This study aimed to investigate the complex relationship between pVHL, HIFs, and E-cadherin in ccRCC to enhance our understanding of cellular responses to oxygen levels and their implications for cancer progression. Here, CDH1 is linked to nonpapillary renal cell carcinoma.