In conclusion, the loss of VHL in ccRCC may be involved in the occurrence and development of ccRCC in conjunction with PAX gene expression through HIF-mediated downstream target genes and signaling pathways. This evidence concerns the gene VHL and nonpapillary renal cell carcinoma.