Based on previous studies and this research, it was reasonably speculated that GNG7 predicted the diagnosis and prognosis of CCRCC well, and it was also used as an important evaluation factor for tumor recurrence and early metastasis. This evidence concerns the gene GNG7 and nonpapillary renal cell carcinoma.