In terms of AD research, this review not only outlines how disruptions in lactate metabolism affect the deposition and clearance of Aβ and the potential regulatory role of lactylation in the abnormal phosphorylation of tau proteinbut also examines the complex interactions between these mechanisms and both neuroinflammation and neuronal apoptosis. The gene discussed is MAPT; the disease is Alzheimer disease.