PRPS1 and nonpapillary renal cell carcinoma: To validate the role of ipr-miRNAs in stratifying ccRCC subgroups, we also employed the k-means of unsupervised consensus clustering to classify an independent GEO-retrieved ccRCC patients (GSE131959) based on the expression of ipr-miRNAs.