It has been reported that ccRCC can be categorized into three subtypes: GP1, characterized by immune infiltration; GP2, marked by metabolic remodeling; and GP3, distinguished by stromal components (28). The gene discussed is GP2; the disease is nonpapillary renal cell carcinoma.