NSUN2, NSUN5, NSUN6, DNMT3A, DNMT3B, ALYREF, and TET3 acted as tumor risk factors, and overexpression of these genes led to a poorer prognosis for ccRCC patients. Here, NSUN2 is linked to nonpapillary renal cell carcinoma.