These 5 genes were annotated in the COSMIC Cancer Gene Census and validated by TCGA-ESCA, which indicated these genes especially TP53 and NOTCH1 might play crucial roles in the tumorigenesis of ESCC. Here, NOTCH1 is linked to esophageal squamous cell carcinoma.