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. This evidence concerns the gene TNFRSF11B and diabetes mellitus.