The results showed that ccRCC.Sig was positively correlated with immune checkpoint molecules (PD-1, CTLA-4 and IDO1, Figures S13A–S13C) but not with TMB or ITH (Figures S13D, S13E). Here, IDO1 is linked to nonpapillary renal cell carcinoma.