ACTB and nonpapillary renal cell carcinoma: As displayed in Fig. 11 and Additional file 1: S6, we found that mRNA levels of ACTB, PRDX1, SLC7A11, MYL6, SLC3A2, PRDX1, and TLN1 were significantly upregulated in ccRCC cell lines.