Through genome-wide association studies and other methods, it has been found that many genes related to lipid metabolism, immune response, and endocytosis are correlated with the occurrence of late-onset AD, including APOE, TREM2, PICALM, and CLU. The gene discussed is APOE; the disease is Onset.