These findings confirm the dysregulation of IMRGs in ccRCC, consistent with their roles (apart from DBH, CCR4, CMA1 and ENTPD2) in tumor progression and their inclusion in the prognostic model. Here, CMA1 is linked to nonpapillary renal cell carcinoma.