Notably, the posterior probability of a shared causal variant for ZNF311 expression in spleen and insulin resistance reached 74%; for HCG4 expression in pancreas and insulin resistance, it was 70%, indicating that the interaction effect of this region with smoking on insulin resistance may be mechanistically mediated by these two genes. This evidence concerns the gene HCG4 and Insulin resistance.