TNF and neoplasm: GSEA highlighted that the high-risk group was characterized by enrichment in functions related to tumor progression, including epithelial-mesenchymal transition, hypoxia, the TNFA signaling pathway, inflammatory responses, collagen synthesis, and the IL6-JAK-STAT3 signaling pathway (Fig. 5B).