Overall, these findings highlight the heterogeneity of epithelial populations in ccRCC and suggest that specific transcriptomic and genomic features, particularly in EP0 and EP1, may contribute to ICB resistance. Here, PTGER1 is linked to nonpapillary renal cell carcinoma.