Moreover, upregulation of hallmarks like “E2F Targets,” “G2M Checkpoint,” “Mitotic Spindle,” and “TNFα Signaling.” These findings align with the observed enrichment in cell cycle and proliferation-related pathways, further supporting the aggressive nature of ESCC. This evidence concerns the gene TNF and esophageal squamous cell carcinoma.