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Components of genetic associations across 2,138 phenotypes in the UK Biobank highlight adipocyte biology.
- Source :
-
Nature communications [Nat Commun] 2019 Sep 06; Vol. 10 (1), pp. 4064. Date of Electronic Publication: 2019 Sep 06. - Publication Year :
- 2019
-
Abstract
- Population-based biobanks with genomic and dense phenotype data provide opportunities for generating effective therapeutic hypotheses and understanding the genomic role in disease predisposition. To characterize latent components of genetic associations, we apply 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 identify 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 the human phenome will accelerate biomedical hypothesis generation by providing insights on previously unexplored latent structures.
- Subjects :
- 3T3-L1 Cells
Adipocytes cytology
Animals
Cells, Cultured
Cyclic Nucleotide Phosphodiesterases, Type 3 genetics
Genetic Predisposition to Disease genetics
Humans
Mice
Obesity genetics
Phenotype
Polymorphism, Single Nucleotide
United Kingdom
Adipocytes metabolism
Biological Specimen Banks
Genetic Association Studies methods
Genome-Wide Association Study methods
Subjects
Details
- Language :
- English
- ISSN :
- 2041-1723
- Volume :
- 10
- Issue :
- 1
- Database :
- MEDLINE
- Journal :
- Nature communications
- Publication Type :
- Academic Journal
- Accession number :
- 31492854
- Full Text :
- https://doi.org/10.1038/s41467-019-11953-9