To further confirm the expression of identified risk genes from network‐based analysis, RT‐QPCR assay of five hub genes (CD19, FGF2, MAP4K1, DCN and STAT6) were performed between 50 normal kidney samples and 50 ccRCC tumour samples. Here, CD19 is linked to nonpapillary renal cell carcinoma.