We compare genetic risk and pathological drivers (Aβ and tau in AD; α-Syn in DLB) and their overlapping co-pathology, and review downstream mechanisms—mitochondrial dysfunction, oxidative stress, neuroinflammation, and cerebrovascular contributions, including cerebral amyloid angiopathy. The gene discussed is MAPT; the disease is Alzheimer disease.