Genome-wide association analysis of plasma lipidome identifies 495 genetic associations

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. W...

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Published in:	Nature communications Vol. 14; no. 1; pp. 6934 - 15
Main Authors:	Ottensmann, Linda, Tabassum, Rubina, Ruotsalainen, Sanni E., Gerl, Mathias J., Klose, Christian, Widén, Elisabeth, Simons, Kai, Ripatti, Samuli, Pirinen, Matti
Format:	Journal Article
Language:	English
Published:	London Nature Publishing Group UK 31.10.2023 Nature Publishing Group Nature Portfolio
Subjects:	140/58 45/43 631/114/2163 631/208/205/2138 631/443/319/2723 692/499 Association analysis Blood plasma Cardiovascular disease Cholesterol Coronary artery disease Gene loci Gene mapping Genes Genetic analysis Genomes Health risks Heart diseases High density lipoprotein Humanities and Social Sciences Links Lipids Low density lipoprotein multidisciplinary Multivariate analysis Risk Science Science (multidisciplinary) Species Triglycerides
ISSN:	2041-1723, 2041-1723
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Abstract	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. The human plasma lipidome captures risk for cardiometabolic diseases. Here, the authors perform univariate and multivariate genome-wide analyses of 179 lipid species in 7174 Finnish individuals, revealing genetic links between diseases and lipid species beyond the standard lipids HDL-Cholesterol, LDL-Cholesterol, Triglycerides, and total Cholesterol.
AbstractList	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.The human plasma lipidome captures risk for cardiometabolic diseases. Here, the authors perform univariate and multivariate genome-wide analyses of 179 lipid species in 7174 Finnish individuals, revealing genetic links between diseases and lipid species beyond the standard lipids HDL-Cholesterol, LDL-Cholesterol, Triglycerides, and total Cholesterol. 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. The human plasma lipidome captures risk for cardiometabolic diseases. Here, the authors perform univariate and multivariate genome-wide analyses of 179 lipid species in 7174 Finnish individuals, revealing genetic links between diseases and lipid species beyond the standard lipids HDL-Cholesterol, LDL-Cholesterol, Triglycerides, and total Cholesterol. 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. 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.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. Abstract 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.
ArticleNumber	6934
Author	Gerl, Mathias J. Klose, Christian Simons, Kai Tabassum, Rubina Ruotsalainen, Sanni E. Widén, Elisabeth Pirinen, Matti Ripatti, Samuli Ottensmann, Linda
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Snippet	The human plasma lipidome captures risk for cardiometabolic diseases. To discover new lipid-associated variants and understand the link between lipid species... Abstract The human plasma lipidome captures risk for cardiometabolic diseases. To discover new lipid-associated variants and understand the link between lipid...
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SubjectTerms	140/58 45/43 631/114/2163 631/208/205/2138 631/443/319/2723 692/499 Association analysis Blood plasma Cardiovascular disease Cholesterol Coronary artery disease Gene loci Gene mapping Genes Genetic analysis Genomes Health risks Heart diseases High density lipoprotein Humanities and Social Sciences Links Lipids Low density lipoprotein multidisciplinary Multivariate analysis Risk Science Science (multidisciplinary) Species Triglycerides
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Title	Genome-wide association analysis of plasma lipidome identifies 495 genetic associations
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