PDCD1 and nonpapillary renal cell carcinoma: There was also a positive correlation between the 4 hub genes and the expression levels of TIGIT, HAVCR2, CTLA4, PDCD1 and LAG3 in ccRCC, revealing that these genes might be associated with the immunosuppressive microenvironment (Figure 7).