Researchers applied CyTOF and scRNA-seq to characterize the immune map in tumor tissues of patients with RCC, which showed that macrophages possessed direct immunosuppressive characteristics, including the up-regulation of PD-1 related genes CD273 and CD274, which are responsible for T cell depletion [153]. This evidence concerns the gene PDCD1 and neoplasm.