Single-cell multi-omics deciphers hepatocyte dedifferentiation and illuminates maintenance strategies

Jie Hao , Zhenyi Wang , Jilong Ren , Shenghao Cao , Zhongchen Xie , Jinghuan Yang , Jiachen Li , Weizhe Ding , Jie Li , Zhiqiang Han , Ye Yuan , Tang Hai , Sheng Ding , Michael Q. Zhang , Minglei Shi

Cell Proliferation ›› 2025, Vol. 58 ›› Issue (3) : e13772

PDF
Cell Proliferation ›› 2025, Vol. 58 ›› Issue (3) : e13772 DOI: 10.1111/cpr.13772
ORIGINAL ARTICLE

Single-cell multi-omics deciphers hepatocyte dedifferentiation and illuminates maintenance strategies

Author information +
History +
PDF

Abstract

Due to the similarity to human hepatocytes, porcine hepatocytes play an important role in hepatic research and drug evaluation. However, once hepatocytes were cultured in vitro, it was often prone to dedifferentiate, resulting in the loss of their characteristic features and normal functions, which impede their application in liver transplantation and hepatotoxic drugs evaluation. Up to now, this process has yet to be thoroughly investigated from the single-cell resolution and multi-omics perspective. In this study, we utilized 10× multiome technology to dissect the heterogeneity of porcine hepatocytes at different time points (Days 0, 1, 3, 5 and 7) during dedifferentiation. We comprehensively investigated cell heterogeneity, cellular dynamics, signalling pathways, potential gene targets, enhancer-driven gene regulatory networks, cell–cell communications of these cells and the conservation of mechanisms across species. We found that a series of critical signalling pathways driven by ERK, PI3K, Src and TGF-β were activated during this process, especially in the early stage of dedifferentiation. Based on these discoveries, we constructed a chemical combination targeting these pathways, which effectively inhibited the dedifferentiation of porcine hepatocytes in vitro. To validate the effectiveness of this combination, we transplanted such treated hepatocytes into FRGN mice, and the results demonstrated that these cells could effectively repopulate the liver and improve the survival of mice.

Cite this article

Download citation ▾
Jie Hao, Zhenyi Wang, Jilong Ren, Shenghao Cao, Zhongchen Xie, Jinghuan Yang, Jiachen Li, Weizhe Ding, Jie Li, Zhiqiang Han, Ye Yuan, Tang Hai, Sheng Ding, Michael Q. Zhang, Minglei Shi. Single-cell multi-omics deciphers hepatocyte dedifferentiation and illuminates maintenance strategies. Cell Proliferation, 2025, 58(3): e13772 DOI:10.1111/cpr.13772

登录浏览全文

4963

注册一个新账户 忘记密码

References

[1]

Donato MT, Castell JV, Gómez-Lechón MJ. Characterization of drug metabolizing activities in pig hepatocytes or use in bioartificial liver devices: comparison with other hepatic cellular models. J Hepatol. 1999; 31: 542-549.

[2]

Soltys KA, Setoyama K, Tafaleng EN, et al. Host conditioning and rejection monitoring in hepatocyte transplantation in humans. J Hepatol. 2017; 66(5): 987-1000.

[3]

Qing J, Ren Y, Zhang Y, et al. Dopamine receptor D2 antagonism normalizes profibrotic macrophage-endothelial crosstalk in non-alcoholic steatohepatitis. J Hepatol. 2022; 76(2): 394-406.

[4]

Hoebe KH, Monshouwer M, Witkamp RF, Fink-Gremmels J, van Miert AS. Cocultures of porcine hepatocytes and Kupffer cells as an improved in vitro model for the study of hepatotoxic compounds. Vet Q. 2000; 22(1): 21-25.

[5]

Hannoun Z, Steichen C, Dianat N, Weber A, Dubart-Kupperschmitt A. The potential of induced pluripotent stem cell derived hepatocytes. J Hepatol. 2016; 65(1): 182-199.

[6]

Li LJ, Du WB, Zhang YM, et al. Evaluation of a bioartificial liver based on a nonwoven fabric bioreactor with porcine hepatocytes in pigs. J Hepatol. 2006; 44(2): 317-324.

[7]

Mallapaty S. First pig liver transplanted into a person lasts for 10 days. Nature. 2024; 627(8005): 710-711.

[8]

Li L, Cui L, Lin P, et al. Kupffer-cell-derived IL-6 is repurposed for hepatocyte dedifferentiation via activating progenitor genes from injury-specific enhancers. Cell Stem Cell. 2023; 30(3): 283-299.e289.

[9]

Gu J, Shi X, Zhang Y, Ding Y. Heterotypic interactions in the preservation of morphology and functionality of porcine hepatocytes by bone marrow mesenchymal stem cells in vitro. J Cell Physiol. 2009; 219(1): 100-108.

[10]

Dubois-Chevalier J, Gheeraert C, Berthier A, et al. An extended transcription factor regulatory network controls hepatocyte identity. EMBO Rep. 2023; 24(9):e57020.

[11]

Seirup M, Sengupta S, Swanson S, et al. Rapid changes in chromatin structure during dedifferentiation of primary hepatocytes in vitro. Genomics. 2022; 114(3):110330.

[12]

Wei Q, Li R, Zhong L, et al. Lineage specification revealed by single-cell gene expression analysis in porcine preimplantation embryos. Biol Reprod. 2018; 99(2): 283-292.

[13]

Wang Z, Zhong Y, Ye Z, et al. MarkovHC: Markov hierarchical clustering for the topological structure of high-dimensional single-cell omics data with transition pathway and critical point detection. Nucleic Acids Res. 2022; 50(1): 46-56.

[14]

Aibar S, Gonzalez-Blas CB, Moerman T, et al. SCENIC: single-cell regulatory network inference and clustering. Nat Methods. 2017; 14(11): 1083-1086.

[15]

Bravo Gonzalez-Blas C, De Winter S, Hulselmans G, et al. SCENIC+: single-cell multiomic inference of enhancers and gene regulatory networks. Nat Methods. 2023; 20(9): 1355-1367.

[16]

Clyde D. SHARE-seq reveals chromatin potential. Nat Rev Genet. 2021; 22(1): 2.

[17]

Swanson E, Lord C, Reading J, et al. Simultaneous trimodal single-cell measurement of transcripts, epitopes, and chromatin accessibility using TEA-seq. Elife. 2021; 10: e63632.

[18]

Ma S, Zhang B, LaFave LM, et al. Chromatin potential identified by shared single-cell profiling of RNA and chromatin. Cell. 2020; 183(4): 1103-1116.e1120.

[19]

Hickey RD, Mao SA, Glorioso J, et al. Curative ex vivo liver-directed gene therapy in a pig model of hereditary tyrosinemia type 1. Sci Transl Med. 2016; 8(349):349ra399.

[20]

Emms DM, Kelly S. OrthoFinder: phylogenetic orthology inference for comparative genomics. Genome Biol. 2019; 20(1): 238.

[21]

Dufour A, Kurylo C, Stockl JB, et al. Cell specification and functional interactions in the pig blastocyst inferred from single-cell transcriptomics and uterine fluids proteomics. Genomics. 2024; 116(2):110780.

[22]

Hao Y, Stuart T, Kowalski MH, et al. Dictionary learning for integrative, multimodal and scalable single-cell analysis. Nat Biotechnol. 2024; 42(2): 293-304.

[23]

Becht E, McInnes L, Healy J, et al. Dimensionality reduction for visualizing single-cell data using UMAP. Nat Biotechnol. 2019; 37(1): 38-44.

[24]

McInnes L, Healy J, Melville J. UMAP: uniform manifold approximation and projection for dimension reduction. J Open Source Softw. 2018; 3(29):861.

[25]

Dao Thi VL, Wu X, Belote RL, et al. Stem cell-derived polarized hepatocytes. Nat Commun. 2020; 11(1): 1677.

[26]

Chen F, Jimenez RJ, Sharma K, et al. Broad distribution of hepatocyte proliferation in liver homeostasis and regeneration. Cell Stem Cell. 2020; 26(1): 27-33.e24.

[27]

He L, Pu W, Liu X, et al. Proliferation tracing reveals regional hepatocyte generation in liver homeostasis and repair. Science. 2021; 371(6532):eabc4346.

[28]

Tanimizu N, Ichinohe N, Sasaki Y, et al. Generation of functional liver organoids on combining hepatocytes and cholangiocytes with hepatobiliary connections ex vivo. Nat Commun. 2021; 12(1): 3390.

[29]

Liang Y, Kaneko K, Xin B, et al. Temporal analyses of postnatal liver development and maturation by single-cell transcriptomics. Dev Cell. 2022; 57(3): 398-414.e395.

[30]

Achour B, Barber J, Rostami-Hodjegan A. Cytochrome P450 pig liver pie: determination of individual cytochrome P450 isoform contents in microsomes from two pig livers using liquid chromatography in conjunction with mass spectrometry. Drug Metab Dispos. 2011; 39(11): 2130-2134.

[31]

Halpern KB, Shenhav R, Matcovitch-Natan O, et al. Erratum: single-cell spatial reconstruction reveals global division of labour in the mammalian liver. Nature. 2017; 543(7647): 742.

[32]

Zhang M, Yang H, Wan L, et al. Single-cell transcriptomic architecture and intercellular crosstalk of human intrahepatic cholangiocarcinoma. J Hepatol. 2020; 73(5): 1118-1130.

[33]

Qiu X, Hill A, Packer J, Lin D, Ma YA, Trapnell C. Single-cell mRNA quantification and differential analysis with census. Nat Methods. 2017; 14(3): 309-315.

[34]

Zhang C, Sun C, Zhao Y, Ye B, Yu G. Signaling pathways of liver regeneration: biological mechanisms and implications. iScience. 2024; 27(1):108683.

[35]

Mohanta TK, Mishra AK, Al-Harrasi A. The 3D genome: from structure to function. Int J Mol Sci. 2021; 22(21):11585.

[36]

Kojic A, Cuadrado A, De Koninck M, et al. Distinct roles of cohesin-SA1 and cohesin-SA2 in 3D chromosome organization. Nat Struct Mol Biol. 2018; 25(6): 496-504.

[37]

Dekker J, Mirny L. The 3D genome as moderator of chromosomal communication. Cell. 2016; 164(6): 1110-1121.

[38]

Bleichert F, Botchan MR, Berger JM. Mechanisms for initiating cellular DNA replication. Science. 2017; 355(6327):eaah6317.

[39]

Matthews HK, Bertoli C, de Bruin RAM. Cell cycle control in cancer. Nat Rev Mol Cell Biol. 2022; 23(1): 74-88.

[40]

Ribeiro-Silva C, Vermeulen W, Lans H. SWI/SNF: complex complexes in genome stability and cancer. DNA Repair (Amst). 2019; 77: 87-95.

[41]

Schaub JR, Huppert KA, Kurial SNT, et al. De novo formation of the biliary system by TGFbeta-mediated hepatocyte transdifferentiation. Nature. 2018; 557(7704): 247-251.

[42]

Yu G, Wang LG, Han Y, He QY. clusterProfiler: an R package for comparing biological themes among gene clusters. Omics. 2012; 16(5): 284-287.

[43]

Yamamoto J, Udono M, Miura S, Sekiya S, Suzuki A. Cell aggregation culture induces functional differentiation of induced hepatocyte-like cells through activation of hippo signaling. Cell Rep. 2018; 25(1): 183-198.

[44]

Jin S, Guerrero-Juarez CF, Zhang L, et al. Inference and analysis of cell-cell communication using CellChat. Nat Commun. 2021; 12(1): 1088.

[45]

Cho DI, Kang H-j, Jeon JH, et al. Antiinflammatory activity of ANGPTL4 facilitates macrophage polarization to induce cardiac repair. JCI Insight. 2019; 4(16):e125437.

[46]

Jia D, Jing Y, Zhang Z, et al. Amplification of MPZL1/PZR promotes tumor cell migration through Src-mediated phosphorylation of cortactin in hepatocellular carcinoma. Cell Res. 2014; 24(2): 204-217.

[47]

Feng J, Ouyang H, Wang J, et al. MPZL1 upregulation promotes tumor metastasis and correlates with unfavorable prognosis in non-small cell lung cancer. Carcinogenesis. 2022; 43(10): 919-929.

[48]

Cheng Z, Liu L, Zhang XJ, et al. Peroxisome proliferator-activated receptor gamma negatively regulates liver regeneration after partial hepatectomy via the HGF/c-met/ERK1/2 pathways. Sci Rep. 2018; 8(1):11894.

[49]

Trovato M, Torre ML, Ragonese M, et al. HGF/c-met system targeting PI3K/AKT and STAT3/phosphorylated-STAT3 pathways in pituitary adenomas: an immunohistochemical characterization in view of targeted therapies. Endocrine. 2013; 44(3): 735-743.

[50]

Adams JM, Jafar-Nejad H. The roles of notch signaling in liver development and disease. Biomolecules. 2019; 9(10):608.

[51]

Qin J, Chang M, Wang S, et al. Connexin 32-mediated cell-cell communication is essential for hepatic differentiation from human embryonic stem cells. Sci Rep. 2016; 6: 37388.

[52]

Grompe M, Strom S. Mice with human livers. Gastroenterology. 2013; 145(6): 1209-1214.

[53]

Chen T, Oh S, Gregory S, Shen X, Diehl AM. Single-cell omics analysis reveals functional diversification of hepatocytes during liver regeneration. JCI Insight. 2022; 5(22):e141024.

[54]

Chen T, Chen X, Zhang S, et al. The genome sequence archive family: toward explosive data growth and diverse data types. Genom Proteom Bioinform. 2021; 19(4): 578-583.

[55]

CNCB-NGDC Members and Partners. Database resources of the National Genomics Data Center, China National Center for bioinformation in 2023. Nucleic Acids Res. 2023; 51(D1): D18-D28.

RIGHTS & PERMISSIONS

2025 The Author(s). Cell Proliferation published by Beijing Institute for Stem Cell and Regenerative Medicine and John Wiley & Sons Ltd.

AI Summary AI Mindmap
PDF

11

Accesses

0

Citation

Detail

Sections
Recommended

AI思维导图

/