Geniposide effectively attenuates AGEs-induced RAGE activation by directly blocking AGEs-RAGE signal transduction, thereby mitigating inflammatory responses. These findings suggest that geniposide has potential as a high-affinity RAGE antagonist, potentially playing a crucial role in the treatment of DN.