KEGG pathway analysis revealed that PI3K/AKT pathway, cell cycle pathway, and NOTCH signaling pathway were enriched in both our cohort and TCGA-ESCC database, indicating their importance in the development and progression of ESCC. Here, AKT1 is linked to esophageal squamous cell carcinoma.