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Seasock MJ, Shafiquzzaman M, Ruiz-Echartea ME, Kanchi RS, Tran BT, Simon LM, Meyer MD, Erice PA, Lotlikar SL, Wenlock SC, Ochsner SA, Enright A, Carisey AF, Romero F, Rosas IO, King KY, McKenna NJ, Coarfa C, Rodriguez A. Let-7 restrains an oncogenic epigenetic circuit in AT2 cells to prevent ectopic formation of fibrogenic transitional cell intermediates and pulmonary fibrosis. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.05.22.595205. [PMID: 38826218 PMCID: PMC11142151 DOI: 10.1101/2024.05.22.595205] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2024]
Abstract
Analysis of lung alveolar type 2 (AT2) progenitor stem cells has highlighted fundamental mechanisms that direct their differentiation into alveolar type 1 cells (AT1s) in lung repair and disease. However, microRNA (miRNA) mediated post-transcriptional mechanisms which govern this nexus remain understudied. We show here that the let-7 miRNA family serves a homeostatic role in governance of AT2 quiescence, specifically by preventing the uncontrolled accumulation of AT2 transitional cells and by promoting AT1 differentiation to safeguard the lung from spontaneous alveolar destruction and fibrosis. Using mice and organoid models with genetic ablation of let-7a1/let-7f1/let-7d cluster (let-7afd) in AT2 cells, we demonstrate prevents AT1 differentiation and results in aberrant accumulation of AT2 transitional cells in progressive pulmonary fibrosis. Integration of enhanced AGO2 UV-crosslinking and immunoprecipitation sequencing (AGO2-eCLIP) with RNA-sequencing from AT2 cells uncovered the induction of direct targets of let-7 in an oncogene feed-forward regulatory network including BACH1/EZH2 which drives an aberrant fibrotic cascade. Additional analyses by CUT&RUN-sequencing revealed loss of let-7afd hampers AT1 differentiation by eliciting aberrant histone EZH2 methylation which prevents the exit of AT2 transitional cells into terminal AT1s. This study identifies let-7 as a key gatekeeper of post-transcriptional and epigenetic chromatin signals to prevent AT2-driven pulmonary fibrosis.
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Affiliation(s)
- Matthew J. Seasock
- Immunology & Microbiology Graduate Program, Baylor College of Medicine, Houston, TX, 77030
- Department of Medicine, Immunology & Allergy Rheumatology, Baylor College of Medicine Houston TX, 77030
| | - Md Shafiquzzaman
- Department of Medicine, Immunology & Allergy Rheumatology, Baylor College of Medicine Houston TX, 77030
| | - Maria E. Ruiz-Echartea
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, 77030
| | - Rupa S. Kanchi
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, 77030
- Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine Houston, TX, 77030
| | - Brandon T. Tran
- Graduate Program in Translational Biology and Molecular Medicine, Baylor College of Medicine, Houston, TX, 77030
- Department of Pediatrics, Division of Infectious Diseases, Texas Children’s Hospital, Baylor College of Medicine, Houston, TX, 77030
| | - Lukas M. Simon
- Therapeutic Innovation Center, Baylor College of Medicine, Houston, TX, 77030
| | | | - Phillip A. Erice
- Immunology & Microbiology Graduate Program, Baylor College of Medicine, Houston, TX, 77030
- Department of Medicine, Immunology & Allergy Rheumatology, Baylor College of Medicine Houston TX, 77030
| | - Shivani L. Lotlikar
- Department of Medicine, Immunology & Allergy Rheumatology, Baylor College of Medicine Houston TX, 77030
| | | | - Scott A. Ochsner
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, 77030
| | - Anton Enright
- Department of Pathology, University of Cambridge, Cambridge, CB2 1TN, UK
| | - Alex F. Carisey
- William T. Shearer Center for Immunobiology, Texas Children’s Hospital, Houston, TX, 77030
- Current Address: Department of Cell and Molecular Biology, St. Jude Children’s Research Hospital, Memphis, TN
| | - Freddy Romero
- Department of Medicine, Section of Pulmonary and Critical Care, Baylor College of Medicine. Houston, TX, 77030
- Current Address: Vertex Pharmaceuticals, 3215 Merryfield Row, San Diego, CA, 92121
| | - Ivan O. Rosas
- Department of Medicine, Section of Pulmonary and Critical Care, Baylor College of Medicine. Houston, TX, 77030
| | - Katherine Y. King
- Department of Pediatrics, Division of Infectious Diseases, Texas Children’s Hospital, Baylor College of Medicine, Houston, TX, 77030
| | - Neil J. McKenna
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, 77030
| | - Cristian Coarfa
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, 77030
- Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine Houston, TX, 77030
| | - Antony Rodriguez
- Department of Medicine, Immunology & Allergy Rheumatology, Baylor College of Medicine Houston TX, 77030
- Dan L. Duncan Comprehensive Cancer Center, Baylor College of Medicine Houston, TX, 77030
- Center for Translational Research on Inflammatory Diseases, Michael E. Debakey, Baylor College of Medicine, Houston, TX, 77030
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Sharma S, Wang SA, Yang WB, Lin HY, Lai MJ, Chen HC, Kao TY, Hsu FL, Nepali K, Hsu TI, Liou JP. First-in-Class Dual EZH2-HSP90 Inhibitor Eliciting Striking Antiglioblastoma Activity In Vitro and In Vivo. J Med Chem 2024; 67:2963-2985. [PMID: 38285511 PMCID: PMC10895674 DOI: 10.1021/acs.jmedchem.3c02053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2023] [Revised: 12/22/2023] [Accepted: 01/09/2024] [Indexed: 01/31/2024]
Abstract
Structural analysis of tazemetostat, an FDA-approved EZH2 inhibitor, led us to pinpoint a suitable site for appendage with a pharmacophoric fragment of second-generation HSP90 inhibitors. Resultantly, a magnificent dual EZH2/HSP90 inhibitor was pinpointed that exerted striking cell growth inhibitory efficacy against TMZ-resistant Glioblastoma (GBM) cell lines. Exhaustive explorations of chemical probe 7 led to several revelations such as (i) compound 7 increased apoptosis/necrosis-related gene expression, whereas decreased M phase/kinetochore/spindle-related gene expression as well as CENPs protein expression in Pt3R cells; (ii) dual inhibitor 7 induced cell cycle arrest at the M phase; (iii) compound 7 suppressed reactive oxygen species (ROS) catabolism pathway, causing the death of TMZ-resistant GBM cells; and (iv) compound 7 elicited substantial in vivo anti-GBM efficacy in experimental mice xenografted with TMZ-resistant Pt3R cells. Collectively, the study results confirm the potential of dual EZH2-HSP90 inhibitor 7 as a tractable anti-GBM agent.
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Affiliation(s)
- Sachin Sharma
- School
of Pharmacy, College of Pharmacy, Taipei
Medical University, Taipei 110, Taiwan
| | - Shao-An Wang
- School
of Respiratory Therapy, College of Medicine, Taipei Medical University, Taipei 110, Taiwan
| | - Wen-Bin Yang
- TMU
Research Center of Neuroscience, Taipei
Medical University, Taipei 110, Taiwan
| | - Hong-Yi Lin
- Graduate
Institute of Medical Sciences, College of Medicine, Taipei Medical University, Taipei 110, Taiwan
| | - Mei-Jung Lai
- TMU
Research Center for Drug Discovery, Taipei
Medical University, Taipei 110, Taiwan
| | - Hsien-Chung Chen
- TMU
Research Center of Neuroscience, Taipei
Medical University, Taipei 110, Taiwan
- Department
of Neurosurgery, Shuang Ho Hospital, Taipei
Medical University, Taipei 110, Taiwan
- Ph.D.
Program in Medical Neuroscience, College of Medical Science and Technology, Taipei Medical University and National Health Research
Institutes, Taipei 110, Taiwan
| | - Tzu-Yuan Kao
- School
of Pharmacy, College of Pharmacy, Taipei
Medical University, Taipei 110, Taiwan
- Ph.D.
Program in Medical Neuroscience, College of Medical Science and Technology, Taipei Medical University and National Health Research
Institutes, Taipei 110, Taiwan
| | - Feng-Lin Hsu
- School
of Respiratory Therapy, College of Medicine, Taipei Medical University, Taipei 110, Taiwan
| | - Kunal Nepali
- School
of Pharmacy, College of Pharmacy, Taipei
Medical University, Taipei 110, Taiwan
- TMU
Research Center for Drug Discovery, Taipei
Medical University, Taipei 110, Taiwan
- Ph.D.
Program in Drug Discovery and Development Industry, College of Pharmacy, Taipei Medical University, Taipei 110, Taiwan
| | - Tsung-I Hsu
- TMU
Research Center of Neuroscience, Taipei
Medical University, Taipei 110, Taiwan
- TMU
Research Center for Drug Discovery, Taipei
Medical University, Taipei 110, Taiwan
- Ph.D.
Program in Medical Neuroscience, College of Medical Science and Technology, Taipei Medical University and National Health Research
Institutes, Taipei 110, Taiwan
- International
Master Program in Medical Neuroscience, College of Medical Science
and Technology, Taipei Medical University, Taipei 110, Taiwan
- TMU
Research Center of Cancer Translational Medicine, Taipei 110 Taiwan
| | - Jing-Ping Liou
- School
of Pharmacy, College of Pharmacy, Taipei
Medical University, Taipei 110, Taiwan
- TMU
Research Center for Drug Discovery, Taipei
Medical University, Taipei 110, Taiwan
- TMU
Research Center of Cancer Translational Medicine, Taipei 110 Taiwan
- Ph.D.
Program in Drug Discovery and Development Industry, College of Pharmacy, Taipei Medical University, Taipei 110, Taiwan
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3
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Wu X, Xiao X, Fang H, He C, Wang H, Wang M, Lan P, Wang F, Du Q, Yang H. Elucidating shared biomarkers in gastroesophageal reflux disease and idiopathic pulmonary fibrosis: insights into novel therapeutic targets and the role of angelicae sinensis radix. Front Pharmacol 2024; 15:1348708. [PMID: 38414734 PMCID: PMC10897002 DOI: 10.3389/fphar.2024.1348708] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2023] [Accepted: 01/31/2024] [Indexed: 02/29/2024] Open
Abstract
Background: The etiological underpinnings of gastroesophageal reflux disease (GERD) and idiopathic pulmonary fibrosis (IPF) remain elusive, coupled with a scarcity of effective therapeutic interventions for IPF. Angelicae sinensis radix (ASR, also named Danggui) is a Chinese herb with potential anti-fibrotic properties, that holds promise as a therapeutic agent for IPF. Objective: This study seeks to elucidate the causal interplay and potential mechanisms underlying the coexistence of GERD and IPF. Furthermore, it aims to investigate the regulatory effect of ASR on this complex relationship. Methods: A two-sample Mendelian randomization (TSMR) approach was employed to delineate the causal connection between gastroesophageal reflux disease and IPF, with Phennoscanner V2 employed to mitigate confounding factors. Utilizing single nucleotide polymorphism (SNPs) and publicly available microarray data, we analyzed potential targets and mechanisms related to IPF in GERD. Network pharmacology and molecular docking were employed to explore the targets and efficacy of ASR in treating GERD-related IPF. External datasets were subsequently utilized to identify potential diagnostic biomarkers for GERD-related IPF. Results: The IVW analysis demonstrated a positive causal relationship between GERD and IPF (IVW: OR = 1.002, 95%CI: 1.001, 1.003; p < 0.001). Twenty-five shared differentially expressed genes (DEGs) were identified. GO functional analysis revealed enrichment in neural, cellular, and brain development processes, concentrated in chromosomes and plasma membranes, with protein binding and activation involvement. KEGG analysis unveiled enrichment in proteoglycan, ERBB, and neuroactive ligand-receptor interaction pathways in cancer. Protein-protein interaction (PPI) analysis identified seven hub genes. Network pharmacology analysis demonstrated that 104 components of ASR targeted five hub genes (PDE4B, DRD2, ERBB4, ESR1, GRM8), with molecular docking confirming their excellent binding efficiency. GRM8 and ESR1 emerged as potential diagnostic biomarkers for GERD-related IPF (ESR1: AUCGERD = 0.762, AUCIPF = 0.725; GRM8: AUCGERD = 0.717, AUCIPF = 0.908). GRM8 and ESR1 emerged as potential diagnostic biomarkers for GERD-related IPF, validated in external datasets. Conclusion: This study establishes a causal link between GERD and IPF, identifying five key targets and two potential diagnostic biomarkers for GERD-related IPF. ASR exhibits intervention efficacy and favorable binding characteristics, positioning it as a promising candidate for treating GERD-related IPF. The potential regulatory mechanisms may involve cell responses to fibroblast growth factor stimulation and steroidal hormone-mediated signaling pathways.
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Affiliation(s)
- Xuanyu Wu
- Hospital of Chengdu University of Traditional Chinese Medicine, School of Clinical Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Xiang Xiao
- Hospital of Chengdu University of Traditional Chinese Medicine, School of Clinical Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Hanyu Fang
- Graduate School, Beijing University of Chinese Medicine, Beijing, China
- Department of Traditional Chinese Medicine for Pulmonary Diseases, Center of Respiratory Medicine, China-Japan Friendship Hospital, Beijing, China
| | - Cuifang He
- Hospital of Chengdu University of Traditional Chinese Medicine, School of Clinical Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Hanyue Wang
- Hospital of Chengdu University of Traditional Chinese Medicine, School of Clinical Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Miao Wang
- Hospital of Chengdu University of Traditional Chinese Medicine, School of Clinical Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Peishu Lan
- Hospital of Chengdu University of Traditional Chinese Medicine, School of Clinical Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Fei Wang
- Hospital of Chengdu University of Traditional Chinese Medicine, School of Clinical Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Quanyu Du
- Hospital of Chengdu University of Traditional Chinese Medicine, School of Clinical Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Han Yang
- Hospital of Chengdu University of Traditional Chinese Medicine, School of Clinical Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, China
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Izzo A, Akol I, Villarreal A, Lebel S, Garcia-Miralles M, Cheffer A, Bovio P, Heidrich S, Vogel T. Nucleophosmin 1 cooperates with the methyltransferase DOT1L to preserve peri-nucleolar heterochromatin organization by regulating H3K27me3 levels and DNA repeats expression. Epigenetics Chromatin 2023; 16:36. [PMID: 37759327 PMCID: PMC10537513 DOI: 10.1186/s13072-023-00511-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Accepted: 09/21/2023] [Indexed: 09/29/2023] Open
Abstract
BACKGROUND NPM1 is a phosphoprotein highly abundant in the nucleolus. However, additional nuclear functions have been attributed to NPM1, probably through interaction with other nuclear factors. DOT1L is one interaction partner of NPM1 that catalyzes methylation of histone H3 at lysine 79 (H3K79). DOT1L, playing functional roles in several biological processes, is known for its capability to organize and regulate chromatin. For example, DOT1L modulates DNA repeats expression within peri-nucleolar heterochromatin. NPM1 also affects peri-nucleolar heterochromatin spatial organization. However, it is unclear as of yet whether NPM1 and DOT1L functionally synergize to preserve nucleoli organization and genome stability, and generally, which molecular mechanisms would be involved. RESULTS We characterized the nuclear function of NPM1 on peri-nucleolar heterochromatin organization. We show that (i) monomeric NPM1 interacts preferentially with DOT1L in the nucleus; (ii) NPM1 acts in concert with DOT1L to maintain each other's protein homeostasis; (iii) NPM1 depletion results in H3K79me2 upregulation and differential enrichment at chromatin binding genes including Ezh2; (iv) NPM1 and DOT1L modulate DNA repeats expression and peri-nucleolar heterochromatin organization via epigenetic mechanisms dependent on H3K27me3. CONCLUSIONS Our findings give insights into molecular mechanisms employed by NPM1 and DOT1L to regulate heterochromatin activity and structural organization around the nucleoli and shed light on one aspect of the complex role of both proteins in chromatin dynamics.
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Affiliation(s)
- Annalisa Izzo
- Department of Molecular Embryology, Institute of Anatomy and Cell Biology, Department of Molecular Embryology, Medical Faculty, Albert-Ludwigs-University Freiburg, 79104, Freiburg, Germany.
| | - Ipek Akol
- Department of Molecular Embryology, Institute of Anatomy and Cell Biology, Department of Molecular Embryology, Medical Faculty, Albert-Ludwigs-University Freiburg, 79104, Freiburg, Germany
- Faculty of Biology, Albert-Ludwigs-University of Freiburg, 79104, Freiburg, Germany
- Center for Basics in NeuroModulation (NeuroModul Basics), Medical Faculty, Albert-Ludwigs-University Freiburg, 79104, Freiburg, Germany
| | - Alejandro Villarreal
- Department of Molecular Embryology, Institute of Anatomy and Cell Biology, Department of Molecular Embryology, Medical Faculty, Albert-Ludwigs-University Freiburg, 79104, Freiburg, Germany
- Laboratorio de Neuropatología Molecular, Facultad de Medicina, Instituto de Biología Celular y Neurociencia "Prof. E. De Robertis" UBA-CONICET, Universidad de Buenos Aires, 1121, Buenos Aires, Argentina
| | - Shannon Lebel
- Department of Molecular Embryology, Institute of Anatomy and Cell Biology, Department of Molecular Embryology, Medical Faculty, Albert-Ludwigs-University Freiburg, 79104, Freiburg, Germany
| | - Marta Garcia-Miralles
- Department of Molecular Embryology, Institute of Anatomy and Cell Biology, Department of Molecular Embryology, Medical Faculty, Albert-Ludwigs-University Freiburg, 79104, Freiburg, Germany
| | - Arquimedes Cheffer
- Department of Molecular Embryology, Institute of Anatomy and Cell Biology, Department of Molecular Embryology, Medical Faculty, Albert-Ludwigs-University Freiburg, 79104, Freiburg, Germany
| | - Patrick Bovio
- Department of Molecular Embryology, Institute of Anatomy and Cell Biology, Department of Molecular Embryology, Medical Faculty, Albert-Ludwigs-University Freiburg, 79104, Freiburg, Germany
| | - Stefanie Heidrich
- Department of Molecular Embryology, Institute of Anatomy and Cell Biology, Department of Molecular Embryology, Medical Faculty, Albert-Ludwigs-University Freiburg, 79104, Freiburg, Germany
| | - Tanja Vogel
- Department of Molecular Embryology, Institute of Anatomy and Cell Biology, Department of Molecular Embryology, Medical Faculty, Albert-Ludwigs-University Freiburg, 79104, Freiburg, Germany.
- Center for Basics in NeuroModulation (NeuroModul Basics), Medical Faculty, Albert-Ludwigs-University Freiburg, 79104, Freiburg, Germany.
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5
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Ghobashi AH, Vuong TT, Kimani JW, Ladaika CA, Hollenhorst PC, O’Hagan HM. Activation of AKT induces EZH2-mediated β-catenin trimethylation in colorectal cancer. iScience 2023; 26:107630. [PMID: 37670785 PMCID: PMC10475482 DOI: 10.1016/j.isci.2023.107630] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Revised: 08/09/2023] [Accepted: 08/11/2023] [Indexed: 09/07/2023] Open
Abstract
Colorectal cancer (CRC) develops in part through the deregulation of different signaling pathways, including activation of the WNT/β-catenin and PI3K/AKT pathways. Additionally, the lysine methyltransferase enhancer of zeste homologue 2 (EZH2) is commonly overexpressed in CRC. EZH2 canonically represses gene transcription by trimethylating lysine 27 of histone H3, but also has non-histone substrates. Here, we demonstrated that in CRC, active AKT phosphorylated EZH2 on serine 21. Phosphorylation of EZH2 by AKT induced EZH2 to interact with and methylate β-catenin at lysine 49, which increased β-catenin's binding to the chromatin. Additionally, EZH2-mediated β-catenin trimethylation induced β-catenin to interact with TCF1 and RNA polymerase II and resulted in dramatic gains in genomic regions with β-catenin occupancy. EZH2 catalytic inhibition decreased stemness but increased migratory phenotypes of CRC cells with active AKT. Overall, we demonstrated that EZH2 modulates AKT-induced changes in gene expression through the AKT/EZH2/β-catenin axis in CRC.
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Affiliation(s)
- Ahmed H. Ghobashi
- Genome, Cell, and Developmental Biology Graduate Program, Department of Biology, Indiana University Bloomington, Bloomington, IN 47405, USA
- Medical Sciences Program, Indiana University School of Medicine, Bloomington, IN 47405, USA
| | - Truc T. Vuong
- Medical Sciences Program, Indiana University School of Medicine, Bloomington, IN 47405, USA
- Cell, Molecular and Cancer Biology Graduate Program, Indiana University School of Medicine, Bloomington, IN 47405, USA
| | - Jane W. Kimani
- Medical Sciences Program, Indiana University School of Medicine, Bloomington, IN 47405, USA
| | - Christopher A. Ladaika
- Genome, Cell, and Developmental Biology Graduate Program, Department of Biology, Indiana University Bloomington, Bloomington, IN 47405, USA
- Medical Sciences Program, Indiana University School of Medicine, Bloomington, IN 47405, USA
| | - Peter C. Hollenhorst
- Medical Sciences Program, Indiana University School of Medicine, Bloomington, IN 47405, USA
- Cell, Molecular and Cancer Biology Graduate Program, Indiana University School of Medicine, Bloomington, IN 47405, USA
- Tumor Microenvironment & Metastasis Program, Indiana University Melvin and Bren Simon Comprehensive Cancer Center, Indianapolis, IN 46202, USA
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Heather M. O’Hagan
- Medical Sciences Program, Indiana University School of Medicine, Bloomington, IN 47405, USA
- Cell, Molecular and Cancer Biology Graduate Program, Indiana University School of Medicine, Bloomington, IN 47405, USA
- Tumor Microenvironment & Metastasis Program, Indiana University Melvin and Bren Simon Comprehensive Cancer Center, Indianapolis, IN 46202, USA
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN 46202, USA
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Wu M, Wang Z, Shi X, Zan D, Chen H, Yang S, Ding F, Yang L, Tan P, Ma RZ, Wang J, Ma L, Ma Y, Jin J. TGFβ1-RCN3-TGFBR1 loop facilitates pulmonary fibrosis by orchestrating fibroblast activation. Respir Res 2023; 24:222. [PMID: 37710230 PMCID: PMC10500825 DOI: 10.1186/s12931-023-02533-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2023] [Accepted: 09/06/2023] [Indexed: 09/16/2023] Open
Abstract
BACKGROUND Idiopathic pulmonary fibrosis (IPF) bears high mortality due to unclear pathogenesis and limited therapeutic options. Therefore, identifying novel regulators is required to develop alternative therapeutic strategies. METHODS The lung fibroblasts from IPF patients and Reticulocalbin 3 (RCN3) fibroblast-selective knockdown mouse model were used to determine the importance of Rcn3 in IPF; the epigenetic analysis and protein interaction assays, including BioID, were used for mechanistic studies. RESULTS Reticulocalbin 3 (RCN3) upregulation is associated with the fibrotic activation of lung fibroblasts from IPF patients and Rcn3 overexpression blunts the antifibrotic effects of pirfenidone and nintedanib. Moreover, repressing Rcn3 expression in mouse fibroblasts ameliorates bleomycin-induced lung fibrosis and pulmonary dysfunction in vivo. Mechanistically, RCN3 promotes fibroblast activation by maintaining persistent activation of TGFβ1 signalling via the TGFβ1-RCN3-TGFBR1 positive feedback loop, in which RCN3 upregulated by TGFβ1 exposure detains EZH2 (an epigenetic methyltransferase) in the cytoplasm through RCN3-EZH2 interaction, leading to the release of the EZH2-H3K27me3 epigenetic repression of TGFBR1 and the persistent expression of TGFBR1. CONCLUSIONS These findings introduce a novel regulating mechanism of TGFβ1 signalling in fibroblasts and uncover a critical role of the RCN3-mediated loop in lung fibrosis. RCN3 upregulation may cause resistance to IPF treatment and targeting RCN3 could be a novel approach to ameliorate pulmonary fibrosis.
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Affiliation(s)
- Mingting Wu
- Department of Respiratory and Critical Care Medicine, Beijing Institute of Respiratory Medicine and Beijing Chao-Yang Hospital Jingxi Campus, Capital Medical University, No. 5 Jingyuan Road, Beijing, China
- Medical Research Center, Beijing Institute of Respiratory Medicine and Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
| | - Zhenyan Wang
- Department of Respiratory and Critical Care Medicine, Beijing Institute of Respiratory Medicine and Beijing Chao-Yang Hospital Jingxi Campus, Capital Medical University, No. 5 Jingyuan Road, Beijing, China
- Medical Research Center, Beijing Institute of Respiratory Medicine and Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
| | - Xiaoqian Shi
- Medical Research Center, Beijing Institute of Respiratory Medicine and Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
| | - Danni Zan
- Department of Respiratory and Critical Care Medicine, Beijing Institute of Respiratory Medicine and Beijing Chao-Yang Hospital Jingxi Campus, Capital Medical University, No. 5 Jingyuan Road, Beijing, China
- Medical Research Center, Beijing Institute of Respiratory Medicine and Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
| | - Hong Chen
- Department of Pathology, Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
| | - Shuqiao Yang
- Department of Respiratory and Critical Care Medicine, Beijing Institute of Respiratory Medicine and Beijing Chao-Yang Hospital Jingxi Campus, Capital Medical University, No. 5 Jingyuan Road, Beijing, China
| | - Fangping Ding
- Department of Respiratory and Critical Care Medicine, Beijing Institute of Respiratory Medicine and Beijing Chao-Yang Hospital Jingxi Campus, Capital Medical University, No. 5 Jingyuan Road, Beijing, China
- Medical Research Center, Beijing Institute of Respiratory Medicine and Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
| | - Liu Yang
- Department of Respiratory and Critical Care Medicine, Beijing Institute of Hepatology, Beijing Youan Hospital, Capital Medical University, No. 8, Xi Tou Tiao, Youanmen Wai, Beijing, China
| | - Pingping Tan
- State Key Laboratory of Molecular Developmental Biology, Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing, China
| | - Runlin Z Ma
- State Key Laboratory of Molecular Developmental Biology, Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing, China
| | - Jing Wang
- Department of Respiratory and Critical Care Medicine, Beijing Institute of Respiratory Medicine and Beijing Chao-Yang Hospital Jingxi Campus, Capital Medical University, No. 5 Jingyuan Road, Beijing, China
| | - Lishuang Ma
- Department of Neonatal Surgery, Children's Hospital of Capital Institute of Pediatrics, Peking Union Medical College, Beijing, China
| | - Yingmin Ma
- Department of Respiratory and Critical Care Medicine, Beijing Institute of Hepatology, Beijing Youan Hospital, Capital Medical University, No. 8, Xi Tou Tiao, Youanmen Wai, Beijing, China.
| | - Jiawei Jin
- Department of Respiratory and Critical Care Medicine, Beijing Institute of Respiratory Medicine and Beijing Chao-Yang Hospital Jingxi Campus, Capital Medical University, No. 5 Jingyuan Road, Beijing, China.
- Medical Research Center, Beijing Institute of Respiratory Medicine and Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China.
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7
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Basta MD, Petruk S, Mazo A, Walker JL. Fibrosis-the tale of H3K27 histone methyltransferases and demethylases. Front Cell Dev Biol 2023; 11:1193344. [PMID: 37476157 PMCID: PMC10354294 DOI: 10.3389/fcell.2023.1193344] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Accepted: 06/22/2023] [Indexed: 07/22/2023] Open
Abstract
Fibrosis, or excessive scarring, is characterized by the emergence of alpha-smooth muscle actin (αSMA)-expressing myofibroblasts and the excessive accumulation of fibrotic extracellular matrix (ECM). Currently, there is a lack of effective treatment options for fibrosis, highlighting an unmet need to identify new therapeutic targets. The acquisition of a fibrotic phenotype is associated with changes in chromatin structure, a key determinant of gene transcription activation and repression. The major repressive histone mark, H3K27me3, has been linked to dynamic changes in gene expression in fibrosis through alterations in chromatin structure. H3K27-specific homologous histone methylase (HMT) enzymes, Enhancer of zeste 1 and 2 (EZH1, EZH2), which are the alternative subunits of the Polycomb Repressive Complex 2 (PRC2) and demethylase (KDM) enzymes, Ubiquitously transcribed tetratricopeptide repeat, X chromosome (UTX), and Lysine demethylase 6B (KDM6B), are responsible for regulating methylation status of H3K27me3. In this review, we explore how these key enzymes regulate chromatin structure to alter gene expression in fibrosis, highlighting them as attractive targets for the treatment of fibrosis.
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Affiliation(s)
- Morgan D. Basta
- Department of Pathology and Genomic Medicine, Thomas Jefferson University, Philadelphia, PA, United States
| | - Svetlana Petruk
- Department of Biochemistry and Molecular Biology, Thomas Jefferson University, Philadelphia, PA, United States
| | - Alexander Mazo
- Department of Biochemistry and Molecular Biology, Thomas Jefferson University, Philadelphia, PA, United States
| | - Janice L. Walker
- Department of Pathology and Genomic Medicine, Thomas Jefferson University, Philadelphia, PA, United States
- Department of Ophthalmology, Thomas Jefferson University, Philadelphia, PA, United States
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Zhang Q, Wu YX, Yu XQ, Zhang BY, Ma LY. EZH2 serves as a promising therapeutic target for fibrosis. Bioorg Chem 2023; 137:106578. [PMID: 37156135 DOI: 10.1016/j.bioorg.2023.106578] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Revised: 04/25/2023] [Accepted: 04/26/2023] [Indexed: 05/10/2023]
Abstract
Fibrosis affects the function of many organs and tissues, and its persistent development can lead to tissue sclerosis and cancer, even leading to death further. Recent studies suggested that enhancer of zeste homolog 2 (EZH2), a major regulator of epigenetic repression, played an important role in the occurrence and development of fibrosis through gene silencing or transcriptional activation. As the most studied and powerful pro-fibrotic cytokine closely related to EZH2, TGF-β1 was primarily involved in the regulation of fibrosis along with the typical Smads and non-Smads signaling pathways. In addition, EZH2 inhibitors demonstrated inhibitory effects in several types of fibrosis. This review summarized the relationship underlying the action of EZH2, TGF-β1/Smads, and TGF-β1/non-Smads with fibrosis and described the research progress of EZH2 inhibitors in the treatment of fibrosis.
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Affiliation(s)
- Qian Zhang
- State Key Laboratory of Esophageal Cancer Prevention and Treatment, Key Laboratory of Advanced Pharmaceutical Technology, Ministry of Education of China, School of Pharmaceutical Science and Institute of Pharmaceutical Science, Zhengzhou University, Zhengzhou, Henan 450001, PR China
| | - Ya-Xi Wu
- State Key Laboratory of Esophageal Cancer Prevention and Treatment, Key Laboratory of Advanced Pharmaceutical Technology, Ministry of Education of China, School of Pharmaceutical Science and Institute of Pharmaceutical Science, Zhengzhou University, Zhengzhou, Henan 450001, PR China
| | - Xiao-Qian Yu
- State Key Laboratory of Esophageal Cancer Prevention and Treatment, Key Laboratory of Advanced Pharmaceutical Technology, Ministry of Education of China, School of Pharmaceutical Science and Institute of Pharmaceutical Science, Zhengzhou University, Zhengzhou, Henan 450001, PR China
| | - Bao-Yin Zhang
- Department of Pharmacy, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, PR China.
| | - Li-Ying Ma
- State Key Laboratory of Esophageal Cancer Prevention and Treatment, Key Laboratory of Advanced Pharmaceutical Technology, Ministry of Education of China, School of Pharmaceutical Science and Institute of Pharmaceutical Science, Zhengzhou University, Zhengzhou, Henan 450001, PR China; China Meheco Topfond Pharmaceutical Co., Key Laboratory of Cardio-cerebrovascular Drug, Zhumadian 463000, PR China.
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9
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Regulation, functions and transmission of bivalent chromatin during mammalian development. Nat Rev Mol Cell Biol 2023; 24:6-26. [PMID: 36028557 DOI: 10.1038/s41580-022-00518-2] [Citation(s) in RCA: 44] [Impact Index Per Article: 44.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/05/2022] [Indexed: 12/25/2022]
Abstract
Cells differentiate and progress through development guided by a dynamic chromatin landscape that mediates gene expression programmes. During development, mammalian cells display a paradoxical chromatin state: histone modifications associated with gene activation (trimethylated histone H3 Lys4 (H3K4me3)) and with gene repression (trimethylated H3 Lys27 (H3K27me3)) co-occur at promoters of developmental genes. This bivalent chromatin modification state is thought to poise important regulatory genes for expression or repression during cell-lineage specification. In this Review, we discuss recent work that has expanded our understanding of the molecular basis of bivalent chromatin and its contributions to mammalian development. We describe the factors that establish bivalency, especially histone-lysine N-methyltransferase 2B (KMT2B) and Polycomb repressive complex 2 (PRC2), and consider evidence indicating that PRC1 shapes bivalency and may contribute to its transmission between generations. We posit that bivalency is a key feature of germline and embryonic stem cells, as well as other types of stem and progenitor cells. Finally, we discuss the relevance of bivalent chromtin to human development and cancer, and outline avenues of future research.
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10
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Byrd AL, Qu X, Lukyanchuk A, Liu J, Chen F, Naughton KJ, DuCote TJ, Song X, Bowman HC, Zhao Y, Edgin AR, Wang C, Liu J, Brainson CF. Dysregulated Polycomb Repressive Complex 2 contributes to chronic obstructive pulmonary disease by rewiring stem cell fate. Stem Cell Reports 2022; 18:289-304. [PMID: 36525966 PMCID: PMC9860081 DOI: 10.1016/j.stemcr.2022.11.009] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2021] [Revised: 11/11/2022] [Accepted: 11/14/2022] [Indexed: 12/23/2022] Open
Abstract
Aberrant lung cell differentiation is a hallmark of many lung diseases including chronic obstructive pulmonary disease (COPD). The EZH2-containing Polycomb Repressive Complex 2 (PRC2) regulates embryonic lung stem cell fate, but its role in adult lung is obscure. Histological analysis of patient tissues revealed that loss of PRC2 activity was correlated with aberrant bronchiolar cell differentiation in COPD lung. Histological and single-cell RNA-sequencing analyses showed that loss of EZH2 in mouse lung organoids led to lowered self-renewal capability, increased squamous morphological development, and marked shifts in progenitor cell populations. Evaluation of in vivo models revealed that heterozygosity of Ezh2 in mice with ovalbumin-induced lung inflammation led to epithelial cell differentiation patterns similar to those in COPD lung. We also identified cystathionine-β-synthase as a possible upstream factor for PRC2 destabilization. Our findings suggest that PRC2 is integral to facilitating proper lung stem cell differentiation in humans and mice.
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Affiliation(s)
- Aria L. Byrd
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, KY, USA
| | - Xufeng Qu
- Department of Biostatistics, Virginia Commonwealth University, Richmond, VA, USA
| | - Alexsandr Lukyanchuk
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, KY, USA
| | - Jinpeng Liu
- Department of Internal Medicine, University of Kentucky, Lexington, KY, USA
| | - Fan Chen
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, KY, USA
| | - Kassandra J. Naughton
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, KY, USA
| | - Tanner J. DuCote
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, KY, USA
| | - Xiulong Song
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, KY, USA
| | - Hannah C. Bowman
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, KY, USA
| | - Yanming Zhao
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, KY, USA
| | - Abigail R. Edgin
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, KY, USA
| | - Chi Wang
- Department of Internal Medicine, University of Kentucky, Lexington, KY, USA,Markey Cancer Center, University of Kentucky, Lexington, KY, USA
| | - Jinze Liu
- Department of Biostatistics, Virginia Commonwealth University, Richmond, VA, USA,Massey Cancer Center, Virginia Commonwealth University, Richmond, VA, USA
| | - Christine Fillmore Brainson
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, KY, USA; Markey Cancer Center, University of Kentucky, Lexington, KY, USA.
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11
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Time and phenotype-dependent transcriptome analysis in AAV-TGFβ1 and Bleomycin-induced lung fibrosis models. Sci Rep 2022; 12:12190. [PMID: 35842487 PMCID: PMC9288451 DOI: 10.1038/s41598-022-16344-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2022] [Accepted: 07/08/2022] [Indexed: 11/19/2022] Open
Abstract
We have previously established a novel mouse model of lung fibrosis based on Adeno-associated virus (AAV)-mediated pulmonary overexpression of TGFβ1. Here, we provide an in-depth characterization of phenotypic and transcriptomic changes (mRNA and miRNA) in a head-to-head comparison with Bleomycin-induced lung injury over a 4-week disease course. The analyses delineate the temporal state of model-specific and commonly altered pathways, thereby providing detailed insights into the processes underlying disease development. They further guide appropriate model selection as well as interventional study design. Overall, Bleomycin-induced fibrosis resembles a biphasic process of acute inflammation and subsequent transition into fibrosis (with partial resolution), whereas the TGFβ1-driven model is characterized by pronounced and persistent fibrosis with concomitant inflammation and an equally complex disease phenotype as observed upon Bleomycin instillation. Finally, based on an integrative approach combining lung function data, mRNA/miRNA profiles, their correlation and miRNA target predictions, we identify putative drug targets and miRNAs to be explored as therapeutic candidates for fibrotic diseases. Taken together, we provide a comprehensive analysis and rich data resource based on RNA-sequencing, along with a strategy for transcriptome-phenotype coupling. The results will be of value for TGFβ research, drug discovery and biomarker identification in progressive fibrosing interstitial lung diseases.
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12
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White ES, Thomas M, Stowasser S, Tetzlaff K. Challenges for Clinical Drug Development in Pulmonary Fibrosis. Front Pharmacol 2022; 13:823085. [PMID: 35173620 PMCID: PMC8841605 DOI: 10.3389/fphar.2022.823085] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2021] [Accepted: 01/10/2022] [Indexed: 12/15/2022] Open
Abstract
Pulmonary fibrosis is a pathologic process associated with scarring of the lung interstitium. Interstitial lung diseases (ILDs) encompass a large and heterogenous group of disorders, a number of which are characterized by progressive pulmonary fibrosis that leads to respiratory failure and death. Idiopathic pulmonary fibrosis (IPF) has been described as an archetype of progressive fibrosing ILD, and the development of pirfenidone and nintedanib has been a major breakthrough in the treatment of patients with this deadly disease. Both drugs principally target scar-forming fibroblasts and have been shown to significantly slow down the accelerated decline of lung function by approximately 50%. In addition, nintedanib has been approved for patients with other progressive fibrosing ILDs and systemic sclerosis-associated ILD. However, there is still no cure for pulmonary fibrosis and no meaningful improvement of symptoms or quality of life has been shown. Advancement in research, such as the advent of single cell sequencing technology, has identified additional pathologic cell populations beyond the fibroblast which could be targeted for therapeutic purposes. The preclinical and clinical development of novel drug candidates is hampered by profound challenges such as a lack of sensitive clinical outcomes or suitable biomarkers that would provide an early indication of patient benefit. With the availability of these anti-fibrotic treatments, it has become even more difficult to demonstrate added efficacy, in particular in short-term clinical studies. Patient heterogeneity and the paucity of biomarkers of disease activity further complicate clinical development. It is conceivable that future treatment of pulmonary fibrosis will need to embrace more precision in treating the right patient at the right time, explore novel measures of efficacy, and likely combine treatment options.
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Affiliation(s)
- Eric S. White
- Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, CT, United States
| | - Matthew Thomas
- Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Susanne Stowasser
- Boehringer Ingelheim International GmbH, Ingelheim am Rhein, Germany
| | - Kay Tetzlaff
- Boehringer Ingelheim International GmbH, Ingelheim am Rhein, Germany
- Department of Sports Medicine, University of Tübingen, Tübingen, Germany
- *Correspondence: Kay Tetzlaff,
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13
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Le HQ, Hill MA, Kollak I, Keck M, Schroeder V, Wirth J, Skronska‐Wasek W, Schruf E, Strobel B, Stahl H, Herrmann FE, Campos AR, Li J, Quast K, Knebel D, Viollet C, Thomas MJ, Lamb D, Garnett JP. An EZH2-dependent transcriptional complex promotes aberrant epithelial remodelling after injury. EMBO Rep 2021; 22:e52785. [PMID: 34224201 PMCID: PMC8339687 DOI: 10.15252/embr.202152785] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2021] [Revised: 06/05/2021] [Accepted: 06/10/2021] [Indexed: 12/12/2022] Open
Abstract
Unveiling the molecular mechanisms of tissue remodelling following injury is imperative to elucidate its regenerative capacity and aberrant repair in disease. Using different omics approaches, we identified enhancer of zester homolog 2 (EZH2) as a key regulator of fibrosis in injured lung epithelium. Epithelial injury drives an enrichment of nuclear transforming growth factor-β-activated kinase 1 (TAK1) that mediates EZH2 phosphorylation to facilitate its liberation from polycomb repressive complex 2 (PRC2). This process results in the establishment of a transcriptional complex of EZH2, RNA-polymerase II (POL2) and nuclear actin, which orchestrates aberrant epithelial repair programmes. The liberation of EZH2 from PRC2 is accompanied by an EZH2-EZH1 switch to preserve H3K27me3 deposition at non-target genes. Loss of epithelial TAK1, EZH2 or blocking nuclear actin influx attenuates the fibrotic cascade and restores respiratory homeostasis. Accordingly, EZH2 inhibition significantly improves outcomes in a pulmonary fibrosis mouse model. Our results reveal an important non-canonical function of EZH2, paving the way for new therapeutic interventions in fibrotic lung diseases.
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Affiliation(s)
- Huy Q Le
- Lung Repair & Regeneration DepartmentBoehringer Ingelheim Pharma GmbH & Co. KGBiberachGermany
| | - Matthew A Hill
- Lung Repair & Regeneration DepartmentBoehringer Ingelheim Pharma GmbH & Co. KGBiberachGermany
- University of BathBathUK
| | - Ines Kollak
- Lung Repair & Regeneration DepartmentBoehringer Ingelheim Pharma GmbH & Co. KGBiberachGermany
| | - Martina Keck
- Lung Repair & Regeneration DepartmentBoehringer Ingelheim Pharma GmbH & Co. KGBiberachGermany
| | - Victoria Schroeder
- Lung Repair & Regeneration DepartmentBoehringer Ingelheim Pharma GmbH & Co. KGBiberachGermany
| | - Johannes Wirth
- Lung Repair & Regeneration DepartmentBoehringer Ingelheim Pharma GmbH & Co. KGBiberachGermany
| | - Wioletta Skronska‐Wasek
- Lung Repair & Regeneration DepartmentBoehringer Ingelheim Pharma GmbH & Co. KGBiberachGermany
| | - Eva Schruf
- Lung Repair & Regeneration DepartmentBoehringer Ingelheim Pharma GmbH & Co. KGBiberachGermany
| | - Benjamin Strobel
- Drug Discovery SciencesBoehringer Ingelheim Pharma GmbH & Co. KGBiberachGermany
| | - Heiko Stahl
- Lung Repair & Regeneration DepartmentBoehringer Ingelheim Pharma GmbH & Co. KGBiberachGermany
| | - Franziska E Herrmann
- Lung Repair & Regeneration DepartmentBoehringer Ingelheim Pharma GmbH & Co. KGBiberachGermany
| | | | - Jun Li
- Immunology and Respiratory Disease Research DepartmentBoehringer Ingelheim Pharmaceuticals, IncRidgefieldCTUSA
| | - Karsten Quast
- Global Computational Biology and Digital SciencesBoehringer Ingelheim Pharma GmbH & Co. KGBiberachGermany
| | - Dagmar Knebel
- Global Computational Biology and Digital SciencesBoehringer Ingelheim Pharma GmbH & Co. KGBiberachGermany
| | - Coralie Viollet
- Global Computational Biology and Digital SciencesBoehringer Ingelheim Pharma GmbH & Co. KGBiberachGermany
| | - Matthew J Thomas
- Lung Repair & Regeneration DepartmentBoehringer Ingelheim Pharma GmbH & Co. KGBiberachGermany
- University of BathBathUK
| | - David Lamb
- Lung Repair & Regeneration DepartmentBoehringer Ingelheim Pharma GmbH & Co. KGBiberachGermany
| | - James P Garnett
- Lung Repair & Regeneration DepartmentBoehringer Ingelheim Pharma GmbH & Co. KGBiberachGermany
- Translational and Clinical Research InstituteNewcastle UniversityNewcastleUK
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