TNF and esophageal squamous cell carcinoma: To further reveal the relationship between FR4 positive cells and tumor immune microenvironment, we used 90 ESCC data from the TCGA public database to analyze PD-1, PD-L1, IL-2, IL-7, and levels of IFN-γ and TNF-α.