CKD is an independent risk factor for sarcopenia, with a clear temporal association. Mendelian randomization studies confirm this link and identify sedentary behavior and physical activity as mediators. These results underscore the need for early screening and individualized intervention strategies in CKD patients to prevent sarcopenia.