In terms of the underlying mechanism, collagen genes might be associated with PI3K/Akt/mTOR pathway, p53 pathway, oxidative phosphorylation, apoptosis and cell cycle during the progression of ESCC. This evidence concerns the gene AKT1 and esophageal squamous cell carcinoma.