Literature DB >> 28552197

Large-Scale Identification of Common Trait and Disease Variants Affecting Gene Expression.

Mads Engel Hauberg1, Wen Zhang2, Claudia Giambartolomei2, Oscar Franzén3, David L Morris4, Timothy J Vyse5, Arno Ruusalepp6, Pamela Sklar7, Eric E Schadt3, Johan L M Björkegren8, Panos Roussos9.   

Abstract

Genome-wide association studies (GWASs) have identified a multitude of genetic loci involved with traits and diseases. However, it is often unclear which genes are affected in such loci and whether the associated genetic variants lead to increased or decreased gene function. To mitigate this, we integrated associations of common genetic variants in 57 GWASs with 24 studies of expression quantitative trait loci (eQTLs) from a broad range of tissues by using a Mendelian randomization approach. We discovered a total of 3,484 instances of gene-trait-associated changes in expression at a false-discovery rate < 0.05. These genes were often not closest to the genetic variant and were primarily identified in eQTLs derived from pathophysiologically relevant tissues. For instance, genes with expression changes associated with lipid traits were mostly identified in the liver, and those associated with cardiovascular disease were identified in arterial tissue. The affected genes additionally point to biological processes implicated in the interrogated traits, such as the interleukin-27 pathway in rheumatoid arthritis. Further, comparing trait-associated gene expression changes across traits suggests that pleiotropy is a widespread phenomenon and points to specific instances of both agonistic and antagonistic pleiotropy. For instance, expression of SNX19 and ABCB9 is positively correlated with both the risk of schizophrenia and educational attainment. To facilitate interpretation, we provide this lexicon of how common trait-associated genetic variants alter gene expression in various tissues as the online database GWAS2Genes. Published by Elsevier Inc.

Entities:  

Keywords:  GWASs; Mendelian randomization; antagonistic pleiotropy; common genetic variation; complex diseases; complex traits; cross phenotype; eQTLs; expression quantitative trait loci; gene expression; gene-set enrichment analysis; genome-wide association studies

Mesh:

Year:  2017        PMID: 28552197      PMCID: PMC5474225          DOI: 10.1016/j.ajhg.2017.04.016

Source DB:  PubMed          Journal:  Am J Hum Genet        ISSN: 0002-9297            Impact factor:   11.025


  34 in total

Review 1.  Beyond GWASs: illuminating the dark road from association to function.

Authors:  Stacey L Edwards; Jonathan Beesley; Juliet D French; Alison M Dunning
Journal:  Am J Hum Genet       Date:  2013-11-07       Impact factor: 11.025

2.  Open chromatin profiling of human postmortem brain infers functional roles for non-coding schizophrenia loci.

Authors:  John F Fullard; Claudia Giambartolomei; Mads E Hauberg; Ke Xu; Georgios Voloudakis; Zhiping Shao; Christopher Bare; Joel T Dudley; Manuel Mattheisen; Nikolaos K Robakis; Vahram Haroutunian; Panos Roussos
Journal:  Hum Mol Genet       Date:  2017-05-15       Impact factor: 6.150

3.  Sherlock: detecting gene-disease associations by matching patterns of expression QTL and GWAS.

Authors:  Xin He; Chris K Fuller; Yi Song; Qingying Meng; Bin Zhang; Xia Yang; Hao Li
Journal:  Am J Hum Genet       Date:  2013-05-02       Impact factor: 11.025

Review 4.  The statistical properties of gene-set analysis.

Authors:  Christiaan A de Leeuw; Benjamin M Neale; Tom Heskes; Danielle Posthuma
Journal:  Nat Rev Genet       Date:  2016-04-12       Impact factor: 53.242

5.  Integrative approaches for large-scale transcriptome-wide association studies.

Authors:  Alexander Gusev; Arthur Ko; Huwenbo Shi; Gaurav Bhatia; Wonil Chung; Brenda W J H Penninx; Rick Jansen; Eco J C de Geus; Dorret I Boomsma; Fred A Wright; Patrick F Sullivan; Elina Nikkola; Marcus Alvarez; Mete Civelek; Aldons J Lusis; Terho Lehtimäki; Emma Raitoharju; Mika Kähönen; Ilkka Seppälä; Olli T Raitakari; Johanna Kuusisto; Markku Laakso; Alkes L Price; Päivi Pajukanta; Bogdan Pasaniuc
Journal:  Nat Genet       Date:  2016-02-08       Impact factor: 38.330

6.  Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles.

Authors:  Aravind Subramanian; Pablo Tamayo; Vamsi K Mootha; Sayan Mukherjee; Benjamin L Ebert; Michael A Gillette; Amanda Paulovich; Scott L Pomeroy; Todd R Golub; Eric S Lander; Jill P Mesirov
Journal:  Proc Natl Acad Sci U S A       Date:  2005-09-30       Impact factor: 11.205

7.  Gene expression elucidates functional impact of polygenic risk for schizophrenia.

Authors:  Menachem Fromer; Panos Roussos; Solveig K Sieberts; Jessica S Johnson; David H Kavanagh; Thanneer M Perumal; Douglas M Ruderfer; Edwin C Oh; Aaron Topol; Hardik R Shah; Lambertus L Klei; Robin Kramer; Dalila Pinto; Zeynep H Gümüş; A Ercument Cicek; Kristen K Dang; Andrew Browne; Cong Lu; Lu Xie; Ben Readhead; Eli A Stahl; Jianqiu Xiao; Mahsa Parvizi; Tymor Hamamsy; John F Fullard; Ying-Chih Wang; Milind C Mahajan; Jonathan M J Derry; Joel T Dudley; Scott E Hemby; Benjamin A Logsdon; Konrad Talbot; Towfique Raj; David A Bennett; Philip L De Jager; Jun Zhu; Bin Zhang; Patrick F Sullivan; Andrew Chess; Shaun M Purcell; Leslie A Shinobu; Lara M Mangravite; Hiroyoshi Toyoshiba; Raquel E Gur; Chang-Gyu Hahn; David A Lewis; Vahram Haroutunian; Mette A Peters; Barbara K Lipska; Joseph D Buxbaum; Eric E Schadt; Keisuke Hirai; Kathryn Roeder; Kristen J Brennand; Nicholas Katsanis; Enrico Domenici; Bernie Devlin; Pamela Sklar
Journal:  Nat Neurosci       Date:  2016-09-26       Impact factor: 24.884

8.  A global reference for human genetic variation.

Authors:  Adam Auton; Lisa D Brooks; Richard M Durbin; Erik P Garrison; Hyun Min Kang; Jan O Korbel; Jonathan L Marchini; Shane McCarthy; Gil A McVean; Gonçalo R Abecasis
Journal:  Nature       Date:  2015-10-01       Impact factor: 49.962

9.  Mouse Genome Database (MGD)-2017: community knowledge resource for the laboratory mouse.

Authors:  Judith A Blake; Janan T Eppig; James A Kadin; Joel E Richardson; Cynthia L Smith; Carol J Bult
Journal:  Nucleic Acids Res       Date:  2016-11-28       Impact factor: 16.971

10.  The long-range interaction landscape of gene promoters.

Authors:  Amartya Sanyal; Bryan R Lajoie; Gaurav Jain; Job Dekker
Journal:  Nature       Date:  2012-09-06       Impact factor: 49.962

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  33 in total

1.  Reference Trait Analysis Reveals Correlations Between Gene Expression and Quantitative Traits in Disjoint Samples.

Authors:  Daniel A Skelly; Narayanan Raghupathy; Raymond F Robledo; Joel H Graber; Elissa J Chesler
Journal:  Genetics       Date:  2019-05-21       Impact factor: 4.562

2.  Integrative analysis of liver-specific non-coding regulatory SNPs associated with the risk of coronary artery disease.

Authors:  Ilakya Selvarajan; Anu Toropainen; Kristina M Garske; Maykel López Rodríguez; Arthur Ko; Zong Miao; Dorota Kaminska; Kadri Õunap; Tiit Örd; Aarthi Ravindran; Oscar H Liu; Pierre R Moreau; Ashik Jawahar Deen; Ville Männistö; Calvin Pan; Anna-Liisa Levonen; Aldons J Lusis; Sami Heikkinen; Casey E Romanoski; Jussi Pihlajamäki; Päivi Pajukanta; Minna U Kaikkonen
Journal:  Am J Hum Genet       Date:  2021-02-23       Impact factor: 11.025

3.  A Bayesian framework for multiple trait colocalization from summary association statistics.

Authors:  Claudia Giambartolomei; Jimmy Zhenli Liu; Wen Zhang; Mads Hauberg; Huwenbo Shi; James Boocock; Joe Pickrell; Andrew E Jaffe; Bogdan Pasaniuc; Panos Roussos
Journal:  Bioinformatics       Date:  2018-08-01       Impact factor: 6.937

Review 4.  Functional genomics links genetic origins to pathophysiology in neurodegenerative and neuropsychiatric disease.

Authors:  Brie Wamsley; Daniel H Geschwind
Journal:  Curr Opin Genet Dev       Date:  2020-07-04       Impact factor: 5.578

Review 5.  Defining the Genetic, Genomic, Cellular, and Diagnostic Architectures of Psychiatric Disorders.

Authors:  Patrick F Sullivan; Daniel H Geschwind
Journal:  Cell       Date:  2019-03-21       Impact factor: 41.582

6.  Including diverse and admixed populations in genetic epidemiology research.

Authors:  Amke Caliebe; Fasil Tekola-Ayele; Burcu F Darst; Xuexia Wang; Yeunjoo E Song; Jiang Gui; Ronnie A Sebro; David J Balding; Mohamad Saad; Marie-Pierre Dubé
Journal:  Genet Epidemiol       Date:  2022-07-16       Impact factor: 2.344

7.  Pleiotropic Meta-Analysis of Cognition, Education, and Schizophrenia Differentiates Roles of Early Neurodevelopmental and Adult Synaptic Pathways.

Authors:  Max Lam; W David Hill; Joey W Trampush; Jin Yu; Emma Knowles; Gail Davies; Eli Stahl; Laura Huckins; David C Liewald; Srdjan Djurovic; Ingrid Melle; Kjetil Sundet; Andrea Christoforou; Ivar Reinvang; Pamela DeRosse; Astri J Lundervold; Vidar M Steen; Thomas Espeseth; Katri Räikkönen; Elisabeth Widen; Aarno Palotie; Johan G Eriksson; Ina Giegling; Bettina Konte; Annette M Hartmann; Panos Roussos; Stella Giakoumaki; Katherine E Burdick; Antony Payton; William Ollier; Ornit Chiba-Falek; Deborah K Attix; Anna C Need; Elizabeth T Cirulli; Aristotle N Voineskos; Nikos C Stefanis; Dimitrios Avramopoulos; Alex Hatzimanolis; Dan E Arking; Nikolaos Smyrnis; Robert M Bilder; Nelson A Freimer; Tyrone D Cannon; Edythe London; Russell A Poldrack; Fred W Sabb; Eliza Congdon; Emily Drabant Conley; Matthew A Scult; Dwight Dickinson; Richard E Straub; Gary Donohoe; Derek Morris; Aiden Corvin; Michael Gill; Ahmad R Hariri; Daniel R Weinberger; Neil Pendleton; Panos Bitsios; Dan Rujescu; Jari Lahti; Stephanie Le Hellard; Matthew C Keller; Ole A Andreassen; Ian J Deary; David C Glahn; Anil K Malhotra; Todd Lencz
Journal:  Am J Hum Genet       Date:  2019-08-01       Impact factor: 11.025

Review 8.  Genetic Insights Into Smooth Muscle Cell Contributions to Coronary Artery Disease.

Authors:  Doris Wong; Adam W Turner; Clint L Miller
Journal:  Arterioscler Thromb Vasc Biol       Date:  2019-06       Impact factor: 8.311

9.  Migraine: interactions between brain's trait and state.

Authors:  Edina Szabo; Stephen Green; Keerthana Deepti Karunakaran; Christine B Sieberg; Igor Elman; Rami Burstein; David Borsook
Journal:  CNS Spectr       Date:  2021-06-21       Impact factor: 3.790

10.  Transcriptional-regulatory convergence across functional MDD risk variants identified by massively parallel reporter assays.

Authors:  Bernard Mulvey; Joseph D Dougherty
Journal:  Transl Psychiatry       Date:  2021-07-22       Impact factor: 6.222

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