Additionally, the event group had a higher proportion of hypertension and diabetes, and higher levels of TC, LDL-C, HbA1c, hsCRP, and NT-proBNP compared with non-event group (all p < 0.05). The gene discussed is NPPB; the disease is diabetes mellitus.