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The genetic architecture of human cortical folding

View ORCID ProfileDennis van der Meer, View ORCID ProfileTobias Kaufmann, View ORCID ProfileAlexey A. Shadrin, Carolina Makowski, View ORCID ProfileOleksandr Frei, View ORCID ProfileDaniel Roelfs, View ORCID ProfileJennifer Monereo Sánchez, View ORCID ProfileDavid E.J. Linden, View ORCID ProfileJaroslav Rokicki, View ORCID ProfileChristiaan de Leeuw, View ORCID ProfileWesley K. Thompson, View ORCID ProfileRobert Loughnan, Chun Chieh Fan, Paul M. Thompson, View ORCID ProfileLars T. Westlye, View ORCID ProfileOle A. Andreassen, View ORCID ProfileAnders M. Dale
doi: https://doi.org/10.1101/2021.01.13.426555
Dennis van der Meer
1NORMENT Centre, Division of Mental Health and Addiction, Oslo University Hospital & Institute of Clinical Medicine, University of Oslo, Oslo, Norway
2School of Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, The Netherlands
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  • For correspondence: d.v.d.meer@medisin.uio.no
Tobias Kaufmann
1NORMENT Centre, Division of Mental Health and Addiction, Oslo University Hospital & Institute of Clinical Medicine, University of Oslo, Oslo, Norway
3Department of Psychiatry and Psychotherapy, University of Tübingen, Germany
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Alexey A. Shadrin
1NORMENT Centre, Division of Mental Health and Addiction, Oslo University Hospital & Institute of Clinical Medicine, University of Oslo, Oslo, Norway
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Carolina Makowski
4Center for Multimodal Imaging and Genetics, University of California at San Diego, La Jolla, CA 92037, USA
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Oleksandr Frei
1NORMENT Centre, Division of Mental Health and Addiction, Oslo University Hospital & Institute of Clinical Medicine, University of Oslo, Oslo, Norway
5Centre for Bioinformatics, Department of Informatics, University of Oslo, Oslo, Norway
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Daniel Roelfs
1NORMENT Centre, Division of Mental Health and Addiction, Oslo University Hospital & Institute of Clinical Medicine, University of Oslo, Oslo, Norway
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Jennifer Monereo Sánchez
2School of Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, The Netherlands
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David E.J. Linden
2School of Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, The Netherlands
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Jaroslav Rokicki
1NORMENT Centre, Division of Mental Health and Addiction, Oslo University Hospital & Institute of Clinical Medicine, University of Oslo, Oslo, Norway
6Department of Psychology, University of Oslo, Oslo, Norway
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Christiaan de Leeuw
7Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, VU University Amsterdam, Amsterdam, The Netherlands
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Wesley K. Thompson
8Herbert Wertheim School of Public Health and Human Longevity Science, University of California at San Diego, La Jolla, CA 92037, USA
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Robert Loughnan
4Center for Multimodal Imaging and Genetics, University of California at San Diego, La Jolla, CA 92037, USA
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Chun Chieh Fan
4Center for Multimodal Imaging and Genetics, University of California at San Diego, La Jolla, CA 92037, USA
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Paul M. Thompson
9Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA
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Lars T. Westlye
1NORMENT Centre, Division of Mental Health and Addiction, Oslo University Hospital & Institute of Clinical Medicine, University of Oslo, Oslo, Norway
6Department of Psychology, University of Oslo, Oslo, Norway
10K.G. Jebsen Centre for Neurodevelopmental disorders, University of Oslo
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Ole A. Andreassen
1NORMENT Centre, Division of Mental Health and Addiction, Oslo University Hospital & Institute of Clinical Medicine, University of Oslo, Oslo, Norway
10K.G. Jebsen Centre for Neurodevelopmental disorders, University of Oslo
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Anders M. Dale
1NORMENT Centre, Division of Mental Health and Addiction, Oslo University Hospital & Institute of Clinical Medicine, University of Oslo, Oslo, Norway
4Center for Multimodal Imaging and Genetics, University of California at San Diego, La Jolla, CA 92037, USA
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ABSTRACT

The folding of the human cerebral cortex is a highly genetically regulated process that allows for a much larger surface area to fit into the cranial vault and optimizes functional organization. Sulcal depth is a robust, yet understudied measure of localized folding, previously associated with a range of neurodevelopmental disorders. Here, we report the first genome-wide association study of sulcal depth. Through the Multivariate Omnibus Statistical Test (MOSTest) applied to vertexwise measures from 33,748 participants of the UK Biobank (mean age 64.3 years, 52.0% female) we identified 856 genetic loci associated with sulcal depth at genome-wide significance (a=5×10-8). Comparison with two other measures of cortical morphology, cortical thickness and surface area, indicated that sulcal depth has higher yield in terms of loci discovered, higher heritability and higher effective sample size. There was a large amount of genetic overlap between the three traits, with gene-based analyses indicating strong associations with neurodevelopmental processes. Our findings demonstrate sulcal depth is a promising MRI phenotype that may enhance our understanding of human cortical morphology.

Competing Interest Statement

Dr. de Leeuw is funded by Hoffman-La Roche. Dr. Andreassen has received speakers honorarium from Lundbeck, and is a consultant to HealthLytix. Dr. Dale is a Founder of and holds equity in CorTechs Labs, Inc, and serves on its Scientific Advisory Board. He is a member of the Scientific Advisory Board of Human Longevity, Inc. and receives funding through research agreements with General Electric Healthcare and Medtronic, Inc. The terms of these arrangements have been reviewed and approved by UCSD in accordance with its conflict of interest policies. The other authors declare no competing financial interests.

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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Posted January 13, 2021.
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The genetic architecture of human cortical folding
Dennis van der Meer, Tobias Kaufmann, Alexey A. Shadrin, Carolina Makowski, Oleksandr Frei, Daniel Roelfs, Jennifer Monereo Sánchez, David E.J. Linden, Jaroslav Rokicki, Christiaan de Leeuw, Wesley K. Thompson, Robert Loughnan, Chun Chieh Fan, Paul M. Thompson, Lars T. Westlye, Ole A. Andreassen, Anders M. Dale
bioRxiv 2021.01.13.426555; doi: https://doi.org/10.1101/2021.01.13.426555
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The genetic architecture of human cortical folding
Dennis van der Meer, Tobias Kaufmann, Alexey A. Shadrin, Carolina Makowski, Oleksandr Frei, Daniel Roelfs, Jennifer Monereo Sánchez, David E.J. Linden, Jaroslav Rokicki, Christiaan de Leeuw, Wesley K. Thompson, Robert Loughnan, Chun Chieh Fan, Paul M. Thompson, Lars T. Westlye, Ole A. Andreassen, Anders M. Dale
bioRxiv 2021.01.13.426555; doi: https://doi.org/10.1101/2021.01.13.426555

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