To comprehend the distinctions among CAFs obtained from primary ccRCC tissues at various stages of progression, we defined CAF1 as CAFs derived from localized ccRCC tissues, CAF2 from ccRCC tissues with IVC tumor thrombus, and CAF3 from ccRCC tissues with lung metastasis. This evidence concerns the gene CNOT8 and neoplasm.