PTRF could be detected in the exosomes of the urine samples of ccRCC patients, which was significantly higher than that of the normal control group, and the expression of PTRF was significantly decreased after surgery. PTRF is regulated by the SHC1 gene through the EGFR pathway. Here, CAVIN1 is linked to nonpapillary renal cell carcinoma.