Literature DB >> 34560273

Vertex-wise multivariate genome-wide association study identifies 780 unique genetic loci associated with cortical morphology.

Alexey A Shadrin1, Tobias Kaufmann2, Dennis van der Meer3, Clare E Palmer4, Carolina Makowski5, Robert Loughnan6, Terry L Jernigan7, Tyler M Seibert8, Donald J Hagler5, Olav B Smeland2, Ehsan Motazedi2, Yunhan Chu2, Aihua Lin2, Weiqiu Cheng2, Guy Hindley2, Wesley K Thompson9, Chun C Fan10, Dominic Holland11, Lars T Westlye12, Oleksandr Frei2, Ole A Andreassen13, Anders M Dale14.   

Abstract

Brain morphology has been shown to be highly heritable, yet only a small portion of the heritability is explained by the genetic variants discovered so far. Here we extended the Multivariate Omnibus Statistical Test (MOSTest) and applied it to genome-wide association studies (GWAS) of vertex-wise structural magnetic resonance imaging (MRI) cortical measures from N=35,657 participants in the UK Biobank. We identified 695 loci for cortical surface area and 539 for cortical thickness, in total 780 unique genetic loci associated with cortical morphology robustly replicated in 8,060 children of mixed ethnicity from the Adolescent Brain Cognitive Development (ABCD) Study®. This reflects more than 8-fold increase in genetic discovery at no cost to generalizability compared to the commonly used univariate GWAS methods applied to region of interest (ROI) data. Functional follow up including gene-based analyses implicated 10% of all protein-coding genes and pointed towards pathways involved in neurogenesis and cell differentiation. Power analysis indicated that applying the MOSTest to vertex-wise structural MRI data triples the effective sample size compared to conventional univariate GWAS approaches. The large boost in power obtained with the vertex-wise MOSTest together with pronounced replication rates and highlighted biologically meaningful pathways underscores the advantage of multivariate approaches in the context of highly distributed polygenic architecture of the human brain.
Copyright © 2021 The Authors. Published by Elsevier Inc. All rights reserved.

Entities:  

Keywords:  Cortical surface area; Cortical thickness; Distributed polygenic architecture; Genome-wide association study; Multivariate vertex-wise analysis

Mesh:

Year:  2021        PMID: 34560273      PMCID: PMC8785963          DOI: 10.1016/j.neuroimage.2021.118603

Source DB:  PubMed          Journal:  Neuroimage        ISSN: 1053-8119            Impact factor:   6.556


  36 in total

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Authors:  Sayantan Das; Lukas Forer; Sebastian Schönherr; Carlo Sidore; Adam E Locke; Alan Kwong; Scott I Vrieze; Emily Y Chew; Shawn Levy; Matt McGue; David Schlessinger; Dwight Stambolian; Po-Ru Loh; William G Iacono; Anand Swaroop; Laura J Scott; Francesco Cucca; Florian Kronenberg; Michael Boehnke; Gonçalo R Abecasis; Christian Fuchsberger
Journal:  Nat Genet       Date:  2016-08-29       Impact factor: 38.330

2.  Distinct genetic influences on cortical surface area and cortical thickness.

Authors:  Matthew S Panizzon; Christine Fennema-Notestine; Lisa T Eyler; Terry L Jernigan; Elizabeth Prom-Wormley; Michael Neale; Kristen Jacobson; Michael J Lyons; Michael D Grant; Carol E Franz; Hong Xian; Ming Tsuang; Bruce Fischl; Larry Seidman; Anders Dale; William S Kremen
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Review 3.  Motor system evolution and the emergence of high cognitive functions.

Authors:  Germán Mendoza; Hugo Merchant
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4.  Is bigger always better? The importance of cortical configuration with respect to cognitive ability.

Authors:  Eero Vuoksimaa; Matthew S Panizzon; Chi-Hua Chen; Mark Fiecas; Lisa T Eyler; Christine Fennema-Notestine; Donald J Hagler; Carol E Franz; Amy J Jak; Michael J Lyons; Michael C Neale; Daniel A Rinker; Wesley K Thompson; Ming T Tsuang; Anders M Dale; William S Kremen
Journal:  Neuroimage       Date:  2016-01-29       Impact factor: 6.556

5.  A global overview of pleiotropy and genetic architecture in complex traits.

Authors:  Kyoko Watanabe; Sven Stringer; Oleksandr Frei; Maša Umićević Mirkov; Christiaan de Leeuw; Tinca J C Polderman; Sophie van der Sluis; Ole A Andreassen; Benjamin M Neale; Danielle Posthuma
Journal:  Nat Genet       Date:  2019-08-19       Impact factor: 38.330

6.  MAGMA: generalized gene-set analysis of GWAS data.

Authors:  Christiaan A de Leeuw; Joris M Mooij; Tom Heskes; Danielle Posthuma
Journal:  PLoS Comput Biol       Date:  2015-04-17       Impact factor: 4.475

7.  Understanding the genetic determinants of the brain with MOSTest.

Authors:  Dennis van der Meer; Oleksandr Frei; Tobias Kaufmann; Alexey A Shadrin; Anna Devor; Olav B Smeland; Wesley K Thompson; Chun Chieh Fan; Dominic Holland; Lars T Westlye; Ole A Andreassen; Anders M Dale
Journal:  Nat Commun       Date:  2020-07-14       Impact factor: 14.919

8.  Bivariate causal mixture model quantifies polygenic overlap between complex traits beyond genetic correlation.

Authors:  Oleksandr Frei; Dominic Holland; Olav B Smeland; Alexey A Shadrin; Chun Chieh Fan; Steffen Maeland; Kevin S O'Connell; Yunpeng Wang; Srdjan Djurovic; Wesley K Thompson; Ole A Andreassen; Anders M Dale
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Journal:  Brain       Date:  2009-05-12       Impact factor: 13.501

10.  An anatomically comprehensive atlas of the adult human brain transcriptome.

Authors:  Michael J Hawrylycz; Ed S Lein; Angela L Guillozet-Bongaarts; Elaine H Shen; Lydia Ng; Jeremy A Miller; Louie N van de Lagemaat; Kimberly A Smith; Amanda Ebbert; Zackery L Riley; Chris Abajian; Christian F Beckmann; Amy Bernard; Darren Bertagnolli; Andrew F Boe; Preston M Cartagena; M Mallar Chakravarty; Mike Chapin; Jimmy Chong; Rachel A Dalley; Barry David Daly; Chinh Dang; Suvro Datta; Nick Dee; Tim A Dolbeare; Vance Faber; David Feng; David R Fowler; Jeff Goldy; Benjamin W Gregor; Zeb Haradon; David R Haynor; John G Hohmann; Steve Horvath; Robert E Howard; Andreas Jeromin; Jayson M Jochim; Marty Kinnunen; Christopher Lau; Evan T Lazarz; Changkyu Lee; Tracy A Lemon; Ling Li; Yang Li; John A Morris; Caroline C Overly; Patrick D Parker; Sheana E Parry; Melissa Reding; Joshua J Royall; Jay Schulkin; Pedro Adolfo Sequeira; Clifford R Slaughterbeck; Simon C Smith; Andy J Sodt; Susan M Sunkin; Beryl E Swanson; Marquis P Vawter; Derric Williams; Paul Wohnoutka; H Ronald Zielke; Daniel H Geschwind; Patrick R Hof; Stephen M Smith; Christof Koch; Seth G N Grant; Allan R Jones
Journal:  Nature       Date:  2012-09-20       Impact factor: 49.962

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Journal:  Mol Psychiatry       Date:  2022-10-17       Impact factor: 13.437

2.  The genetic architecture of human cortical folding.

Authors:  Dennis van der Meer; Tobias Kaufmann; Alexey A Shadrin; Carolina Makowski; Oleksandr Frei; Daniel Roelfs; Jennifer Monereo-Sánchez; David E J Linden; Jaroslav Rokicki; Dag Alnæs; Christiaan de Leeuw; Wesley K Thompson; Robert Loughnan; Chun Chieh Fan; Lars T Westlye; Ole A Andreassen; Anders M Dale
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3.  Clinical opportunity awaits at the intersection of genomics and brain imaging.

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4.  The psychiatric risk gene BRD1 modulates mitochondrial bioenergetics by transcriptional regulation.

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Review 5.  Mapping the genetic architecture of cortical morphology through neuroimaging: progress and perspectives.

Authors:  Dennis van der Meer; Tobias Kaufmann
Journal:  Transl Psychiatry       Date:  2022-10-14       Impact factor: 7.989

6.  Multi-Omics Characterization of Early- and Adult-Onset Major Depressive Disorder.

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