Compared with normal fibroblasts (NFs), we found that as the progression of ccRCC advanced, the expression levels of α-SMA and FAP proteins in primary isolated CAFs also increased (Fig. 1D). This evidence concerns the gene ACTA1 and nonpapillary renal cell carcinoma.