The sextet of pivotal genes (BHLHE41, C12orf65, CHD7, LAMP5, RPA1, SLC2A4RG) serve as fundamental players in prognosticating ESCC, each of them has been highlighted in preceding research concerning diverse types of malignancies. This evidence concerns the gene MTRFR and esophageal squamous cell carcinoma.