Polygenic risk scores reveal shared polygenic risk across five common cardiovascular diseases
BACKGROUND AND AIM: The five cardiovascular diseases (CVDs): Coronary artery disease (CAD), stroke, heart failure (HF), peripheral arterial disease (PAD), and atrial fibrillation(Afib) often co-occur. Most polygenic risk scores (PRSs) are developed for individual CVDs, limiting their clinical utility across multiple CVDs. We investigated associations between five PRSs and (1) their CVDs, (2) cross-disease associations for pleiotropy, and (3) across multimorbidity clusters. METHODS: We calculated restricted PRSs using genome-wide significant variants from published genome-wide association studies and validated them in 484,154 UK Biobank participants. For the time-to-onset and sequence analysis, we included 34,394 individuals with a CAD diagnosis. We used logistic regression, Cox regression, and accelerated failure time analysis; p ≤ 0.05 was considered significant. RESULTS: had a 2.66-fold higher PAD risk (HR 2.66, 95% CI: 1.06-6.71) and developed PAD 5.6 years earlier than those in the bottom 10% (time ratio 0.40, 95% CI: 0.17-0.93). CONCLUSION: PRSs reveal shared polygenic risk across CVDs and provide insight into CVD multimorbidity trajectories, such as timing and sequence of events.
Authors
- Jeroen van Rooij (ORCID: https://orcid.org/0000-0001-9754-073X)
- Joyce B. J. van Meurs (ORCID: https://orcid.org/0000-0001-6245-2123)
- Maryam Kavousi (ORCID: https://orcid.org/0000-0001-5976-6519)
- Lianne Trap (ORCID: https://orcid.org/0000-0003-3031-4759)
- André G. Uitterlinden
- Fernando Rivadeneira
- Asrat B. Dagnaw
- Tigist D. Adane (ORCID: https://orcid.org/0000-0003-2665-9703)
- Bahar Sedaghati–Khayat
Institutions
- Debre Berhan University (ET)
- Erasmus MC (NL)
- Erasmus University Rotterdam (NL)
Publication Details
- Journal
- Atherosclerosis
- Published
- 2026-04-30
- DOI
- https://doi.org/10.1016/j.atherosclerosis.2026.120763
- Primary Topic
- Genetic Associations and Epidemiology
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- FP7 Coordination of Research Activities