This study, focusing on LSECs and the molecular bases of endothelial dysfunction during liver fibrosis from different mice models, found that SOX4, LGALS3, SERPINE2, CD52, and LPXN are potential key genes associated with endothelial dysfunction in liver fibrosis. The gene discussed is LPXN; the disease is endothelial dysfunction.