In addition, kudzu extract may improve the development of diabetes by downregulating the PTP1B pathway (Sun R. et al., 2019), and kudzu polysaccharides may treat diabetes by modulating the PPAR signaling pathway and the structure of intestinal flora (Wang et al., 2022). The gene discussed is PPARA; the disease is diabetes mellitus.