Our results suggest that MYSM1, PLXDC2, ARHGAP22 and HS6ST3 might promote T2D, with ARHGAP22 showing the strongest association with T2D risk (p = 0.018). The gene discussed is MYSM1; the disease is type 2 diabetes mellitus.