In this study, compared with the non-CHF population, the levels of NLR and NT-proBNP in elderly CHF patients are higher; compared with the non-MACE group, the levels of NLR and NT-proBNP in the MACE group were higher. The gene discussed is NPPB; the disease is congestive heart failure.