In this study, we analyzed the associations of CDCA7 and 47 immune checkpoint molecules in ccRCC and finally found 25 significantly related molecules including CTLA4, CD274, LAG3 and so on (Fig. 7a). Here, CTLA4 is linked to nonpapillary renal cell carcinoma.