Accordingly, to clarify the association of polymorphisms in genes encoding PPARs (PPARD, PPARG, and PPARGC1A) with the risk of CKD in Japanese, we examined this association among the Japanese subjects using the cross-sectional data of this J-MICC Study. Here, PPARGC1A is linked to chronic kidney disease.