In summary, these results revealed that CAFs-secreted exosomal miR-181d-5p directly suppressed the RNF43 protein expression in RCC cells, and thus activated Wnt/β-catenin signal and promoted RCC stemness. The gene discussed is RNF43; the disease is renal cell carcinoma.