In contrast, ADCY3 rs17799872 demonstrated strong protective effects, with an OR of 0.25 in the overall control vs. T2D analysis, 0.31 in control vs. MOD, 0.26 in control vs. SIRD, and 0.24 in control vs. SIDD. Here, ADCY3 is linked to type 2 diabetes mellitus.