Mechanistically, we further revealed that CD31 knockdown suppressed the expression of STAT1 and IRF1 by reducing histone lactylation at H3K14 and H4K12, thereby modulating the transcriptional programs driving neuroinflammation and AD pathology. Here, IRF1 is linked to Alzheimer disease.