EPHX2 and nonpapillary renal cell carcinoma: Although this study aimed to deeply explore the potential mechanism of EPHX2 in ccRCC by constructing machine learning models and prognostic models, based on the existing data and methods, we recognize that there are several limitations in the current analytical framework, which may affect the comprehensiveness and accuracy of the research conclusions.