The strong correlations between FAO transcripts, urinary nicotinamide metabolites, and urinary TCA cycle intermediates with mitochondrial roundness links increased PPARα activity after RYGB-FMRR with mitochondrial bioenergetic changes opposing renal fibrosis (28, 96). Here, PPARA is linked to renal fibrosis.