In this study, we revealed that the enrichment of CAFs was positively correlated with tumor progression and cancer stemness in RCC, furthermore, exosomal miR-181d-5p secreted by CAFs played a key role in promoting cancer stemness and RCC progression by targeting RNF43. This evidence concerns the gene RNF43 and neoplasm.