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PMID: 22293038 Published · epublish English Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Dissecting the regulatory architecture of gene expression QTLs.

Genome biology ·Vol. 13 ·No. 1 ·2012-01-31 ·Pages R7

Gaffney DJ, Veyrieras JB, Degner JF, Pique-Regi R, Pai AA, Crawford GE, Stephens M, Gilad Y, Pritchard JK

Abstract

Expression quantitative trait loci (eQTLs) are likely to play an important role in the genetics of complex traits; however, their functional basis remains poorly understood. Using the HapMap lymphoblastoid cell lines, we combine 1000 Genomes genotypes and an extensive catalogue of human functional elements to investigate the biological mechanisms that eQTLs perturb. We use a Bayesian hierarchical model to estimate the enrichment of eQTLs in a wide variety of regulatory annotations. We find that approximately 40% of eQTLs occur in open chromatin, and that they are particularly enriched in transcription factor binding sites, suggesting that many directly impact protein-DNA interactions. Analysis of core promoter regions shows that eQTLs also frequently disrupt some known core promoter motifs but, surprisingly, are not enriched in other well-known motifs such as the TATA box. We also show that information from regulatory annotations alone, when weighted by the hierarchical model, can provide a meaningful ranking of the SNPs that are most likely to drive gene expression variation. Our study demonstrates how regulatory annotation and the association signal derived from eQTL-mapping can be combined into a single framework. We used this approach to further our understanding of the biology that drives human gene expression variation, and of the putatively causal SNPs that underlie it.

MeSH Terms
Bayes Theorem Cell Line Chromatin/genetics DNA-Binding Proteins/genetics Deoxyribonuclease I/genetics,metabolism Gene Expression Genome, Human Genotype HapMap Project Humans Polymorphism, Single Nucleotide Promoter Regions, Genetic Quantitative Trait Loci/genetics Regulatory Sequences, Nucleic Acid/genetics Transcription Factors/genetics
Chemicals
Chromatin DNA-Binding Proteins Transcription Factors Deoxyribonuclease I
Authors & Affiliations
9 authors, click to expand affiliations / ORCID
Gaffney Daniel J
Department of Human Genetics, University of Chicago, 920 E58th Street, Chicago, IL 60637, USA. [email protected]
Veyrieras Jean-Baptiste
Degner Jacob F
Pique-Regi Roger
Pai Athma A
Crawford Gregory E
Stephens Matthew
Gilad Yoav
Pritchard Jonathan K
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Article Info
Journal
Genome biology
Abbr.
Genome Biol
ISSN
1474-760X
Published
2012-01-31
Epub
2012-00-31
Pages
R7
Language
English
Region
England
NLM ID
100960660
PMCID
PMC3334587
Subset
IM
Grants
NHLBI NIH HHS · R01 HL092206 · United States
Howard Hughes Medical Institute · United States
NIGMS NIH HHS · GM077959 · United States
NIMH NIH HHS · MH084703 · United States
NIMH NIH HHS · MH090951 · United States
NHGRI NIH HHS · R01 HG006123 · United States
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