Based on the SMD, the biomarkers with the strongest associations with T2D were HSP70, PRX2, and PRX1 (SMD > 0.8), and those with moderate elevations were PRX6, secretagogin, and PRX4 (SMD > 0.4). The gene discussed is PRDX4; the disease is type 2 diabetes mellitus.