Anti-CXCL8 autoantibody could distinguish ESCC from healthy controls, with an AUC of 0.713 and 0.751 in the verification cohort and the validation cohort, respectively. The gene discussed is CXCL8; the disease is esophageal squamous cell carcinoma.