These findings suggest that the RCC microenvironment has complex immune regulatory features, with an increase in activated CD4+ T cells, a decrease in TNF+MCs, and a reduction in effector CD4+ T cells, indicating enhanced immune suppression, and potentially providing tumor cells with an advantage in immune evasion. Here, TNF is linked to neoplasm.