Finally, we selected the NEURL3, the most upregulated expressed gene among the 11 prognostic DE-URGs and DRGs, for further experimental exploration to validate the importance of these genes for ESCC progression. The gene discussed is NEURL3; the disease is esophageal squamous cell carcinoma.