Subsequently, to elucidate the underlying mechanism of NUF2 in ccRCC progression, RNA sequencing analysis was performed in ccRCC cells after knocking down NUF2 using siRNA. The gene discussed is NUF2; the disease is nonpapillary renal cell carcinoma.