Swimming, resistance exercise, and HIIT can all alleviate these pathological changes by suppressing oxidative stress, reducing macrophage infiltration while promoting anti-inflammatory polarization, and inhibiting activation of the TGF-β1/Smad pathway and EMT progression, thereby improving T2DM-induced pulmonary inflammation and fibrosis. This evidence concerns the gene TGFB1 and inflammatory response.