The significant predictors of OS determined in the univariate analysis were further analyzed using Cox multivariate regression, and the final models showed that age, N classification, ANO1, and MMP3 were independent predictors of OS in patients with ESCC in the training cohort (Table 1). The gene discussed is MMP3; the disease is esophageal squamous cell carcinoma.