TGF-β, HIF-1, AGE–RAGE, ECM components and function regulation, cell adhesion, and additional signaling pathways are intricately linked with the pathophysiological mechanisms underlying both LUAD and T2DM. This evidence concerns the gene TGFB1 and type 2 diabetes mellitus.