Among the biomarkers that showed a positive association with MCVE in the combined group, after further adjustment for diabetes, hypertension, smoking, and BMI, the relationship between Lp(a) (p = 0.007), and NT-proBNP (p = 0.004) and MCVE remained statistically significant. The gene discussed is NPPB; the disease is hypertensive disorder.