GNG7 and nonpapillary renal cell carcinoma: Upon univariate Cox regression analysis on GNG7-related immune regulators, the top 21 prognostic genes in CCRCC were obtained, including 17 high-risk genes and 4 low-risk genes (P < 0.01) (Fig. 9A).