Analyses of bulk RNA-seq of human ccRCC revealed that PDCD1LG2 and CD80 expression were upregulated in ccRCC tumours compared to normal kidney, as was expression of LGALS3, LGALS9, SELL and CD276 (Fig. 5d). This evidence concerns the gene CD80 and nonpapillary renal cell carcinoma.