The top five predictors in terms of DIFFI scores were IL-10, 8-isoprostane, GSSG, HN and P66Shc, while the lowest scores were obtained by BGL and triglycerides, further highlighting the potential role of these novel biomarkers for ML prediction of T2DM development. The gene discussed is IL10; the disease is type 2 diabetes mellitus.