Our study showed that in cases with high serum IL-6 levels, IL-6 uptake into the tumor is similarly enhanced within TME, and the CD8/CD163 cell ratio in the tumor is reduced, which may present an immunosuppressive microenvironment. Here, CD8A is linked to neoplasm.