Sixteen potential factors influencing cardiac function improvement at 3 months postoperatively were analyzed, including demographic factors (gender, age), medical history (diabetes, hypertension), cardiac function status (BNP levels, LVEF), inflammatory markers (CRP levels), intraoperative parameters (surgery duration, cardiopulmonary bypass time), and postoperative complications. The gene discussed is NPPB; the disease is diabetes mellitus.