Future research should focus on elucidating the precise mechanisms of IRF involvement in AD, such as by constructing conditional knockout/overexpression models for IRF members and integrating single-cell transcriptomics to dissect the spatiotemporal specificity of IRF signaling in neurons, microglia, and oligodendrocytes. Here, TRIM63 is linked to Alzheimer disease.