ALDH3A1 and S100A8 were highly expressed in the early precancerous lesions while MMP14 and ITGA6 were mainly present in invasive ESCC, which was concordant with their biological functions. The gene discussed is ITGA6; the disease is esophageal squamous cell carcinoma.