Components of genetic associations across 2,138 phenotypes in the UK Biobank highlight novel adipocyte biology
Yosuke TanigawaiD, Jiehan LiiD, Johanne Marie JusteseniD, Heiko HorniD, Matthew AguirreiD, Christopher DeBoeveriD, Christopher C. ChangiD, Balasubramanian NarasimhaniD, Kasper LageiD, Trevor J. HastieiD, Chong Yon ParkiD, Gill BejeranoiD, Erik IngelssoniD, Manuel A. RivasiD
Abstract
To characterize latent components of genetic associations, we applied truncated singular value decomposition (DeGAs) to matrices of summary statistics derived from genome-wide association analyses across 2,138 phenotypes measured in 337,199 White British individuals in the UK Biobank study. We systematically identified key components of genetic associations and the contributions of variants, genes, and phenotypes to each component. As an illustration of the utility of the approach to inform downstream experiments, we report putative loss of function variants, rs114285050 (GPR151) and rs150090666 (PDE3B), that substantially contribute to obesity-related traits, and experimentally demonstrate the role of these genes in adipocyte biology. Our approach to dissect components of genetic associations across human phenotypes will accelerate biomedical hypothesis generation by providing insights on previously unexplored latent structures.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 82
- FWCI
- 6.01
- Field percentile
- top 3%
- 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
- Genetic subtyping of obesity reveals biological insights into the uncoupling of adiposity from its cardiometabolic comorbidities
Nathalie Chami, Zhe Wang, … Ruth J. F. Loos·Nature MedicinePeer-reviewed·Sep 12, 2025
- Combining evidence from human genetic and functional screens to identify pathways altering obesity and fat distribution
Nikolas A. Baya, İlknur Sur‐Erdem, … Cecilia M. Lindgren·The American Journal of Human GeneticsPeer-reviewed·Sep 4, 2025
- Genome-wide association study of appendicular lean mass in UK Biobank cohort
Yu‐Fang Pei, Yaozhong Liu, … Lei Zhang·bioRxiv·May 21, 2019
- The genetic architecture of changes in adiposity during adulthood
Samvida S. Venkatesh, Habib Ganjgahi, … George Nicholson·Nature CommunicationsPeer-reviewed·Jul 10, 2024
- Phenome-wide screening of GWAS data reveals the complex causal architecture of obesity
Luis M. García‐Marín, Adrián I. Campos, … Miguel E. Rentería·Human GeneticsPeer-reviewed·May 31, 2021
- Pan-UK Biobank GWAS improves discovery, analysis of genetic architecture, and resolution into ancestry-enriched effects
Konrad J. Karczewski, Rahul Gupta, … Alicia R. Martin·medRxiv·Mar 13, 2024