The results of OS single-gene Cox analysis indicated that only NTN4 was a protective factor in ccRCC (HR < 1), while NTN5, NTNG1, and NTNG2 were all risk factors (HR > 1). The gene discussed is NTNG1; the disease is nonpapillary renal cell carcinoma.