Receiver Operating Characteristic (ROC) analysis was employed to evaluate the diagnostic accuracy of ABCG1 in ccRCC, yielding a noteworthy area under the curve (AUC) of 0.876 (Figure 3F). Here, ABCG1 is linked to nonpapillary renal cell carcinoma.