In conclusion, these results indicated that these five risk genes (CD19, FGF2, MAP4K1, DCN and STAT6) were actually differentially expressed between normal kidney samples and ccRCC tumour samples. Here, MAP4K1 is linked to nonpapillary renal cell carcinoma.