Notably, associations of Ruminococcus, Adlercreutzia, and Escherichia with diabetes were mediated considerably by multiple inflammatory proteins led by OPG, IL-18R1, and HGF (Fig. 5A and B). The gene discussed is TNFRSF11B; the disease is diabetes mellitus.