USP7 and cholangiocarcinoma: Under hypoxic conditions, SKA3 recruits PARP1 to bind with HIF-1α, thereby enhancing USP7-mediated deubiquitination of HIF-1α, promoting the proliferation and fatty acid synthesis of cholangiocarcinoma cells.