PPARD and chronic kidney disease: However, considering that no evident associations between these PPARD SNPs and metabolic risk factors were observed in the present study, there seems to be a possibility that other factors such as inflammation are also involved in this CKD risk modification by the PPARD SNPs [36, 37].