The miR-18a/HIF-1α/PVT1 regulatory pathway plays a crucial role in the development and prognosis of ccRCC, as miR-18a has been identified in this work as a significant biomarker, and prognosis and RCC development [82]. Here, PVT1 is linked to nonpapillary renal cell carcinoma.