7505, South Africa

108. Department of Psychiatry, Research Group in Psychiatry (GIPSI), Faculty of Medicine, Universidad de Antioquia, Medellín 050010, Colombia

109. Experimental Psychopathology and Psychotherapy, Department of Psychology, University of Zurich, Zurich 8050, Switzerland

110. Center for Psychiatric Neuroscience, Feinstein Institute for Medical Research, Manhasset, NY 11030

111. Division of Psychiatry Research, Zucker Hillside Hospital, Northwell Health, New York, NY 11004

112. Department of Psychiatry, Zucker School of Medicine at Northwell/Hofstra, New York, NY 11549

113. Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen 6500 HB, The Netherlands

114. Department of Human Genetics, Radboud University Medical Center, Nijmegen 6525 GA, The Netherlands

115. Department of Psychiatry, Radboud University Medical Center, Nijmegen 6525 GA, The Netherlands

116. Department of Psychiatry, Boston Children's Hospital and Harvard Medical School, Boston, MA 02115

117. Olin Neuropsychiatry Research Center, Institute of Living, Hartford, CT 06102

118. Department of Radiology, Perelman School of Medicine, Philadelphia, PA 19104

119. Department of Neurology, Perelman School of Medicine, Philadelphia, PA 19104

120. Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033

121. School of Psychology, University of Auckland, Auckland 1010, New Zealand

122. Department of Women’s and Children’s Health, Uppsala University, Uppsala 752 37, Sweden

123. Laboratory of Neuro Imaging, School of Medicine, University of Southern California, Los Angeles, CA 90033

124. Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane 4006, Australia

125. Clinical Translational Neuroscience Laboratory, Department of Psychiatry and Human Behavior, University of California Irvine, Irvine, CA 92697

126. Center for the Neurobiology of Learning and Memory, University of California Irvine, Irvine, CA 92697

Abstract

Left–right asymmetry is an important organizing feature of the healthy brain that may be altered in schizophrenia, but most studies have used relatively small samples and heterogeneous approaches, resulting in equivocal findings. We carried out the largest case–control study of structural brain asymmetries in schizophrenia, with MRI data from 5,080 affected individuals and 6,015 controls across 46 datasets, using a single image analysis protocol. Asymmetry indexes were calculated for global and regional cortical thickness, surface area, and subcortical volume measures. Differences of asymmetry were calculated between affected individuals and controls per dataset, and effect sizes were meta-analyzed across datasets. Small average case–control differences were observed for thickness asymmetries of the rostral anterior cingulate and the middle temporal gyrus, both driven by thinner left-hemispheric cortices in schizophrenia. Analyses of these asymmetries with respect to the use of antipsychotic medication and other clinical variables did not show any significant associations. Assessment of age- and sex-specific effects revealed a stronger average leftward asymmetry of pallidum volume between older cases and controls. Case–control differences in a multivariate context were assessed in a subset of the data (N = 2,029), which revealed that 7% of the variance across all structural asymmetries was explained by case–control status. Subtle case–control differences of brain macrostructural asymmetry may reflect differences at the molecular, cytoarchitectonic, or circuit levels that have functional relevance for the disorder. Reduced left middle temporal cortical thickness is consistent with altered left-hemisphere language network organization in schizophrenia.

Publisher

Proceedings of the National Academy of Sciences

Subject

Multidisciplinary

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