Collectively, these results illustrate the intricate molecular diversity and dynamic senescence responses within the renal epithelial landscape, highlight the pivotal role of PTCs in ccRCC biology, and uncover NOP10 and NHP2 as novel candidates for functional investigation of senescence and tumor evolution. Here, NOP10 is linked to nonpapillary renal cell carcinoma.