These results indicated that Macro-NRP2 had anti-inflammatory and M2 polarization characteristics in the BMRCC, and could also be used as a predictive marker for prognosis of ccRCC. This evidence concerns the gene NRP2 and nonpapillary renal cell carcinoma.