This study systematically confirmed that exercise significantly reduces inflammatory markers (C-reactive protein, IL-6) in T2DM patients, clarified the effect of AE on reducing leptin levels, and provided core evidence for the mechanism that “exercise improves diabetes through anti-inflammatory pathways”. The gene discussed is CRP; the disease is diabetes mellitus.