TNF and cancer: Moreover, among the top three pathways mentioned above, the PI3K–AKT (Supplementary Figure 1), TNF (Supplementary Figure 2), and IL-17 (Supplementary Figure 3) signaling pathways were the most associated with cancer and may be the key pathways acting on GC.