The changes of 37 PRGs with characteristics of CNV on their respective chromosomes are shown in Fig. 1G. Compared with normal tissues, the expression levels of PRGs with increased CNV such as IRF1, AIM2 and GSDMD, were significantly increased in ccRCC samples. This evidence concerns the gene IRF1 and nonpapillary renal cell carcinoma.