The performance of radiomics models in our study was also better than the performance of tumor biomarker of GPX1 which has an AUC of 0.7908 (95% CI 0.7409–0.8407) to different ccRCC from normal tissue22. Here, GPX1 is linked to nonpapillary renal cell carcinoma.