In our study, we found that CHFR can be used as a prognostic marker for malignant ccRCC, and the identification of three methylation sites near transcription initiation sites can predict patient prognosis by using comprehensive analysis; no previously identified markers can achieve this. The gene discussed is CHFR; the disease is nonpapillary renal cell carcinoma.