It was interesting to investigate the interaction of INS with some of the upregulated target proteins of interest such as TNF, IL6, and LEP, which regulate other proteins to understand the mechanistic of their interactions and crosstalk among a dataset of T2DM. The gene discussed is TNF; the disease is type 2 diabetes mellitus.