Collectively, these findings suggest that EPAC1 exhibits a stronger correlation with CCTA imaging indices of CAD compared to hs-TnT and hs-CRP, both in the overall CAD population and within male and female subgroups. Here, RAPGEF3 is linked to coronary artery disorder.