In DN patients, urinary exosomes and renal biopsy metabolomics analysis revealed that the expression of multiple regulatory factors associated with mitochondrial metabolism were decreased, such as the mitochondrial biosynthesis factor PGC1α (peroxisome proliferators activated receptor gamma co-activator-1α) (20). Here, PPARGC1A is linked to liver dysplastic nodule.