Upon integrating genomic features, T2D-susceptibility loci like rs7903146 (TCF7L2), rs2943641 (IRS1), and rs7756992 (CDKAL1) consistently ranked among top predictors especially in linear models (SVM, LR, and LDA models). This evidence concerns the gene TCF7L2 and type 2 diabetes mellitus.