Thus, the causal medication analyses using a two-step MR design showed that most investigated traits causally altered SBP independent of T2DM, but the partial causal mediating effect of T2DM on the association between fasting insulin and SBP was successfully identified. The gene discussed is INS; the disease is type 2 diabetes mellitus.