Our findings confirmed that TGF-β1, p-Smad2, p-Smad3, and Smad4 expression were significantly upregulated in the lungs of T2DM mice, while exercise intervention effectively suppressed these changes, with HIIT showing the most pronounced inhibitory effect. The gene discussed is SMAD2; the disease is type 2 diabetes mellitus.