Most patients with acute heart failure have a history of heart disease, and the common causes mainly include: 1. Acute myocardial necrosis or damage, such as acute coronary syndrome, peripartum cardiomyopathy, and myocardial damage caused by drugs or toxins, including sepsis-induced myocardial damage. 2. Acute exacerbation of chronic heart failure due to infection or other stressful factors. 3. Acute hemodynamic changes, mainly including conditions like cardiac tamponade, hypertensive crisis, aortic dissection, and acute valvular regurgitation, all of which can lead to acute heart failure.