Functional analysis showed that cytokine−cytokine receptor interaction, graft−versus−host disease, inflammatory bowel disease, Lipid and atherosclerosis, sphingolipid signaling pathway, TNF signaling pathway, and FOXO signaling pathway, etc. play important roles in T2DM. Here, TNF is linked to type 2 diabetes mellitus.