In subgroup analyses, albumin, lymphocytes, cholinesterase, PNI, and LMR were significantly correlated with TLSs in the ESCC group, while no correlations were detected in the EAC group (Supplementary Figure S3). Here, BCHE is linked to esophageal squamous cell carcinoma.