Chronic kidney disease (CKD) is characterized by progressive renal fibrosis, oxidative stress, and sustained inflammation [117, 182, 183, 184], with disease progression primarily driven by dysfunction of the AMPK/SIRT1/PGC‐1α signaling axis [185]. The gene discussed is PRKAA1; the disease is chronic kidney disease.