In ccRCC, CTLA4, TIGIT, IL10, PDCD1, LGA3 and other immunosuppressive factors were inversely connected with the expression of AK7 (Figure 5B). This evidence concerns the gene PDCD1 and nonpapillary renal cell carcinoma.