Moreover, several proteins, especially IL-18R1 and OPG, and microbial derived metabolites, including IMP and PAGln, significantly mediated the associations between identified gut bacteria and diabetes, both individually and in combination. The gene discussed is IL18R1; the disease is diabetes mellitus.