ApoE4 exacerbates Alzheimer's‐like pathologies in T2DM by activating GSK‐3β and disrupting insulin signaling, leading to tau hyperphosphorylation, neuroinflammation, and cognitive decline. The gene discussed is GSK3B; the disease is type 2 diabetes mellitus.