Division of Sleep and Circadian Disorders, Brigham and Women's Hospital, Boston, MA, USA.
Department of Medicine, Harvard Medical School, Brigham and Women's Hospital, Boston, MA, USA.
Nat Commun. 2023 Jun 2;14(1):3202. doi: 10.1038/s41467-023-38990-9.
We assess performance and limitations of polygenic risk scores (PRSs) for multiple blood pressure (BP) phenotypes in diverse population groups. We compare "clumping-and-thresholding" (PRSice2) and LD-based (LDPred2) methods to construct PRSs from each of multiple GWAS, as well as multi-PRS approaches that sum PRSs with and without weights, including PRS-CSx. We use datasets from the MGB Biobank, TOPMed study, UK biobank, and from All of Us to train, assess, and validate PRSs in groups defined by self-reported race/ethnic background (Asian, Black, Hispanic/Latino, and White). For both SBP and DBP, the PRS-CSx based PRS, constructed as a weighted sum of PRSs developed from multiple independent GWAS, perform best across all race/ethnic backgrounds. Stratified analysis in All of Us shows that PRSs are better predictive of BP in females compared to males, individuals without obesity, and middle-aged (40-60 years) compared to older and younger individuals.
我们评估了多基因风险评分(PRS)在不同人群中对多种血压(BP)表型的性能和局限性。我们比较了“聚类和阈值”(PRSice2)和基于 LD 的方法(LDPred2),以从多个 GWAS 中的每一个构建 PRS,以及包括 PRS-CSx 在内的对有无权重的 PRS 进行求和的多 PRS 方法。我们使用 MGB 生物银行、TOPMed 研究、英国生物银行和全美健康与营养调查的数据,根据自我报告的种族/族裔背景(亚洲人、黑人、西班牙裔/拉丁裔和白人)对 PRS 进行训练、评估和验证。对于 SBP 和 DBP,基于 PRS-CSx 的 PRS 是表现最好的,它是由多个独立的 GWAS 开发的 PRS 的加权总和构成的。在全美健康与营养调查中的分层分析表明,与男性相比,PRS 对女性的 BP 预测更好,与肥胖者相比,与中老年人(40-60 岁)相比,PRS 对年轻和老年人的 BP 预测更好。