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). The gene discussed is PDCD1LG2; the disease is nonpapillary renal cell carcinoma.