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评估血压多基因风险评分在不同种族/民族背景群体中的应用。

Evaluating the use of blood pressure polygenic risk scores across race/ethnic background groups.

机构信息

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.

出版信息

Nat Commun. 2023 Jun 2;14(1):3202. doi: 10.1038/s41467-023-38990-9.

Abstract

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.

摘要

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。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7b0a/10238525/65232830f08c/41467_2023_38990_Fig1_HTML.jpg

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