PPARD and metabolic disease: However, one study in white population reported that common variants in PPARD, including rs6902123, did not significantly affect the risk of metabolic disease, except that a modest significant association was observed between the rare alleles of rs947001, rs6457816 and rs9658119 and increased fasting glucose [11].