PPARD and chronic kidney disease: The present study suggested that the polymorphism in the PPARD gene, a polymorphism in the gene encoding the key molecule controlling the expression of genes involved in fatty acid oxidation and energy uncoupling in skeletal muscles [26], is significantly associated with the risk of CKD in Japanese.