Statistical analysis results suggested that the age, proportion of cardiovascular disease, proportion of diabetes, NT-proBNP and CRP were higher, while BMI, serum albumin, EF and RRF were lower in the pleural effusion group. The gene discussed is NPPB; the disease is diabetes mellitus.