To further confirm the potential mechanism of TDRD7 in ccRCC, GSEA was carried out and showed that the high expression of TDRD7 was related to the PI3K/Akt/mTOR signalling, mitotic spindle signalling, and TGF-β signalling pathways. The gene discussed is TGFB1; the disease is nonpapillary renal cell carcinoma.