Adjusted for age, multiple logistic regression analysis showed that SPAP (OR 5.688, P = 0.006) and E/A (OR 3.941, P = 0.043) were the significant variables and risk factors associated with pleural effusions in heart failure. The gene discussed is PDZK1IP1; the disease is heart failure.