TNF and chronic kidney disease: In this study, we showed that calycosin inhibited autophagy and oxidative stress in CKD‐induced skeletal muscle atrophy in rats and in TNF‐α induced myotube atrophy in C2C12 cells through regulation of the AMPK/SKP2/CARM1 signalling pathway.