APOA1 and type 2 diabetes mellitus: IVW analysis showed that HDL-C and Apoa-I exhibited significant protective effects against both T2DM (P = 1.57E-09 and 0.0007, respectively) and AP (P = 0.0269 and 0.0232, respectively).