Improving the trans-ancestry portability of polygenic risk scores by prioritizing variants in predicted cell-type-specific regulatory elements.

TitleImproving the trans-ancestry portability of polygenic risk scores by prioritizing variants in predicted cell-type-specific regulatory elements.
Publication TypeJournal Article
Year of Publication2020
AuthorsAmariuta, T, Ishigaki, K, Sugishita, H, Ohta, T, Koido, M, Dey, KK, Matsuda, K, Murakami, Y, Price, AL, Kawakami, E, Terao, C, Raychaudhuri, S
JournalNat Genet
Volume52
Issue12
Pagination1346-1354
Date Published2020 12
ISSN1546-1718
KeywordsAsian 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.

DOI10.1038/s41588-020-00740-8
Alternate JournalNat Genet
PubMed ID33257898
PubMed Central IDPMC8049522
Grant ListT32 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