TNF and Alzheimer disease: By overlaying transcriptomic and neuropathological profiles, we identified noise and age-related shifts in underappreciated pathways, such as the Toll-like receptor (TLR) signaling pathway, TNF signaling pathway, MAP kinase pathway, and Ras/ERK signaling pathway, which are involved in the pathogenesis of AD.