Increased LPS attaching to CD14/TLR4 in macrophages induced the secretion of pro-inflammatory cytokines participating in insulin resistance and diabetes. Increased GLP-1 affected GI system and CNS via vagus nerve. Decreased GDCA and TUDCA uncoupled bile acids synthesis in PCOS patients. Here, GNAT3 is linked to diabetes mellitus.