Further, gene set enrichment analysis (GSEA) also displayed several upregulation of the hallmark gene sets related to tumor progression and EGFR-TKI resistance, including epithelial-mesenchymal transition, angiogenesis, hypoxia, and TNF-α signaling via NF-κB. The gene discussed is TNF; the disease is neoplasm.