However, the direct effect of fitness on type 2 diabetes risk was only slightly attenuated but still nominally significant in the multivariable MR model, which suggests that the association between fitness and fasting insulin did not fully explain the causal effect of fitness on type 2 diabetes risk and that other mechanisms may be involved. This evidence concerns the gene INS and type 2 diabetes mellitus.