In both cohorts, compared to the conventional tumor markers including SCC-Ag, CEA, and CYFRA21-1, our 8-miRNA panel consistently demonstrated superior diagnostic performance for the identification of ESCC patients across all stages (Table S6, Fig. 4A, B, all p < 0.01, DeLong’s tests). Here, CEACAM5 is linked to neoplasm.