Polygenic risk scores for cardiometabolic traits demonstrate importance of ancestry for predictive precision medicine.

Q2 Computer Science
Rachel L Kember, Shefali S Verma, Anurag Verma, Brenda Xiao, Anastasia Lucas, Colleen M Kripke, Renae Judy, Jinbo Chen, Scott M Damrauer, Daniel J Rader, Marylyn D Ritchie
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Abstract

Polygenic risk scores (PRS) have predominantly been derived from genome-wide association studies (GWAS) conducted in European ancestry (EUR) individuals. In this study, we present an in-depth evaluation of PRS based on multi-ancestry GWAS for five cardiometabolic phenotypes in the Penn Medicine BioBank (PMBB) followed by a phenome-wide association study (PheWAS). We examine the PRS performance across all individuals and separately in African ancestry (AFR) and EUR ancestry groups. For AFR individuals, PRS derived using the multi-ancestry LD panel showed a higher effect size for four out of five PRSs (DBP, SBP, T2D, and BMI) than those derived from the AFR LD panel. In contrast, for EUR individuals, the multi-ancestry LD panel PRS demonstrated a higher effect size for two out of five PRSs (SBP and T2D) compared to the EUR LD panel. These findings underscore the potential benefits of utilizing a multi-ancestry LD panel for PRS derivation in diverse genetic backgrounds and demonstrate overall robustness in all individuals. Our results also revealed significant associations between PRS and various phenotypic categories. For instance, CAD PRS was linked with 18 phenotypes in AFR and 82 in EUR, while T2D PRS correlated with 84 phenotypes in AFR and 78 in EUR. Notably, associations like hyperlipidemia, renal failure, atrial fibrillation, coronary atherosclerosis, obesity, and hypertension were observed across different PRSs in both AFR and EUR groups, with varying effect sizes and significance levels. However, in AFR individuals, the strength and number of PRS associations with other phenotypes were generally reduced compared to EUR individuals. Our study underscores the need for future research to prioritize 1) conducting GWAS in diverse ancestry groups and 2) creating a cosmopolitan PRS methodology that is universally applicable across all genetic backgrounds. Such advances will foster a more equitable and personalized approach to precision medicine.

心脏代谢特征的多基因风险评分显示了祖先对于预测性精准医疗的重要性。
多基因风险评分(PRS)主要来自对欧洲血统(EUR)个体进行的全基因组关联研究(GWAS)。在本研究中,我们对基于宾夕法尼亚医学生物库(PMBB)中五种心脏代谢表型的多血统 GWAS 的多基因风险评分进行了深入评估,随后又进行了全表型关联研究(PheWAS)。我们研究了所有个体的 PRS 性能,并分别研究了非洲血统 (AFR) 和欧洲血统群体的 PRS 性能。对于非洲裔个体,使用多血统 LD 面板得出的 PRS 在五个 PRS 中的四个(DBP、SBP、T2D 和 BMI)显示出比从非洲裔 LD 面板得出的 PRS 更高的效应大小。相比之下,对于欧洲人,多家系 LD 面板 PRS 在五个 PRS 中的两个(SBP 和 T2D)显示出比欧洲 LD 面板更高的效应大小。这些发现凸显了在不同遗传背景下利用多家系家系 LD 面板推导 PRS 的潜在益处,并证明了在所有个体中的整体稳健性。我们的研究结果还揭示了 PRS 与各种表型类别之间的重要关联。例如,CAD PRS 与 18 种表型(AFR)和 82 种表型(EUR)相关,而 T2D PRS 与 84 种表型(AFR)和 78 种表型(EUR)相关。值得注意的是,高脂血症、肾功能衰竭、心房颤动、冠状动脉粥样硬化、肥胖和高血压等症状在非洲裔美国人和欧洲裔美国人群体中的不同PRS中都存在关联,其效应大小和显著性水平各不相同。然而,与欧洲人相比,非洲裔美国人的 PRS 与其他表型相关的强度和数量普遍降低。我们的研究强调,未来的研究需要优先考虑:1)在不同的祖先群体中开展 GWAS;2)创建一种普遍适用于所有遗传背景的世界性 PRS 方法。这些进展将促进更公平、更个性化的精准医疗方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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CiteScore
4.50
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