Nature Communications · 2023 · 272 citations · 70 references
Life SciencesGeneticsMolecular GeneticsCardiovascular GeneticsGenomicsMedical GeneticsCardiovascular GenomicsDisease Susceptibility LociGenetic Fine-mappingGenetic RiskGenome-wide Association StudiesGenotype-phenotype Association AnalysisCardiometabolic DiseaseDisease AssociationsFine-mapping Of Genetic AssociationsGenetic Association PrioritizationGenome-wide Association MappingGenome-wide Association Study Fine-mappingPhenome AnalysisPhenome-wide Association Studies
The human plasma lipidome captures risk for cardiometabolic diseases. To discover new lipid-associated variants and understand the link between lipid species and cardiometabolic disorders, we perform univariate and multivariate genome-wide analyses of 179 lipid species in 7174 Finnish individuals. We fine-map the associated loci, prioritize genes, and examine their disease links in 377,277 FinnGen participants. We identify 495 genome-trait associations in 56 genetic loci including 8 novel loci, with a considerable boost provided by the multivariate analysis. For 26 loci, fine-mapping identifies variants with a high causal probability, including 14 coding variants indicating likely causal genes. A phenome-wide analysis across 953 disease endpoints reveals disease associations for 40 lipid loci. For 11 coronary artery disease risk variants, we detect strong associations with lipid species. Our study demonstrates the power of multivariate genetic analysis in correlated lipidomics data and reveals genetic links between diseases and lipid species beyond the standard lipids.
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