The MRPS33 (p = 1.58 × 10−6), PIH1D2 (p < 6.76 × 10−7), and SDHD (p < 2.67 × 10−6) genes were positively associated with T2D in IGEs-P. Here, MRPS33 is linked to type 2 diabetes mellitus.