Polygenic prediction of cardiorespiratory fitness: The HUNT Study.

Karsten Øvretveit, Marie Klevjer, Ben M Brumpton, Ulrik Wisløff, Kristian Hveem, Anja Bye
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Abstract

Background: Cardiorespiratory fitness (CRF) has a strong genetic component and low CRF is a major risk factor for cardiovascular morbidity and mortality. The purpose of this study was to develop and validate a polygenic score (PGS) for CRF (CRFPGS) and assess its associations with cardiovascular disease (CVD) and all-cause mortality. We hypothesized that the CRFPGS would demonstrate similar cardioprotective benefits as the CRF phenotype.

Methods: Effect estimates from a genome-wide association study on directly measured CRF in the Trøndelag Health Study (HUNT; n = 4 525) were used in a Bayesian regression framework to develop multiple PGSs in an independent cohort from the UK Biobank (n = 65 165). The top performing score was applied in the HUNT target cohort, excluding the discovery sample (n = 82 109).

Results: The PGS-CRF association varied considerably as a function of model fit and phenotypic accuracy. In the target population, we observed a difference in CRF of 1.55 [95% confidence interval: 1.26, 1.84] mL·kg-1·min-1 between the bottom and top decile of the CRFPGS. Moreover, a high CRFPGS demonstrated cardioprotective effects, with reduced risk for CVD, myocardial infarction, hypertension, and all-cause mortality. We also found that the CRFPGS predisposed to lower risk of heart failure and hypertrophic cardiomyopathy in women.

Conclusion: A PGS for CRF derived from gold-standard phenotypes captures small, but potentially clinical meaningful variations in CRF, and is associated with reduced risk of cardiovascular morbidity and mortality. Heterogeneity in CRF phenotyping in large populations remains a challenge to PGS development and refinement.

心肺健康的多基因预测:HUNT研究。
背景:心肺功能(CRF)具有很强的遗传成分,低CRF是心血管疾病发病率和死亡率的主要危险因素。本研究的目的是开发和验证CRF的多基因评分(PGS) (CRF PGS),并评估其与心血管疾病(CVD)和全因死亡率的关系。我们假设CRF PGS将表现出与CRF表型相似的心脏保护益处。方法:从全基因组关联研究中估计直接测量的CRF在Trøndelag健康研究(HUNT;n = 4 525)在贝叶斯回归框架中用于在英国生物银行(UK Biobank)的独立队列(n = 65 165)中开发多个pgs。最高表现分数应用于HUNT目标队列,不包括发现样本(n = 82 109)。结果:PGS-CRF相关性随着模型拟合和表型准确性的变化而变化。在目标人群中,我们观察到CRF PGS的底部和顶部十分位数之间的CRF差异为1.55[95%置信区间:1.26,1.84]mL·kg -1·min -1。此外,高CRF PGS显示出心脏保护作用,降低心血管疾病、心肌梗死、高血压和全因死亡率的风险。我们还发现,CRF PGS倾向于降低女性心力衰竭和肥厚性心肌病的风险。结论:来自金标准表型的CRF PGS捕获了CRF的微小但具有潜在临床意义的变化,并与心血管发病率和死亡率的降低相关。大群体中CRF表型的异质性仍然是PGS发展和完善的挑战。
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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