Several mitochondrial genes, including PCCB, ACADM, ADHFE1, OCIAD1, and FIS1, were associated with an increased risk of DKD, suggesting that elevated expression of these genes might contribute to disease progression through mechanisms such as excessive oxidative stress, impaired bioenergetics, and mitochondrial fragmentation [16, 17]. This evidence concerns the gene PCCB and diabetic kidney disease.