PPIH and hepatocellular carcinoma: Importantly, in vitro experiments confirmed significant upregulation of PPIH in HCC tissues, with overexpression markedly enhancing HCC cell proliferation, invasion, and migration, whereas PPIH knockdown suppressed these malignant phenotypes, supporting its oncogenic function in HCC.