In this study, mRNA-seq revealed that the immunosuppressive state in the tumor microenvironment of ESCC deteriorated with tumor progression, suggesting that B3GNT3 plays a potential role in the immunoreaction of ESCA. Here, B3GNT3 is linked to esophageal squamous cell carcinoma.