This analysis highlighted the consistent induction of pro-inflammatory cytokines such as IL-1β, IL-6, IL-8, IL-10, IL-17A/F, and TNF, which are known to play central roles in immune activation, macrophage polarization, and tumor–immune cell crosstalk (Table 4). The gene discussed is TNF; the disease is neoplasm.