Our hypothesis posits that GNG7, serving as a potential biomarker in clear cell renal cell carcinoma (CCRCC), could significantly influence the oncogenesis and progression of tumor disease by actively participating in the regulation of the immune system. Here, GNG7 is linked to nonpapillary renal cell carcinoma.