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Evaluating the use of blood pressure polygenic risk scores across race/ethnic background groups
- Kurniansyah, Nuzulul;
- Goodman, Matthew O;
- Khan, Alyna T;
- Wang, Jiongming;
- Feofanova, Elena;
- Bis, Joshua C;
- Wiggins, Kerri L;
- Huffman, Jennifer E;
- Kelly, Tanika;
- Elfassy, Tali;
- Guo, Xiuqing;
- Palmas, Walter;
- Lin, Henry J;
- Hwang, Shih-Jen;
- Gao, Yan;
- Young, Kendra;
- Kinney, Gregory L;
- Smith, Jennifer A;
- Yu, Bing;
- Liu, Simin;
- Wassertheil-Smoller, Sylvia;
- Manson, JoAnn E;
- Zhu, Xiaofeng;
- Chen, Yii-Der Ida;
- Lee, I-Te;
- Gu, C Charles;
- Lloyd-Jones, Donald M;
- Zöllner, Sebastian;
- Fornage, Myriam;
- Kooperberg, Charles;
- Correa, Adolfo;
- Psaty, Bruce M;
- Arnett, Donna K;
- Isasi, Carmen R;
- Rich, Stephen S;
- Kaplan, Robert C;
- Redline, Susan;
- Mitchell, Braxton D;
- Franceschini, Nora;
- Levy, Daniel;
- Rotter, Jerome I;
- Morrison, Alanna C;
- Sofer, Tamar
Published Web Location
https://doi.org/10.1038/s41467-023-38990-9Abstract
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.
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