These results confirm that IL-10 secreted by M2 macrophages further regulates the expression of HK3 and PD-L1, thus may form a positive feedback loop between M2 macrophages and ccRCC cells. The gene discussed is CD274; the disease is nonpapillary renal cell carcinoma.