Collectively, these results indicate that PTMRS is heterogeneously distributed among immune subsets, preferentially enriched in immunosuppressive and exhausted phenotypes, and closely associated with IRF9 expression at the single-cell level in ccRCC. Here, IRF9 is linked to nonpapillary renal cell carcinoma.