Through this pathway, PPARα attenuates vascular damage in various ways, including reducing lipotoxicity, inflammation, the generation of reactive oxygen species, endothelial dysfunction, and angiogenesis in DPN. This evidence concerns the gene PPARA and endothelial dysfunction.