STAT1 and Alzheimer disease: 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.