The American Journal of Human GeneticsGenetic & Genomic MedicinePeer-reviewed journal article
Redefining tissue specificity of genetic regulation of gene expression in the presence of allelic heterogeneity
Marios ArvanitisiD, Karl Tayeb, Benjamin J. StroberiD, Alexis J. BattleiD
Abstract
Understanding the mechanisms that underlie genetic regulation of gene expression is crucial to explaining the diversity that governs complex traits. Large scale expression quantitative trait locus (eQTL) studies have been instrumental in identifying genetic variants that influence the expression of target genes. However, a large fraction of disease-associated genetic variants have not been clearly explained by current eQTL data, frustrating attempts to use these data to comprehensively characterize disease loci. One notable observation from recent studies is that cis-eQTL effects are often shared across different cell types and tissues. This would suggest that common genetic variants impacting steady-state, adult gene expression are largely tolerated, shared across tissues, and less relevant to disease. However, allelic heterogeneity and complex patterns of linkage disequilibrium (LD) within each locus may skew the quantification of sharing of genetic effects between tissues, impede our ability to identify causal variants, and hinder the identification of regulatory effects for disease-associated genetic variants. Indeed, recent research suggests that multiple causal variants are often present in many eQTL and complex trait associated loci. Here, we re-analyze tissue-specificity of genetic effects in the presence of LD and allelic heterogeneity, proposing a novel method, CAFEH, that improves the identification of causal regulatory variants across tissues and their relationship to disease loci.
- assay: GWAS summary statistics
- research focus: eQTL / molecular QTL mapping
- research focus: fine-mapping
- approach: statistical model
- Citations
- 79
- FWCI
- 10.25
- Field percentile
- top 1%
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