Increased lactate and LDH promote the release of pro-inflammatory factors from microglia, and senescent microglia H3K18 lactylation enhances brain senescence and AD pathological phenotypes through the NF-κB signaling pathway. Here, NFKB1 is linked to Alzheimer disease.