Finally, ANXA1, hK8, hK14, VIM and RSPO3 were kept to discriminate early ESCC cases from healthy controls with an AUC of 0.936 (95%CI:0.899 ~ 0.973, Fig. 5 black line). The gene discussed is VIM; the disease is esophageal squamous cell carcinoma.