Polygenic prediction of cardiorespiratory fitness: The HUNT Study
Karsten ØvretveitiD, Marie KlevjeriD, Ben Michael BrumptoniD, Ulrik WisløffiD, Kristian HveemiD, Anja ByeiD
Abstract
BackgroundCardiorespiratory 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. MethodsEffect estimates from a genome-wide association study on directly measured CRF in the Trondelag 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). ResultsThe 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{middle dot}kg-1{middle dot}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. ConclusionA 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.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 0
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- The genetic case for cardiorespiratory fitness as a clinical vital sign and the routine prescription of physical activity in healthcare
Ken Benjamin Hanscombe, Elodie Persyn, … Cathryn M. Lewis·Genome MedicinePeer-reviewed·Nov 9, 2021
- Evaluation of polygenic score for hypertrophic cardiomyopathy in the general population and across clinical settings
Sean Lee Zheng, Sean Joseph Jurgens, … Connie R. Bezzina·Nature GeneticsPeer-reviewed·Feb 18, 2025
- Educational attainment as a modifier of the effect of polygenic scores for cardiovascular risk factors: cross-sectional and prospective analysis of UK Biobank
Alice R Carter, Sean Harrison, … Neil M Davies·International Journal of EpidemiologyPeer-reviewed·Jan 6, 2022
- Validation of genome-wide polygenic risk scores for coronary artery disease in French Canadians
Florian Wünnemann, Ken Sin Lo, … Guillaume Lettre·Circulation Genomic and Precision MedicinePeer-reviewed·Jun 1, 2019
- Genomic prediction of coronary heart disease
Gad Abraham, Aki S Havulinna, … Michael Inouye·European Heart JournalPeer-reviewed·Sep 21, 2016
- Polygenic and clinical risk scores and their impact on age at onset of cardiometabolic diseases and common cancers
Nina Mars, Jukka T. Koskela, … Samuli Ripatti·bioRxiv·Oct 30, 2019