Meanwhile, BMI, atrial fibrillation, NYHA classification, log BNP, anemia, hypoproteinemia, eGFR, hyperuricemia, and SMI (as both continuous and categorical variables) were found to be risk factors for cardiovascular death (p < 0.05). The gene discussed is NPPB; the disease is atrial fibrillation.