Institute for Molecular Medicine Finland, HiLIFE, University of Helsinki, Helsinki, Finland.
Lipotype GmbH, Dresden, Germany.
Nat Commun. 2023 Oct 31;14(1):6934. doi: 10.1038/s41467-023-42532-8.
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.
人类血浆脂质组学可捕捉到患心血管代谢疾病的风险。为了发现新的与脂质相关的变异,并了解脂质种类与心血管代谢紊乱之间的联系,我们对 7174 名芬兰个体中的 179 种脂质进行了单变量和多变量全基因组分析。我们在 377277 名芬兰遗传参与者中对相关基因座进行精细映射、优先排序,并研究它们与疾病的联系。我们在 56 个遗传基因座中发现了 495 个与表型相关的关联,其中多变量分析提供了相当大的推动作用。在 26 个基因座中,精细映射确定了具有高因果概率的变异,包括 14 个编码变异,提示可能存在因果基因。对 953 个疾病终点的全表型分析显示,40 个脂质基因座与疾病相关。对于 11 个冠心病风险变异,我们检测到它们与脂质种类之间存在强烈关联。我们的研究表明,多变量遗传分析在相关的脂质组学数据中具有强大的作用,并揭示了疾病与脂质种类之间除了标准脂质之外的遗传联系。