We successfully identified PPP1CA and CTSD as core biomarkers associated with asparagine in T2DM pathogenesis and validated their critical roles in glucose metabolism, insulin receptor binding, and immune function. The gene discussed is INSR; the disease is type 2 diabetes mellitus.