We identified that COX19, GATM, DCXR, SPATA20, HADHA, SFXN5, STYXL1, SLC25A13, MTHFS, and MCL1 have a causal association with an increased risk of T2DM, while inverse causal effects were found in MRPL32 and ACADVL. The gene discussed is ACADVL; the disease is type 2 diabetes mellitus.