In our analysis, both MR + COLOC and MR + eCAVIAR have consistently shown evidence for causal effects on diabetes mediated by BMI for four genes (TFAP2B, TCF7L2, FTO and ZC3H4). Here, TFAP2B is linked to diabetes mellitus.