Genome biology · 2020 · 49 citations · 49 references
Life SciencesBiostatisticsGeneticsGenomicsQuantitative GeneticsStatistical GeneticsDisease Susceptibility LociGenome-wide Association StudiesGenotype-phenotype Association AnalysisQuantitative Trait AnalysisQuantitative Trait LociQuantitative Trait Locus MappingConditional Association AnalysisGenome-wide Association MappingHeterogeneityInheritance Of Complex TraitsLinkage Disequilibrium AnalysisMechanistic InterpretationPleiotropic EffectsTrait Association Mapping
To provide a comprehensive mechanistic interpretation of how known trait-associated SNPs affect complex traits, we propose a method, Primo, for integrative analysis of GWAS summary statistics with multiple sets of omics QTL summary statistics from different cellular conditions or studies. Primo examines association patterns of SNPs to complex and omics traits. In gene regions harboring known susceptibility loci, Primo performs conditional association analysis to account for linkage disequilibrium. Primo allows for unknown study heterogeneity and sample correlations. We show two applications using Primo to examine the molecular mechanisms of known susceptibility loci and to detect and interpret pleiotropic effects.
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A global reference for human genetic variation
Richard Durbin, Peter Donnelly, Paul Flicek et al. · Nature · 2015 · 20K citations · Full text
Comprehensive molecular portraits of human breast tumours