In summary, we provided an overview of lactylation in AD, identified the adverse effects of lactate and lactylation on AD, and screened and validated the regulatory mechanism of ATP5F1A K531 lactylation on function of HAVSMCs. The gene discussed is ATP5F1A; the disease is Alzheimer disease.