Abstract
Aim: The modest added predictive value of the existing genetic risk scores (GRSs) for coronary artery disease (CAD) could be partly due to missing genetic components, hidden in the genetic architecture of intermediate phenotypes such as coronary artery calcification (CAC). In this study, we investigated the predictive ability of CAC GRS for CAD. Materials and methods: We investigated the association of CAC GRSs with CAD and coronary calcification among the participants in the Ludwigshafen Risk and Cardiovascular Health study (LURIC) (n = 2742), the Tampere Vascular Study (TVS) (n = 133), and the Tampere Sudden Death Study (TSDS) (n = 660) using summary data from the largest multi-ancestry GWAS meta-analysis of CAC to date. Added predictive value of the CAC GRS over the traditional CVD risk factors as well as metaGRS, a GRS for CAD constructed with 1.7 million genetic variants, was tested with standard train–test machine learning approach using the LURIC data, which had the largest sample size. Results: CAC GRS was significantly associated with CAD in LURIC (OR=1.41, 95 % CI [1.28–1.55]), TVS (OR=1.79, 95 % CI [1.05–3.21]) as well as in TSDS (OR=4.20, 95 % CI [1.74–10.52]). CAC GRS showed strong association with calcification areas in left (OR=1.78, 95 % CI [1.16–2.74]) and right (OR=1.71, 95 % CI [1.98–2.67]) coronary arteries. There was statistically significant added predictive value of the CAC GRS for CAD over the used traditional CVD risk factors (AUC 0.734 vs 0.717, p-value = 0.02). Furthermore, CAC GRS improved the prediction accuracy for CAD when combined with metaGRS. Conclusions: This study showed that CAC GRS is a new risk marker for CAD in three European cohorts, with added predictive value over the traditional CVD risk factors.
| Original language | English |
|---|---|
| Article number | 100884 |
| Number of pages | 8 |
| Journal | American Journal of Preventive Cardiology |
| Volume | 20 |
| DOIs | |
| Publication status | Published - Dec 2024 |
| Publication type | A1 Journal article-refereed |
Funding
This study was supported by the Academy of Finland (Grant number: 349708 for P.P.M and 322098 for T.L). Competitive State Research Financing of the Expert Responsibility area of Tampere University Hospital (grants X51001 and X51401 ); Juho Vainio Foundation; Finnish Foundation for Cardiovascular Research; Tampere Tuberculosis Foundation; Emil Aaltonen Foundation; Yrj\u00F6 Jahnsson Foundation; Signe and Ane Gyllenberg Foundation; Diabetes Research Foundation of Finnish Diabetes Association; EU Horizon 2020 (grant 755320 for TAXINOMISIS and grant 848146 for To Aition); Tampere University Hospital Supporting Foundation, Finnish Society of Clinical Chemistry and Jane and Aatos Erkko Foundation. LURIC was supported by the 7th Framework Programs Atheroremo (Grant Agreement number 201668 ) and RiskyCAD (grant agreement number 305739 ) of the European Union and by the H2020 Programs TO_AITION (grant agreement number 848146 ) and TIMELY (grant agreement number 101017424 ) of the European Union.
| Funders | Funder number |
|---|---|
| Tampereen tuberkuloosisäätiö | |
| Jane ja Aatos Erkon Säätiö | |
| Signe ja Ane Gyllenbergin Säätiö | |
| H2020 Programs TO_AITION | |
| Suomen kliinisen kemian yhdistys | |
| Juho Vainion Säätiö | |
| Emil Aaltosen Säätiö | |
| European Commission | |
| Diabetesliitto | |
| Sydäntutkimussäätiö | |
| Yrjö Jahnssonin säätiö | |
| Research Council of Finland | X51001, 322098, 349708, X51401 |
| Horizon 2020 | 848146, 755320 |
| 7th Framework Programs Atheroremo | 305739, 201668 |
| TIMELY | 101017424 |
Keywords
- Coronary artery calcification
- Coronary artery disease
- Genetic risk score
- Prediction
Publication forum classification
- Publication forum level 1
ASJC Scopus subject areas
- Cardiology and Cardiovascular Medicine
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