In this study, we used transcriptome data of our hospital and TCGA-ESCC database to screen out two ESCC-related m6A RNA methylation regulators through machine learning: YTHDF1 and HNRNPC. The gene discussed is YTHDF1; the disease is esophageal squamous cell carcinoma.