In conclusion, in the present study, we found that mitochondrial dysfunction, NLRP3 inflammasome, and autophagy were involved in CKD-induced muscle wasting and that aerobic exercise training could reverse muscle atrophy in uremic cachexia by ameliorating mitochondrial function and relieving autophagy and inflammation. This evidence concerns the gene NLRP3 and chronic kidney disease.