Compared to HFpEF, the HFrEF subgroup had a lower proportion of females (P = 0.04), a higher prevalence of coronary artery disease (P = 0.004), higher EuroScore II score (P = 0.01), and higher BNP levels (P < 0.001). The gene discussed is NPPB; the disease is coronary artery disorder.