Individual tumor analysis showed that higher IL-6 was associated with both irAEs occurrence and poor prognosis (DCR, PFS, OS) in ESCC patients, and with irAEs occurrence and poor prognosis (DCR, PFS) in GAC patients. This evidence concerns the gene IL6 and esophageal squamous cell carcinoma.