Within the NGR, pre-DM, and DM non-insulin Rx subgroups, the proportions of indirect effects mediated by HbA1c on multi-vessel CAD were − 24.6%, 11.8%, and 43.6%, respectively. The gene discussed is INS; the disease is diabetes mellitus.