Notably, patients with higher NYHA functional classes exhibited elevated serum NT-proBNP and plasma TGF-β1 levels, indicating their potential prognostic significance in gauging HF severity and progression in T2DM patients. Here, NPPB is linked to type 2 diabetes mellitus.