TNF and neoplasm: KEGG pathway analysis indicated that OXSRDEGs are involved in various inflammatory and chemokine signaling pathways, including the NF-kappa B and TNF signaling pathways, which are critical for tumor immunity and inflammatory responses.GSEA confirms enrichment in chemokine signaling pathways and inflammatory responses, highlighting the pro-inflammatory microenvironment’s contribution to cancer development.