Those pathways associated with muscle wasting, such as extracellular matrix–receptor interaction, protein digestion and absorption; PI3K-Akt signaling, TNF signaling; and NK-kappa B signaling, were strongly enriched in tumors with a higher prevalence of sarcopenia (ESCA, LIHC, and STAD) (Figure 3e). Here, TNF is linked to sarcopenia.