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The dark side of the mean: brain structural heterogeneity in schizophrenia and its polygenic risk

View ORCID ProfileDag Alnæs, View ORCID ProfileTobias Kaufmann, Dennis van der Meer, Aldo Córdova-Palomera, Jaroslav Rokicki, Torgeir Moberget, Francesco Bettella, Ingrid Agartz, Deanna M. Barch, Alessandro Bertolino, Christine L. Brandt, Simon Cervenka, Srdjan Djurovic, Nhat Trung Doan, Sarah Eisenacher, Helena Fatouros-Bergman, Lena Flyckt, Annabella Di Giorgio, Beathe Haatveit, Erik G. Jönsson, KaSP Consortium, Peter Kirsch, Martina J. Lund, Andreas Meyer-Lindenberg, Giulio Pergola, Emanuel Schwarz, Olav B. Smeland, Tiziana Quarto, Mathias Zink, Ole A. Andreassen, View ORCID ProfileLars T. Westlye
doi: https://doi.org/10.1101/407890
Dag Alnæs
1Norwegian Centre for Mental Disorders Research (NORMENT), KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Norway
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  • ORCID record for Dag Alnæs
  • For correspondence: dag.alnas@psykologi.uio.no
Tobias Kaufmann
1Norwegian Centre for Mental Disorders Research (NORMENT), KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Norway
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Dennis van der Meer
1Norwegian Centre for Mental Disorders Research (NORMENT), KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Norway
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Aldo Córdova-Palomera
1Norwegian Centre for Mental Disorders Research (NORMENT), KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Norway
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Jaroslav Rokicki
1Norwegian Centre for Mental Disorders Research (NORMENT), KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Norway
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Torgeir Moberget
1Norwegian Centre for Mental Disorders Research (NORMENT), KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Norway
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Francesco Bettella
1Norwegian Centre for Mental Disorders Research (NORMENT), KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Norway
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Ingrid Agartz
1Norwegian Centre for Mental Disorders Research (NORMENT), KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Norway
2Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
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Deanna M. Barch
3Department of Psychological and Brain Sciences, Washington University in St. Louis, USA
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Alessandro Bertolino
4Psychiatric Neuroscience Group, Department of Basic Medical Sciences, Neuroscience and Sense Organs, University of Bari “Aldo Moro”, Bari, Italy
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Christine L. Brandt
1Norwegian Centre for Mental Disorders Research (NORMENT), KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Norway
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Simon Cervenka
2Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
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Srdjan Djurovic
1Norwegian Centre for Mental Disorders Research (NORMENT), KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Norway
5Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
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Nhat Trung Doan
1Norwegian Centre for Mental Disorders Research (NORMENT), KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Norway
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Sarah Eisenacher
6Central Institute of Mental Health, University of Heidelberg, Mannheim, Germany
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Helena Fatouros-Bergman
2Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
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Lena Flyckt
2Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
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Annabella Di Giorgio
4Psychiatric Neuroscience Group, Department of Basic Medical Sciences, Neuroscience and Sense Organs, University of Bari “Aldo Moro”, Bari, Italy
7Fondazione Casa Sollievo della Sofferenza IRCCS, San Giovanni Rotondo, Italy
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Beathe Haatveit
1Norwegian Centre for Mental Disorders Research (NORMENT), KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Norway
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Erik G. Jönsson
1Norwegian Centre for Mental Disorders Research (NORMENT), KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Norway
2Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
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8Karolinska Schizophrenia Project (KaSP) Consortium
Peter Kirsch
6Central Institute of Mental Health, University of Heidelberg, Mannheim, Germany
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Martina J. Lund
1Norwegian Centre for Mental Disorders Research (NORMENT), KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Norway
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Andreas Meyer-Lindenberg
6Central Institute of Mental Health, University of Heidelberg, Mannheim, Germany
9Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
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Giulio Pergola
4Psychiatric Neuroscience Group, Department of Basic Medical Sciences, Neuroscience and Sense Organs, University of Bari “Aldo Moro”, Bari, Italy
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Emanuel Schwarz
6Central Institute of Mental Health, University of Heidelberg, Mannheim, Germany
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Olav B. Smeland
1Norwegian Centre for Mental Disorders Research (NORMENT), KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Norway
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Tiziana Quarto
4Psychiatric Neuroscience Group, Department of Basic Medical Sciences, Neuroscience and Sense Organs, University of Bari “Aldo Moro”, Bari, Italy
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Mathias Zink
6Central Institute of Mental Health, University of Heidelberg, Mannheim, Germany
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Ole A. Andreassen
1Norwegian Centre for Mental Disorders Research (NORMENT), KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Norway
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Lars T. Westlye
1Norwegian Centre for Mental Disorders Research (NORMENT), KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Norway
10Department of Psychology, University of Oslo, Norway
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Abstract

Importance Between-subject variability in brain structure is determined by gene-environment interactions, possibly reflecting differential sensitivity to environmental and genetic perturbations. Magnetic resonance imaging (MRI) studies have revealed thinner cortices and smaller subcortical volumes in patients. However, such group-level comparisons may mask considerable within-group heterogeneity, which has largely remained unnoticed in the literature

Objective To compare brain structural variability between individuals with SZ and healthy controls (HC) and to test if respective variability reflects the polygenic risk for SZ (PRS) in HC.

Design, Setting, and Participants We compared MRI derived cortical thickness and subcortical volumes between 2,010 healthy controls and 1,151 patients with SZ across 16 cohorts. Secondly, we tested for associations between PRS and MRI features in 12,490 participants from UK Biobank.

Main Outcomes and Measures We modeled mean and dispersion effects of SZ and PRS using double generalized linear models. We performed vertex-wise analyses for thickness, and region-of-interest analysis for cortical, subcortical and hippocampal subfield volumes. Follow-up analyses included within-sample analysis, controlling for intracranial volume and population covariates, test of robustness of PRS threshold, and outlier removal.

Results Compared to controls, patients with SZ showed higher heterogeneity in cortical thickness, cortical and ventricle volumes, and hippocampal subfields. Higher PRS was associated with thinner frontal and temporal cortices, as well as smaller left CA2/3, but was not significantly associated with dispersion.

Conclusion and relevance SZ is associated with substantial brain structural heterogeneity beyond the mean differences. These findings possibly reflect higher differential sensitivity to environmental and genetic perturbations in patients, supporting the heterogeneous nature of SZ. Higher PRS for SZ was associated with thinner fronto-temporal cortices and smaller subcortical volumes, but there were no significant associations with the heterogeneity in these measures, i.e. the variability among individuals with high PRS were comparable to the variability among individuals with low PRS. This suggests that brain variability in SZ results from interactions between environmental and genetic factors that are not captured by the PGR. Factors contributing to heterogeneity in fronto-temporal cortices and hippocampus are thus key to further our understanding of how genetic and environmental factors shape brain biology in SZ.

Key Points Question: Is schizophrenia and its polygenic risk associated with brain structural heterogeneity in addition to mean changes?

Findings: In a sample of 1151 patients and 2010 controls, schizophrenia was associated with increased heterogeneity in fronto-temporal thickness, cortical, ventricle, and hippocampal volumes, besides robust reductions in mean estimates. In an independent sample of 12,490 controls, polygenic risk for schizophrenia was associated with thinner fronto-temporal cortices and smaller CA2/3 of the left hippocampus, but not with heterogeneity.

Meaning: Schizophrenia is associated with increased inter-individual differences in brainstructure, possibly reflecting clinical heterogeneity, gene-environment interactions, or secondary disease factors.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. All rights reserved. No reuse allowed without permission.
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Posted September 04, 2018.
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The dark side of the mean: brain structural heterogeneity in schizophrenia and its polygenic risk
Dag Alnæs, Tobias Kaufmann, Dennis van der Meer, Aldo Córdova-Palomera, Jaroslav Rokicki, Torgeir Moberget, Francesco Bettella, Ingrid Agartz, Deanna M. Barch, Alessandro Bertolino, Christine L. Brandt, Simon Cervenka, Srdjan Djurovic, Nhat Trung Doan, Sarah Eisenacher, Helena Fatouros-Bergman, Lena Flyckt, Annabella Di Giorgio, Beathe Haatveit, Erik G. Jönsson, KaSP Consortium, Peter Kirsch, Martina J. Lund, Andreas Meyer-Lindenberg, Giulio Pergola, Emanuel Schwarz, Olav B. Smeland, Tiziana Quarto, Mathias Zink, Ole A. Andreassen, Lars T. Westlye
bioRxiv 407890; doi: https://doi.org/10.1101/407890
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The dark side of the mean: brain structural heterogeneity in schizophrenia and its polygenic risk
Dag Alnæs, Tobias Kaufmann, Dennis van der Meer, Aldo Córdova-Palomera, Jaroslav Rokicki, Torgeir Moberget, Francesco Bettella, Ingrid Agartz, Deanna M. Barch, Alessandro Bertolino, Christine L. Brandt, Simon Cervenka, Srdjan Djurovic, Nhat Trung Doan, Sarah Eisenacher, Helena Fatouros-Bergman, Lena Flyckt, Annabella Di Giorgio, Beathe Haatveit, Erik G. Jönsson, KaSP Consortium, Peter Kirsch, Martina J. Lund, Andreas Meyer-Lindenberg, Giulio Pergola, Emanuel Schwarz, Olav B. Smeland, Tiziana Quarto, Mathias Zink, Ole A. Andreassen, Lars T. Westlye
bioRxiv 407890; doi: https://doi.org/10.1101/407890

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