<b>Conclusions</b>: Tumor epithelial FAP expression identifies an aggressive, immune-rich subtype of localized ccRCC, integrating EMT with spatially organized immunosuppression. This evidence concerns the gene FAP and nonpapillary renal cell carcinoma.