The mechanistic insights reveal that this effect is primarily mediated through the TNF signaling pathway and PI3K-Akt signaling pathway, which collectively exacerbate muscle tissue inflammation and oxidative stress, while concurrently disrupting protein synthesis, thereby driving the pathogenesis of sarcopenia. Here, TNF is linked to sarcopenia.