Multiple logistic regression analysis adjusted for age showed that elevated SPAP (OR 5.688, P = 0.006) and E/A (OR 3.941, P = 0.043) were the significant variables associated with PEs in heart failure (Table 3). The gene discussed is PDZK1IP1; the disease is heart failure.