Notably, the PI3K-Akt signaling pathway, insulin resistance, and MAPK signaling pathway emerged as key pathways implicated in T2D pathogenesis, with AKT1, TNF, and GSK3B identified as central regulatory nodes. The gene discussed is TNF; the disease is type 2 diabetes mellitus.