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. 2023 Apr 4;120(14):e2213880120.
doi: 10.1073/pnas.2213880120. Epub 2023 Mar 28.

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

Dick Schijven  1 Merel C Postema  1   2 Masaki Fukunaga  3 Junya Matsumoto  4 Kenichiro Miura  4 Sonja M C de Zwarte  5 Neeltje E M van Haren  5   6 Wiepke Cahn  5 Hilleke E Hulshoff Pol  5 René S Kahn  5   7   8 Rosa Ayesa-Arriola  9   10   11 Víctor Ortiz-García de la Foz  10   12 Diana Tordesillas-Gutierrez  13   14 Javier Vázquez-Bourgon  9   10 Benedicto Crespo-Facorro  10   15 Dag Alnæs  16   17   18 Andreas Dahl  17 Lars T Westlye  16   17   19   20 Ingrid Agartz  16   21   22 Ole A Andreassen  16   19 Erik G Jönsson  16   22 Peter Kochunov  23 Jason M Bruggemann  24   25   26   27 Stanley V Catts  28 Patricia T Michie  29 Bryan J Mowry  30   31 Yann Quidé  24   25 Paul E Rasser  32   33   34 Ulrich Schall  32 Rodney J Scott  35 Vaughan J Carr  24   25 Melissa J Green  24   25 Frans A Henskens  36   37 Carmel M Loughland  36   38 Christos Pantelis  39 Cynthia Shannon Weickert  24   25   40 Thomas W Weickert  24   25   40 Lieuwe de Haan  41   42 Katharina Brosch  43   44 Julia-Katharina Pfarr  43   44 Kai G Ringwald  43   44 Frederike Stein  43   44 Andreas Jansen  43   44   45 Tilo T J Kircher  43   44 Igor Nenadić  43   44 Bernd Krämer  46 Oliver Gruber  46 Theodore D Satterthwaite  47   48   49 Juan Bustillo  50 Daniel H Mathalon  51   52 Adrian Preda  53 Vince D Calhoun  54   55 Judith M Ford  56 Steven G Potkin  53   57 Jingxu Chen  58 Yunlong Tan  58 Zhiren Wang  58 Hong Xiang  59 Fengmei Fan  58 Fabio Bernardoni  60   61 Stefan Ehrlich  60   61 Paola Fuentes-Claramonte  62   63 Maria Angeles Garcia-Leon  62   63 Amalia Guerrero-Pedraza  62   64 Raymond Salvador  62   63 Salvador Sarró  62   63 Edith Pomarol-Clotet  62   63 Valentina Ciullo  65 Fabrizio Piras  65 Daniela Vecchio  65 Nerisa Banaj  65 Gianfranco Spalletta  65   66 Stijn Michielse  67 Therese van Amelsvoort  67 Erin W Dickie  68   69 Aristotle N Voineskos  68   69 Kang Sim  70   71 Simone Ciufolini  72 Paola Dazzan  73 Robin M Murray  72 Woo-Sung Kim  74   75 Young-Chul Chung  74   75 Christina Andreou  76   77 André Schmidt  76 Stefan Borgwardt  76   77 Andrew M McIntosh  78 Heather C Whalley  78 Stephen M Lawrie  78 Stefan du Plessis  79   80 Hilmar K Luckhoff  79 Freda Scheffler  79   81   82 Robin Emsley  79 Dominik Grotegerd  83 Rebekka Lencer  77   83 Udo Dannlowski  83 Jesse T Edmond  54 Kelly Rootes-Murdy  54 Julia M Stephen  84 Andrew R Mayer  84 Linda A Antonucci  85 Leonardo Fazio  86 Giulio Pergola  86 Alessandro Bertolino  86   87 Covadonga M Díaz-Caneja  88   89   90   91 Joost Janssen  88   89   90 Noemi G Lois  88   90 Celso Arango  88   89   90   91 Alexander S Tomyshev  92 Irina Lebedeva  92 Simon Cervenka  22   93 Carl M Sellgren  22   94 Foivos Georgiadis  95 Matthias Kirschner  95   96 Stefan Kaiser  95   97 Tomas Hajek  98   99 Antonin Skoch  98   100 Filip Spaniel  98 Minah Kim  101   102 Yoo Bin Kwak  103 Sanghoon Oh  102 Jun Soo Kwon  101   102 Anthony James  104 Geor Bakker  67 Christian Knöchel  105 Michael Stäblein  105 Viola Oertel  105 Anne Uhlmann  81   106 Fleur M Howells  81   82 Dan J Stein  81   82   107 Henk S Temmingh  81 Ana M Diaz-Zuluaga  108 Julian A Pineda-Zapata  108 Carlos López-Jaramillo  108 Stephanie Homan  95   109 Ellen Ji  95 Werner Surbeck  95 Philipp Homan  95   110   111   112 Simon E Fisher  1   113 Barbara Franke  113   114   115 David C Glahn  116   117 Ruben C Gur  47   48   118   119 Ryota Hashimoto  4 Neda Jahanshad  120 Eileen Luders  121   122   123 Sarah E Medland  124 Paul M Thompson  120 Jessica A Turner  54   55 Theo G M van Erp  125   126 Clyde Francks  1   113   114
Affiliations

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

Dick Schijven et al. Proc Natl Acad Sci U S A. .

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.

Keywords: Schizophrenia; asymmetry; brain imaging; cortical; subcortical.

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Conflict of interest statement

O.A.A. is a consultant to HealthLytix. J.B. has received royalties from UpToDate. D.H.M. is a consultant for Recognify Life Sciences Inc., and Syndesi Therapeutics. A.B. received consulting fees by Biogen and lecture fees by Otsuka, Janssen, and Lundbeck. C.M.D.-C. has received honoraria from Exeltis and Angelini. C. Arango has been a consultant to or has received honoraria or grants from Acadia, Angelini, Boehringer, Gedeon Richter, Janssen Cilag, Lundbeck, Minerva, Otsuka, Pfizer, Roche, Sage, Servier, Shire, Schering Plough, Sumitomo Dainippon Pharma, Sunovion, and Takeda. B.F. has received educational speaking fees from Medice GmbH. S.K. receives royalties for cognitive test and training software from Schuhfried, Austria.

Figures

Fig. 1.
Fig. 1.
Average structural asymmetries of the brain in individuals with schizophrenia and unaffected controls. For each bilaterally paired structural measure, the mean asymmetry index (AI) across datasets, weighted by sample size, is shown for individuals with schizophrenia (purple) and unaffected controls (green). A positive AI indicates left > right asymmetry, whereas a negative AI indicates right > left asymmetry. Error bars show pooled SDs. Figure was generated in R using package ggplot2 (69).
Fig. 2.
Fig. 2.
Map of cortical and subcortical asymmetry differences between individuals with schizophrenia and unaffected controls. Cohen’s d effect sizes from random-effects meta-analysis are projected on inflated left hemisphere cortical surface models (for cortical thickness and surface area) or subcortical structures (for subcortical volumes). Positive effects are shown in red shades (larger leftward or smaller rightward asymmetry in cases versus controls), while negative effects are shown in blue shades (smaller leftward or larger rightward asymmetry in cases versus controls). Gray shades indicate masked out structures. See also Fig. 1 and SI Appendix, Table S4 for directions of effects. Regions significant at pFDR < 0.05 are labeled and marked with asterisks.

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