What's more, MUC5AC was identified as a potential independent adverse prognostic factor; prediction accuracy of MUC5AC-based new nomogram model was drastically improved for OS and RFS of ccRCC patients. The gene discussed is MUC5AC; the disease is nonpapillary renal cell carcinoma.