This study employed multiplex immunofluorescence assays to investigate the association between NK cell proportion, HLA-E levels, and both cumulative incidence of recurrence (CIR) and cumulative incidence of tumor-related death (CID) in ESCC patients. The gene discussed is HLA-E; the disease is esophageal squamous cell carcinoma.