In this context, piperazine ferulate protects against diabetic nephropathy by downregulating AGE-RAGE-mediated inflammatory signaling genes, illustrating the intricate connections between these pathways in inflammatory conditions [37]. Here, RENBP is linked to diabetic kidney disease.