MAGI3 and nonpapillary renal cell carcinoma: In order to reflect the predictive effect of MAGI3 on the natural prognosis of ccRCC patients who did not receive postoperative adjuvant therapy, we removed patients who received adjuvant therapy after surgery from the TCGA database and conducted survival analysis on patients who only received surgical treatment.