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Title | Improving the trans-ancestry portability of polygenic risk scores by prioritizing variants in predicted cell-type-specific regulatory elements. |
Publication Type | Journal Article |
Year of Publication | 2020 |
Authors | Amariuta, T, Ishigaki, K, Sugishita, H, Ohta, T, Koido, M, Dey, KK, Matsuda, K, Murakami, Y, Price, AL, Kawakami, E, Terao, C, Raychaudhuri, S |
Journal | Nat Genet |
Volume | 52 |
Issue | 12 |
Pagination | 1346-1354 |
Date Published | 2020 12 |
ISSN | 1546-1718 |
Keywords | Asian Continental Ancestry Group, Base Sequence, Computational Biology, Enhancer Elements, Genetic, European Continental Ancestry Group, Gene Expression Regulation, Genetic Predisposition to Disease, Genome-Wide Association Study, Humans, Models, Genetic, Molecular Sequence Annotation, Multifactorial Inheritance, Polymorphism, Single Nucleotide |
Abstract | Poor trans-ancestry portability of polygenic risk scores is a consequence of Eurocentric genetic studies and limited knowledge of shared causal variants. Leveraging regulatory annotations may improve portability by prioritizing functional over tagging variants. We constructed a resource of 707 cell-type-specific IMPACT regulatory annotations by aggregating 5,345 epigenetic datasets to predict binding patterns of 142 transcription factors across 245 cell types. We then partitioned the common SNP heritability of 111 genome-wide association study summary statistics of European (average n ≈ 189,000) and East Asian (average n ≈ 157,000) origin. IMPACT annotations captured consistent SNP heritability between populations, suggesting prioritization of shared functional variants. Variant prioritization using IMPACT resulted in increased trans-ancestry portability of polygenic risk scores from Europeans to East Asians across all 21 phenotypes analyzed (49.9% mean relative increase in R). Our study identifies a crucial role for functional annotations such as IMPACT to improve the trans-ancestry portability of genetic data. |
DOI | 10.1038/s41588-020-00740-8 |
Alternate Journal | Nat Genet |
PubMed ID | 33257898 |
PubMed Central ID | PMC8049522 |
Grant List | T32 HG002295 / HG / NHGRI NIH HHS / United States R01 AR063759 / AR / NIAMS NIH HHS / United States U01 HG009088 / HG / NHGRI NIH HHS / United States MR/R013926/1 / MR / Medical Research Council / United Kingdom U01 HG009379 / HG / NHGRI NIH HHS / United States UH2 AR067677 / AR / NIAMS NIH HHS / United States |