AMFR and medical procedure: In muti-omic analysis, gp78 overexpression led to up-regulation of lipogenesis genes, such as ACC1 and ACSL4, causing excess accumulation of lipids, especially PUFA-containing PEs, which could serve as the oxidized substance for ferroptosis during liver IR.