In addition, our NicheNet analysis predicted numerous downregulated ligands in LSECs that have previously been shown to attenuate liver fibrosis (including Gdf15, Igf1, and Ltf), hence their concerted downregulation could stimulate HSC activation upon Zeb2-KO in ECs.23–25. This evidence concerns the gene LTF and Hepatic fibrosis.