APOE and Alzheimer disease: Based on the above findings, AD-related pathogenic genes and risk genes, including APP, PSEN1/2, and APOE gene polymorphism, are all involved in the occurrence and development of cardiovascular diseases, revealing the intricate connection between AD and cardiovascular health.