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. This evidence concerns the gene APP and cardiovascular disorder.