Using lasso regression analysis, 7 genes (CLEC18A, PIR, KCNN4, MST1R, CAPG, ALDH5A1, and COX7B) were used to obtain the EMT score for estimating the ESCC prognosis. Here, ALDH5A1 is linked to esophageal squamous cell carcinoma.