Exploiting the GTEx resources to decipher the mechanisms at GWAS loci.


Journal

Genome biology
ISSN: 1474-760X
Titre abrégé: Genome Biol
Pays: England
ID NLM: 100960660

Informations de publication

Date de publication:
26 01 2021
Historique:
received: 06 06 2020
accepted: 18 12 2020
entrez: 27 1 2021
pubmed: 28 1 2021
medline: 15 12 2021
Statut: epublish

Résumé

The resources generated by the GTEx consortium offer unprecedented opportunities to advance our understanding of the biology of human diseases. Here, we present an in-depth examination of the phenotypic consequences of transcriptome regulation and a blueprint for the functional interpretation of genome-wide association study-discovered loci. Across a broad set of complex traits and diseases, we demonstrate widespread dose-dependent effects of RNA expression and splicing. We develop a data-driven framework to benchmark methods that prioritize causal genes and find no single approach outperforms the combination of multiple approaches. Using colocalization and association approaches that take into account the observed allelic heterogeneity of gene expression, we propose potential target genes for 47% (2519 out of 5385) of the GWAS loci examined.

Identifiants

pubmed: 33499903
doi: 10.1186/s13059-020-02252-4
pii: 10.1186/s13059-020-02252-4
pmc: PMC7836161
doi:

Types de publication

Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

49

Subventions

Organisme : NIMH NIH HHS
ID : R01 MH101814
Pays : United States
Organisme : National Institute of Diabetes and Digestive and Kidney Diseases (US)
ID : P30DK20595
Organisme : NHGRI NIH HHS
ID : U01 HG007598
Pays : United States
Organisme : NHLBI NIH HHS
ID : T32 HL007824
Pays : United States
Organisme : NIGMS NIH HHS
ID : R35 GM138121
Pays : United States
Organisme : NIMH NIH HHS
ID : R01 MH101822
Pays : United States
Organisme : NHLBI NIH HHS
ID : R01 HL133218
Pays : United States
Organisme : NHGRI NIH HHS
ID : U41 HG009494
Pays : United States
Organisme : National Institute of Health
ID : R01MH107666
Organisme : NHGRI NIH HHS
ID : R35 HG010718
Pays : United States
Organisme : NHGRI NIH HHS
ID : R01 HG011138
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG007593
Pays : United States
Organisme : NCATS NIH HHS
ID : UL1 TR000430
Pays : United States
Organisme : NIGMS NIH HHS
ID : R35 GM124836
Pays : United States
Organisme : NHLBI NIH HHS
ID : R01 HL139865
Pays : United States
Organisme : NIA NIH HHS
ID : RF1 AG055477
Pays : United States
Organisme : NHLBI NIH HHS
ID : HHSN268201000029C
Pays : United States
Organisme : NHLBI NIH HHS
ID : R01 HL133559
Pays : United States
Organisme : NEI NIH HHS
ID : R01 EY031424
Pays : United States

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Auteurs

Alvaro N Barbeira (AN)

Section of Genetic Medicine, Department of Medicine, The University of Chicago, Chicago, IL, USA.

Rodrigo Bonazzola (R)

Section of Genetic Medicine, Department of Medicine, The University of Chicago, Chicago, IL, USA.

Eric R Gamazon (ER)

Division of Genetic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA.
Data Science Institute, Vanderbilt University, Nashville, TN, USA.
Clare Hall, University of Cambridge, Cambridge, UK.
MRC Epidemiology Unit, University of Cambridge, Cambridge, UK.

Yanyu Liang (Y)

Section of Genetic Medicine, Department of Medicine, The University of Chicago, Chicago, IL, USA.

YoSon Park (Y)

Department of Genetics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA.
Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA.

Sarah Kim-Hellmuth (S)

Statistical Genetics, Max Planck Institute of Psychiatry, Munich, Germany.
New York Genome Center, New York, NY, USA.
Department of Systems Biology, Columbia University, New York, NY, USA.

Gao Wang (G)

Department of Human Genetics, University of Chicago, Chicago, IL, USA.

Zhuoxun Jiang (Z)

Section of Genetic Medicine, Department of Medicine, The University of Chicago, Chicago, IL, USA.

Dan Zhou (D)

Division of Genetic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA.

Farhad Hormozdiari (F)

The Broad Institute of MIT and Harvard, Cambridge, MA, USA.
Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA.

Boxiang Liu (B)

Department of Biology, Stanford University, Stanford, 94305, CA, USA.

Abhiram Rao (A)

Department of Biology, Stanford University, Stanford, 94305, CA, USA.

Andrew R Hamel (AR)

The Broad Institute of MIT and Harvard, Cambridge, MA, USA.
Ocular Genomics Institute, Massachusetts Eye and Ear, Harvard Medical School, Boston, MA, USA.

Milton D Pividori (MD)

Section of Genetic Medicine, Department of Medicine, The University of Chicago, Chicago, IL, USA.

François Aguet (F)

The Broad Institute of MIT and Harvard, Cambridge, MA, USA.

Lisa Bastarache (L)

Department of Biomedical Informatics, Department of Medicine, Vanderbilt University, Nashville, TN, USA.
Center for Human Genetics Research, Department of Molecular Physiology and Biophysics, Vanderbilt University School of Medicine, Nashville, TN, USA.

Daniel M Jordan (DM)

Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.

Marie Verbanck (M)

Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Université de Paris - EA 7537 BIOSTM, Paris, France.

Ron Do (R)

Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.

Matthew Stephens (M)

Department of Human Genetics, University of Chicago, Chicago, IL, USA.

Kristin Ardlie (K)

The Broad Institute of MIT and Harvard, Cambridge, MA, USA.

Mark McCarthy (M)

University of Oxford, Oxford, UK.

Stephen B Montgomery (SB)

Department of Genetics, Stanford University, Stanford, CA, USA.
Department of Pathology, Stanford University, Stanford, CA, USA.

Ayellet V Segrè (AV)

The Broad Institute of MIT and Harvard, Cambridge, MA, USA.
Ocular Genomics Institute, Massachusetts Eye and Ear, Harvard Medical School, Boston, MA, USA.

Christopher D Brown (CD)

Department of Genetics, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA.

Tuuli Lappalainen (T)

New York Genome Center, New York, NY, USA.
Department of Systems Biology, Columbia University, New York, NY, USA.

Xiaoquan Wen (X)

Department of Biostatistics, University of Michigan, Ann Arbor, MI, USA.

Hae Kyung Im (HK)

Section of Genetic Medicine, Department of Medicine, The University of Chicago, Chicago, IL, USA. haky@uchicago.edu.

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Classifications MeSH