PPARA and diabetic kidney disease: In conclusion, our study, based on RNA-seq results, the GEO database and qRT-PCR, identified 11 significant dysregulated DEGs, which play an important role in lipid metabolism and the PPAR signaling pathway, which provide novel targets for diagnosis and treatment of DKD, additional basic and clinical studies are needed to further validate these targets.