TNF and diabetes mellitus: Conclusions: DNJ and TFs exert synergistic glucose-lowering effects by targeting PTGS2/MMP9 and regulating the TNFα/AKT/GSK3/GLUT2 axis, providing a promising natural therapeutic strategy for diabetes management.