We performed transcriptome analysis of 539 ccRCC cases from The Cancer Genome Atlas (TCGA) and divided the samples into different TGF-β clusters according to unsupervised hierarchical clustering. This evidence concerns the gene TGFB1 and nonpapillary renal cell carcinoma.