Compared to normal tissues, the expression level of E2F1, FOXM1, AGER, ISG15, and KCNMA1 were significantly higher in ccRCC tissues, while the expression level of HADH, ABCB1, PLG and TEK were significantly lower (Supplementary Figure 1). Here, ISG15 is linked to nonpapillary renal cell carcinoma.