In RCC, we observed an increased proportion of exhausted CD8+ T cell subsets, along with a decreased proportion of TNF+ MCs, suggesting the presence of a suppressive immune microenvironment within RCC tumor tissues. The gene discussed is TNF; the disease is neoplasm.