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). This evidence concerns the gene GTPBP1 and nonpapillary renal cell carcinoma.