GNG7 and nonpapillary renal cell carcinoma: Here in this study, we first examined the oncogenic role of GNG7 in CCRCC, then further analyzed the relationship between the GNG7 gene and immune infiltrating cells in CCRCC and also discussed the relationship between GNG7-related genes in the immune function pathway in kidney cancer cell lines.