EDA, SEMA3G, ENPP5, EMX2, and OPCML were favorable factors and had low expression levels in ccRCC tissues, whereas PCDHGC3 was a risk factor and highly expressed in cancer tissues. The gene discussed is SEMA3G; the disease is nonpapillary renal cell carcinoma.