We also observed the prognostic associations of NUDT16, NCBP1, NUDT4, and NSUN2 in ccRCC (Figures 5J-M), suggesting a potential regulatory relationship with MGLL, which may affect patient prognosis. Here, NCBP1 is linked to nonpapillary renal cell carcinoma.