We will further collect the ESCC samples to determine the effects of the key genes (especially NOTCH1) on radiosensitivity and tumor immune infiltration and perform in vivo experiments to demonstrate the regulatory mechanisms of NOTCH1 in ESCC. The gene discussed is NOTCH1; the disease is esophageal squamous cell carcinoma.