The pathways associated with DM and AD, including Aβ accumulation, inflammation, impaired insulin signaling, memory loss, and microglial activation, are influenced by the interaction of HMGB1, RAGE, and TLR4. The gene discussed is INS; the disease is diabetes mellitus.