Investigation of the expression of immune checkpoint ligands (Fig. 5a) in the myeloid cell clusters, as well as in the ccRCC cell cluster, revealed that Cd274 and Pdcd1lg2 (encoding PD-L1 and PD-L2, respectively) were very weakly expressed. Here, PDCD1LG2 is linked to nonpapillary renal cell carcinoma.