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.
Original language | English |
---|---|
Article number | e2213880120 |
Journal | Proceedings of the National Academy of Sciences of the United States of America |
Volume | 120 |
Issue number | 14 |
DOIs | |
Publication status | Published - 4 Apr 2023 |
Keywords
- asymmetry
- brain imaging
- cortical
- Schizophrenia
- subcortical
Fingerprint
Dive into the research topics of 'Large-scale analysis of structural brain asymmetries in schizophrenia via the ENIGMA consortium'. Together they form a unique fingerprint.Cite this
- APA
- Author
- BIBTEX
- Harvard
- Standard
- RIS
- Vancouver
}
In: Proceedings of the National Academy of Sciences of the United States of America, Vol. 120, No. 14, e2213880120, 04.04.2023.
Research output: Contribution to journal › Article › Academic › peer-review
TY - JOUR
T1 - Large-scale analysis of structural brain asymmetries in schizophrenia via the ENIGMA consortium
AU - Schijven, Dick
AU - Postema, Merel C.
AU - Fukunaga, Masaki
AU - Matsumoto, Junya
AU - Miura, Kenichiro
AU - de Zwarte, Sonja M.C.
AU - van Haren, Neeltje E.M.
AU - Cahn, Wiepke
AU - Hulshoff Pol, Hilleke E.
AU - Kahn, René S.
AU - Ayesa-Arriola, Rosa
AU - Ortiz-García de la Foz, Víctor
AU - Tordesillas-Gutierrez, Diana
AU - Vázquez-Bourgon, Javier
AU - Crespo-Facorro, Benedicto
AU - Alnæs, Dag
AU - Dahl, Andreas
AU - Westlye, Lars T.
AU - Agartz, Ingrid
AU - Andreassen, Ole A.
AU - Jönsson, Erik G.
AU - Kochunov, Peter
AU - Bruggemann, Jason M.
AU - Catts, Stanley V.
AU - Michie, Patricia T.
AU - Mowry, Bryan J.
AU - Quidé, Yann
AU - Rasser, Paul E.
AU - Schall, Ulrich
AU - Scott, Rodney J.
AU - Carr, Vaughan J.
AU - Green, Melissa J.
AU - Henskens, Frans A.
AU - Loughland, Carmel M.
AU - Pantelis, Christos
AU - Weickert, Cynthia Shannon
AU - Weickert, Thomas W.
AU - de Haan, Lieuwe
AU - Brosch, Katharina
AU - Pfarr, Julia Katharina
AU - Ringwald, Kai G.
AU - Stein, Frederike
AU - Jansen, Andreas
AU - Kircher, Tilo T.J.
AU - Nenadić, Igor
AU - Krämer, Bernd
AU - Gruber, Oliver
AU - Satterthwaite, Theodore D.
AU - Bustillo, Juan
AU - Janssen, Joost
N1 - Funding Information: ACKNOWLEDGMENTS. The ENIGMA project is in part supported by the National Institute of Biomedical Imaging and Bioengineering of the NIH (U54EB020403). The content is solely the responsibility of the authors and does not necessarily represent the official views of the NIH. Individual Funding Sources: D.S., M.C.P., S.E.F., and C.F.: Max Planck Society (Germany). R.A.-A.: Miguel Servet contract from the Carlos III Health Institute (CP18/00003).J.V.-B.: Instituto de Investigación Sanitaria Valdecilla (IDIVAL) (INT/A21/10,INT/A20/04).D.A.: South-Eastern Norway Regional Health Authority (2019107, 2020086). L.T.W.: Research Council of Norway (223273, 300767), South-Eastern Norway Regional Health Authority (2019101), and European Research Council under the European Union’s Horizon 2020 Research and Innovation Program (ERC StG, 802998). O.A.A.: Research Council of Norway (223273, 275054), KG Jebsen Stiftelsen, South East Norway Health Authority (2017-112, 2019-108). P.K.: NIH (R01MH123163, R01EB015611). M.J.G.: National Health and Medical Research Council (NHMRC) (630471, 1051672, 1081603). C.P.: NHMRC Senior Principal Research Fellowship (1105825),NHMRC L3 Investigator Grant (1196508).V.D.C.: NIH (R01MH118695), NSF (2112455). J.M.F.: Senior Research Career Scientist Award, Department of Veterans Affairs. P.F.-C.: Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM) and Instituto de Salud Carlos III, cofunded by European Union (European Regional Development Fund (ERDF)/European Social Fund (ESF), “Investing in your future”): Sara Borrell Research contract (CD19/00149). G.S.: Italian Ministry of Health (RC17-18-19-20-21/A). A.N.V.: National Institute of Mental Health (NIMH), Canadian Institutes of Health Research (CIHR), Canada Foundation for Innovation, Centre for Addiction and Mental Health (CAMH) Foundation,University of Toronto.Y.-C.C.: Korean Mental Health Technology R&D Project (HL19C0015) and Korea Health Technology R&D Project through the Korea Health Industry Development Institute (HI18C2383), funded by the Ministry of Health & Welfare, Republic of Korea. J.M.S.: NIH (1P20RR021938-01). A.R.M.: NIH (P30GM122734, R01MH101512). C.M.D.-C.: Instituto de Salud Carlos III, Spanish Ministry of Science and Innovation (PI17/00481, PI20/00721, JR19/00024). S. Cervenka: Swedish Research Council (523-2014-3467). M. Kirschner: Swiss National Science Foundation (SNSF) (P2SKP3_178175). T.H.: CIHR (142255), Ministry of Health of the Czech Republic (16-32791A, NU20-04-00393),Brain & Behavior Research Foundation (BBRF) Young and Independent Investigator Awards. A. James: Medical Research Council (MRC) (G0500092). P.H.: NARSAD grant from the BBRF (28445), Research Grant from the Novartis Foundation (20A058). R.C.G.: NIH (1R01MH117014, 1R01MH119219). N.J.: NIH (R01MH117601).S.E.M.: NHMRC (APP1172917).J.A.T.: NIH (R01MH1 21246). Dataset-Specific Funding Sources and Acknowledgments: AMC: Supported by grants from The Netherlands Organisation for Health Research and Development (ZonMw) (3160007,91676084,31160003,31180002,31000056, 2812412, 100001002, 100002034), the Dutch Research Council (NWO) (90461193, 40007080, 48004004, 40003330), the Amsterdam Brain Imaging Platform, Neuroscience Campus Amsterdam, and the Dutch Brain Foundation. Processing with FreeSurfer was performed on the Dutch e-Science Grid through BiG Grid project and COMMIT project “e-Biobanking with imaging for healthcare,” which are funded by the NWO. ASRB: Australian Schizophrenia Research Bank, supported by the NHMRC (Enabling Grant, 386500), the Pratt Foundation, Ramsay Health Care, the Viertel Charitable Foundation, and the Schizophrenia Research Institute. Chief Investigators for ASRB were S.V.C., P.T.M., B.J.M., U.S., R.J.S., V.J.C., F.A.H., C.P., Assen Jablensky. We thank C.M.L., the ASRB Manager, and acknowledge the help of Jason Bridge for ASRB database queries. CAMH: Datasets were collected and shared with support from the CAMH Foundation and the CIHR.CASSI (Cognitive and Affective Symptoms in Schizophrenia Intervention): Supported by the University of New South Wales School of Psychiatry, the NHMRC Funding Information: for the recruitment of the study participants.The FePsy Study was supported in part by grant no. SNF 3200-057216/1, ext./2, ext./3. SNUH: Supported by the Basic Science Research Program through the National Research Foundation of Korea (NRF) and the Korea Brain Research Institute (KBRI) basic research program through the KBRI,funded by the Ministry ofScience,ICT& Future Planning (2019R1C1C1002457, 2020M3E5D9079910, 21-BR-03–01). SWIFT: Supported in part by the SNSF (320030_146789).TOP: Supported by the Research Council of Norway (#160181, 190311, 223273, 213837, 249711), the South-East Norway Health Authority (2014114, 2014097, 2017-112), the Kristian Gerhard Jebsen Stiftelsen (SKGJ‐ MED‐008), and the European Community’s Seventh Framework Programme (FP7/2007–2013),grant agreement no.602450 (IMAGEMEND).UCISZ: Supported by the NIMH (R21MH097196 to T.G.M.v.E.). Data were processed by the UCI High-Performance Computing cluster (see FBIRN). UMCU: Supported by ZonMw (90802123,91746370 to H.E.H.P.,and 10-000-1001 to R.S.K.).UNIBA: Supported by grant funding from the Italian Ministry of Research (2017M7SZM8_004,PI A.B.; 2017K2NEF4, PI G.P.). UNIMAAS: Supported by ZonMw (91112002) and by a personal grant to T.v.A. (ZonMw-VIDI: 91712394). This clinical trial was registered in the Dutch clinical trial registry under ID: NTR5094 (https://trialsearch.who.int/Trial2. aspx?TrialID=NTR5094). Zurich: Funded by the SNSF. Publisher Copyright: © 2023 National Academy of Sciences. All rights reserved.
PY - 2023/4/4
Y1 - 2023/4/4
N2 - 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.
AB - 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.
KW - asymmetry
KW - brain imaging
KW - cortical
KW - Schizophrenia
KW - subcortical
UR - http://www.scopus.com/inward/record.url?scp=85151167995&partnerID=8YFLogxK
U2 - 10.1073/pnas.2213880120
DO - 10.1073/pnas.2213880120
M3 - Article
C2 - 36976765
AN - SCOPUS:85151167995
SN - 1091-6490
VL - 120
JO - Proceedings of the National Academy of Sciences of the United States of America
JF - Proceedings of the National Academy of Sciences of the United States of America
IS - 14
M1 - e2213880120
ER -