This process not only deepens our understanding of the regulatory mechanisms of lipophagy and copper death in liver fibrosis but also highlights RAB18 as a key bridge between lipophagy and copper death, playing a crucial role in HSCs. This evidence concerns the gene RAB18 and Hepatic fibrosis.