UCN and nonpapillary renal cell carcinoma: This study aimed to characterize ccRCC through integrated immunometabolic profiling, develop a prognostic signature, and investigate the functional role of the key driver gene UCN using in vitro and in vivo approaches.<h4>Methods</h4>Integrated immunometabolic profiling was performed to identify molecular subtypes and establish a prognostic gene signature.