Esophageal cancer, particularly esophageal squamous cell carcinoma (ESCC), is one of the most prevalent digestive malignancies, with a 5-year survival rate of only 20%. Although some cancer immunotherapies based on immune checkpoint inhibitors (ICIs) have shown promise for ESCC, only a minority of patients actually benefit from ICI therapy.