Complementing this, Keto Acids supplementation was found to protect against CKD-induced muscle atrophy by concurrently inhibiting pyroptosis and upregulating the expression of FNDC5, the precursor of Irisin, establishing a powerful endogenous regulatory loop (Wang et al., 2025). The gene discussed is FNDC5; the disease is chronic kidney disease.