Nature Communications · 2023 · 22 citations · 83 references
Life SciencesCardiologyGeneticsGene ExpressionGenomicsTranscriptomicsCardiovascular DevelopmentCardiovascular GenomicsExpression Quantitative Trait Loci AnalysisGenetic Fine-mappingQuantitative Trait LociQuantitative Trait Loci MappingCardiac Development GeneticsCausal Effects Of Genetic VariantsCredible Set ConstructionExpression Quantitative Trait Locus AnalysisExpression Quantitative Trait Locus DiscoveryGenome-wide Association Study Fine-mapping
The causal variants and genes underlying thousands of cardiac GWAS signals have yet to be identified. Here, we leverage spatiotemporal information on 966 RNA-seq cardiac samples and perform an expression quantitative trait locus (eQTL) analysis detecting eQTLs considering both eGenes and eIsoforms. We identify 2,578 eQTLs associated with a specific developmental stage-, tissue- and/or cell type. Colocalization between eQTL and GWAS signals of five cardiac traits identified variants with high posterior probabilities for being causal in 210 GWAS loci. Pulse pressure GWAS loci are enriched for colocalization with fetal- and smooth muscle- eQTLs; pulse rate with adult- and cardiac muscle- eQTLs; and atrial fibrillation with cardiac muscle- eQTLs. Fine mapping identifies 79 credible sets with five or fewer SNPs, of which 15 were associated with spatiotemporal eQTLs. Our study shows that many cardiac GWAS variants impact traits and disease in a developmental stage-, tissue- and/or cell type-specific fashion.
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STAR: ultrafast universal RNA-seq aligner
Alexander Dobin, Carrie Davis, Felix Schlesinger et al. · Bioinformatics · 2012 · 56.2K citations · Full text
An integrated encyclopedia of DNA elements in the human genome