Genome-wide association analysis of plasma lipidome identifies 495 genetic associations
Linda OttensmanniD, Rubina TabassumiD, Sanni RuotsalaineniD, Mathias J. GerliD, Christian D. KloseiD, Elisabeth WidéniD, FinnGeniD, Kai SimonsiD, Samuli RipattiiD, Matti PirineniD
Abstract
Human plasma lipidome captures risk for cardio-metabolic diseases. To discover new lipid-associated variants and understand link between lipid species and cardiometabolic disorders, we performed univariate and multivariate genome-wide analyses of 179 lipid species in 7,174 Finnish individuals. We further fine-mapped the associated loci, prioritized genes, and examined their disease links in 377,277 FinnGen participants. We identified 495 genome-trait associations in 56 genetic loci including 9 novel loci, with a considerable boost provided by multivariate analysis. For 26 loci, fine-mapping identified variants with a high causal probability, including 14 coding variants indicating likely causal genes. Phenome-wide analysis across 953 disease endpoints in FinnGen revealed disease associations for 40 lipid loci. For 11 known coronary artery disease risk variants, we detected 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 detailed lipid measures beyond standard lipids.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 272
- FWCI
- 46.26
- Field percentile
- top 1%
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Comprehensive genetic analysis of the human lipidome identifies novel loci controlling lipid homeostasis with links to coronary artery disease
Gemma Cadby, Corey Giles, … Eric Keith Moses·Nature CommunicationsPeer-reviewed·Jun 6, 2022
- Genetics of human plasma lipidome: Understanding lipid metabolism and its link to diseases beyond traditional lipids
Rubina Tabassum, Joel T Rämö, … Samuli Ripatti·bioRxiv·Oct 31, 2018
- Genome-wide analysis of blood lipid metabolites in over 5,000 South Asians reveals biological insights at cardiometabolic disease loci
Eric L. Harshfield, Eric B. Fauman, … Albert Koulman·BMC MedicinePeer-reviewed·Sep 9, 2021
- Whole genome sequence analysis of blood lipid levels in >66,000 individuals
Margaret Sunitha Selvaraj, Xihao Li, … Najib Ayas·Nature CommunicationsPeer-reviewed·Oct 11, 2022
- Implicating genes, pleiotropy and sexual dimorphism at blood lipid loci through multi-ancestry meta-analysis
Stavroula Kanoni, Sarah E. Graham, … Pala Mauro·Genome biologyPeer-reviewed·Dec 27, 2022
- Bivariate GWAS scan identifies six novel loci associated with lipid levels and coronary artery disease
Katherine M. Siewert, Benjamin F. Voight·Circulation Genomic and Precision MedicinePeer-reviewed·Dec 1, 2018