PPI induces ferroptosis in HCC cells and causes mitochondrial structural and functional damage by modulating the Nrf2/HO-1/GPX4 axis, thereby inhibiting the proliferation, migration, and invasion of HCC cells and suppressing HCC tumor growth. The gene discussed is GPX4; the disease is neoplasm.