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Fan Y, Zheng Y, Zhang Y, Xu G, Liu C, Hu J, Ji Q, Zhang S, Fang S, Lei J, Li LZ, Wang X, Xu X, Wang C, Wang S, Ma S, Song M, Jiang W, Zhu J, Feng Y, Wang J, Yang Y, Zhu G, Tian XL, Zhang H, Song W, Yang J, Yao Y, Liu GH, Qu J, Zhang W. ARID5A orchestrates cardiac aging and inflammation through MAVS mRNA stabilization. NATURE CARDIOVASCULAR RESEARCH 2025; 4:602-623. [PMID: 40301689 DOI: 10.1038/s44161-025-00635-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/08/2023] [Accepted: 03/10/2025] [Indexed: 05/01/2025]
Abstract
Elucidating the regulatory mechanisms of human cardiac aging remains a great challenge. Here, using human heart tissues from 74 individuals ranging from young (≤35 years) to old (≥65 years), we provide an overview of the histological, cellular and molecular alterations underpinning the aging of human hearts. We decoded aging-related gene expression changes at single-cell resolution and identified increased inflammation as the key event, driven by upregulation of ARID5A, an RNA-binding protein. ARID5A epi-transcriptionally regulated Mitochondrial Antiviral Signaling Protein (MAVS) mRNA stability, leading to NF-κB and TBK1 activation, amplifying aging and inflammation phenotypes. The application of gene therapy using lentiviral vectors encoding shRNA targeting ARID5A into the myocardium not only mitigated the inflammatory and aging phenotypes but also bolstered cardiac function in aged mice. Altogether, our study provides a valuable resource and advances our understanding of cardiac aging mechanisms by deciphering the ARID5A-MAVS axis in post-transcriptional regulation.
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Affiliation(s)
- Yanling Fan
- China National Center for Bioinformation, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing, China
| | - Yandong Zheng
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Yiyuan Zhang
- Beijing Institute for Stem Cell and Regenerative Medicine, Beijing, China
| | - Gang Xu
- Liver Transplant Center, Organ Transplant Center, West China Hospital of Sichuan University, Chengdu, China
- Laboratory of Liver Transplantation, Key Laboratory of Transplant Engineering and Immunology, NHC, West China Hospital of Sichuan University, Chengdu, China
| | - Chun Liu
- Department of Physiology and Medicine, Cardiovascular Center, Cancer Center, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Jianli Hu
- China National Center for Bioinformation, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Qianzhao Ji
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Shuo Zhang
- China National Center for Bioinformation, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Shuaiqi Fang
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Jinghui Lei
- Advanced Innovation Center for Human Brain Protection, and National Clinical Research Center for Geriatric Disorders, Xuanwu Hospital, Capital Medical University, Beijing, China
| | - Lan-Zhu Li
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Xing Wang
- China National Center for Bioinformation, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Xi Xu
- Liver Transplant Center, Organ Transplant Center, West China Hospital of Sichuan University, Chengdu, China
- Laboratory of Liver Transplantation, Key Laboratory of Transplant Engineering and Immunology, NHC, West China Hospital of Sichuan University, Chengdu, China
| | - Cui Wang
- China National Center for Bioinformation, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Si Wang
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing, China
- Advanced Innovation Center for Human Brain Protection, and National Clinical Research Center for Geriatric Disorders, Xuanwu Hospital, Capital Medical University, Beijing, China
| | - Shuai Ma
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
- Beijing Institute for Stem Cell and Regenerative Medicine, Beijing, China
- Aging Biomarker Consortium, Beijing, China
| | - Moshi Song
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
- Beijing Institute for Stem Cell and Regenerative Medicine, Beijing, China
| | - Wenjian Jiang
- Department of Cardiac Surgery, Beijing Anzhen Hospital, Capital Medical University, Beijing, China
| | - Junming Zhu
- Department of Cardiac Surgery, Beijing Anzhen Hospital, Capital Medical University, Beijing, China
| | - Yijia Feng
- Oujiang Laboratory, Center for Geriatric Medicine and Institute of Aging, Key Laboratory of Alzheimer's Disease of Zhejiang Province, Zhejiang Provincial Clinical Research for Mental Disorders, The First-affiliated Hospital, Wenzhou Medical University, Wenzhou, China
| | - Jiangang Wang
- Department of Cardiac Surgery, Beijing Anzhen Hospital, Capital Medical University, Beijing, China
| | - Ying Yang
- China National Center for Bioinformation, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Guodong Zhu
- Institute of Gerontology, Guangzhou Geriatric Hospital, Guangzhou Medical University, Guangzhou, China
| | - Xiao-Li Tian
- Aging and Vascular Diseases, Human Aging Research Institute and School of Life Science, Nanchang University and Jiangxi Key Laboratory of Human Aging, Nanchang, China
| | - Hongjia Zhang
- Department of Cardiac Surgery, Beijing Anzhen Hospital, Capital Medical University, Beijing, China
| | - Weihong Song
- Oujiang Laboratory, Center for Geriatric Medicine and Institute of Aging, Key Laboratory of Alzheimer's Disease of Zhejiang Province, Zhejiang Provincial Clinical Research for Mental Disorders, The First-affiliated Hospital, Wenzhou Medical University, Wenzhou, China
| | - Jiayin Yang
- Liver Transplant Center, Organ Transplant Center, West China Hospital of Sichuan University, Chengdu, China
- Laboratory of Liver Transplantation, Key Laboratory of Transplant Engineering and Immunology, NHC, West China Hospital of Sichuan University, Chengdu, China
| | - Yan Yao
- Department of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, China.
| | - Guang-Hui Liu
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing, China.
- University of Chinese Academy of Sciences, Beijing, China.
- Beijing Institute for Stem Cell and Regenerative Medicine, Beijing, China.
- Advanced Innovation Center for Human Brain Protection, and National Clinical Research Center for Geriatric Disorders, Xuanwu Hospital, Capital Medical University, Beijing, China.
- Aging Biomarker Consortium, Beijing, China.
| | - Jing Qu
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing, China.
- University of Chinese Academy of Sciences, Beijing, China.
- Beijing Institute for Stem Cell and Regenerative Medicine, Beijing, China.
- Aging Biomarker Consortium, Beijing, China.
- Beijing Institute of Heart Lung and Blood Vessel Diseases, Beijing Anzhen Hospital, Capital Medical University, Beijing, China.
| | - Weiqi Zhang
- China National Center for Bioinformation, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing, China.
- University of Chinese Academy of Sciences, Beijing, China.
- Aging Biomarker Consortium, Beijing, China.
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2
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Ghazal R, Wang M, Liu D, Tschumperlin DJ, Pereira NL. Cardiac Fibrosis in the Multi-Omics Era: Implications for Heart Failure. Circ Res 2025; 136:773-802. [PMID: 40146800 PMCID: PMC11949229 DOI: 10.1161/circresaha.124.325402] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/29/2025]
Abstract
Cardiac fibrosis, a hallmark of heart failure and various cardiomyopathies, represents a complex pathological process that has long challenged therapeutic intervention. High-throughput omics technologies have begun revolutionizing our understanding of the molecular mechanisms driving cardiac fibrosis and are providing unprecedented insights into its heterogeneity and progression. This review provides a comprehensive analysis of how techniques-encompassing genomics, epigenomics, transcriptomics, proteomics, and metabolomics-are providing insight into our understanding of cardiac fibrosis. Genomic studies have identified novel genetic variants and regulatory networks associated with fibrosis susceptibility and progression, and single-cell transcriptomics has unveiled distinct cardiac fibroblast subpopulations with unique molecular signatures. Epigenomic profiling has revealed dynamic chromatin modifications controlling fibroblast activation states, and proteomic analyses have identified novel biomarkers and potential therapeutic targets. Metabolomic studies have uncovered important alterations in cardiac energetics and substrate utilization during fibrotic remodeling. The integration of these multi-omic data sets has led to the identification of previously unrecognized pathogenic mechanisms and potential therapeutic targets, including cell-type-specific interventions and metabolic modulators. We discuss how these advances are driving the development of precision medicine approaches for cardiac fibrosis while highlighting current challenges and future directions in translating multi-omic insights into effective therapeutic strategies. This review provides a systems-level perspective on cardiac fibrosis that may inform the development of more effective, personalized therapeutic approaches for heart failure and related cardiovascular diseases.
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Affiliation(s)
- Rachad Ghazal
- Departments of Cardiovascular Diseases (R.G., N.L.P.), Mayo Clinic, Rochester, MN
| | - Min Wang
- Molecular Pharmacology and Experimental Therapeutics (M.W., D.L., N.L.P.), Mayo Clinic, Rochester, MN
| | - Duan Liu
- Molecular Pharmacology and Experimental Therapeutics (M.W., D.L., N.L.P.), Mayo Clinic, Rochester, MN
| | | | - Naveen L. Pereira
- Departments of Cardiovascular Diseases (R.G., N.L.P.), Mayo Clinic, Rochester, MN
- Molecular Pharmacology and Experimental Therapeutics (M.W., D.L., N.L.P.), Mayo Clinic, Rochester, MN
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3
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Landim-Vieira M, Nieto Morales PF, ElSafty S, Kahmini AR, Ranek MJ, Solís C. The role of mechanosignaling in the control of myocardial mass. Am J Physiol Heart Circ Physiol 2025; 328:H622-H638. [PMID: 39739566 DOI: 10.1152/ajpheart.00277.2024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Revised: 12/03/2024] [Accepted: 12/17/2024] [Indexed: 01/02/2025]
Abstract
Regulation of myocardial mass is key for maintaining cardiovascular health. This review highlights the complex and regulatory relationship between mechanosignaling and myocardial mass, influenced by many internal and external factors including hemodynamic and microgravity, respectively. The heart is a dynamic organ constantly adapting to changes in workload (preload and afterload) and mechanical stress exerted on the myocardium, influencing both physiological adaptations and pathological remodeling. Mechanosignaling pathways, such as the mitogen-activated protein kinases (MAPKs) and the phosphoinositide 3-kinases and serine/threonine kinase (PI3K/Akt) pathways, mediate downstream effects on gene expression and play key roles in transducing mechanical cues into biochemical signals, thereby modulating cellular processes, including control of myocardial mass. Dysregulation of these processes can lead to pathological cardiac remodeling, such as hypertrophic cardiomyopathy. Furthermore, recent studies have highlighted the importance of protein quality control mechanisms, such as the ubiquitin-proteasome system, in settings of extreme physiological conditions that alter the heart workload such as pregnancy and microgravity. Overall, this review provides a thorough insight into how mechanical signals are converted into chemical signals to regulate myocardial mass in both healthy and diseased conditions.
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Affiliation(s)
- Maicon Landim-Vieira
- Department of Biomedical Sciences, College of Medicine, Florida State University, Tallahassee, Florida, United States
| | - Paula F Nieto Morales
- Department of Biomedical Sciences, College of Medicine, Florida State University, Tallahassee, Florida, United States
| | - Summer ElSafty
- Department of Biomedical Sciences, College of Medicine, Florida State University, Tallahassee, Florida, United States
| | - Aida Rahimi Kahmini
- Department of Health, Nutrition, and Food Science, Florida State University, Tallahassee, Florida, United States
| | - Mark J Ranek
- Division of Cardiology, Department of Medicine, Johns Hopkins University, Baltimore, Maryland, United States
- Department of Pharmacology and Molecular Sciences, Johns Hopkins University, Baltimore, Maryland, United States
| | - Christopher Solís
- Department of Health, Nutrition, and Food Science, Florida State University, Tallahassee, Florida, United States
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4
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Maatz H, Lindberg EL, Adami E, López-Anguita N, Perdomo-Sabogal A, Cocera Ortega L, Patone G, Reichart D, Myronova A, Schmidt S, Elsanhoury A, Klein O, Kühl U, Wyler E, Landthaler M, Yousefian S, Haas S, Kurth F, Teichmann SA, Oudit GY, Milting H, Noseda M, Seidman JG, Seidman CE, Heidecker B, Sander LE, Sawitzki B, Klingel K, Doeblin P, Kelle S, Van Linthout S, Hubner N, Tschöpe C. The cellular and molecular cardiac tissue responses in human inflammatory cardiomyopathies after SARS-CoV-2 infection and COVID-19 vaccination. NATURE CARDIOVASCULAR RESEARCH 2025; 4:330-345. [PMID: 39994453 PMCID: PMC11913730 DOI: 10.1038/s44161-025-00612-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/12/2024] [Accepted: 01/10/2025] [Indexed: 02/26/2025]
Abstract
Myocarditis, characterized by inflammatory cell infiltration, can have multiple etiologies, including severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection or, rarely, mRNA-based coronavirus disease 2019 (COVID-19) vaccination. The underlying cellular and molecular mechanisms remain poorly understood. In this study, we performed single-nucleus RNA sequencing on left ventricular endomyocardial biopsies from patients with myocarditis unrelated to COVID-19 (Non-COVID-19), after SARS-CoV-2 infection (Post-COVID-19) and after COVID-19 vaccination (Post-Vaccination). We identified distinct cytokine expression patterns, with interferon-γ playing a key role in Post-COVID-19, and upregulated IL16 and IL18 expression serving as a hallmark of Post-Vaccination myocarditis. Although myeloid responses were similar across all groups, the Post-Vaccination group showed a higher proportion of CD4+ T cells, and the Post-COVID-19 group exhibited an expansion of cytotoxic CD8+ T and natural killer cells. Endothelial cells showed gene expression changes indicative of vascular barrier dysfunction in the Post-COVID-19 group and ongoing angiogenesis across all groups. These findings highlight shared and distinct mechanisms driving myocarditis in patients with and without a history of SARS-CoV-2 infection or vaccination.
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Affiliation(s)
- Henrike Maatz
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany.
- DZHK (German Centre for Cardiovascular Research), partner site Berlin, Berlin, Germany.
| | - Eric L Lindberg
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
- Department of Medicine I, University Hospital, LMU Munich, Munich, Germany
| | - Eleonora Adami
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Natalia López-Anguita
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Alvaro Perdomo-Sabogal
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Lucía Cocera Ortega
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Giannino Patone
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Daniel Reichart
- Department of Medicine I, University Hospital, LMU Munich, Munich, Germany
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Cardiovascular Division, Brigham and Women's Hospital Boston, Boston, MA, USA
| | - Anna Myronova
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Sabine Schmidt
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Ahmed Elsanhoury
- DZHK (German Centre for Cardiovascular Research), partner site Berlin, Berlin, Germany
- Berlin Institute of Health (BIH) at Charité - Universitätsmedizin Berlin, BIH Center for Regenerative Therapies (BCRT), Berlin, Germany
| | - Oliver Klein
- DZHK (German Centre for Cardiovascular Research), partner site Berlin, Berlin, Germany
- Berlin Institute of Health (BIH) at Charité - Universitätsmedizin Berlin, BIH Center for Regenerative Therapies (BCRT), Berlin, Germany
| | - Uwe Kühl
- DZHK (German Centre for Cardiovascular Research), partner site Berlin, Berlin, Germany
- Berlin Institute of Health (BIH) at Charité - Universitätsmedizin Berlin, BIH Center for Regenerative Therapies (BCRT), Berlin, Germany
| | - Emanuel Wyler
- Berlin Institute for Medical Systems Biology (BIMSB), Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Markus Landthaler
- Berlin Institute for Medical Systems Biology (BIMSB), Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
- Institut für Biologie, Humboldt Universität zu Berlin, Berlin, Germany
| | - Schayan Yousefian
- Berlin Institute for Medical Systems Biology (BIMSB), Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Simon Haas
- Berlin Institute for Medical Systems Biology (BIMSB), Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
- Charité - Universitätsmedizin Berlin, Berlin, Germany
- German Cancer Consortium (DKTK), Partner Site Berlin, DKFZ and Charité - Universitätsmedizin Berlin, Berlin, Germany
- Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Florian Kurth
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt - Universität zu Berlin, Berlin, Germany
| | - Sarah A Teichmann
- Cellular Genetics Programme, Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- Cavendish Laboratory, Department of Physics, University of Cambridge, Cambridge, UK
| | - Gavin Y Oudit
- Division of Cardiology, Department of Medicine, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, Canada
- Mazankowski Alberta Heart Institute, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, Canada
| | - Hendrik Milting
- Erich and Hanna Klessmann Institute, Heart and Diabetes Center NRW, University Hospital of the Ruhr-University Bochum, Bad Oeynhausen, Germany
| | - Michela Noseda
- National Heart and Lung Institute, Imperial College London, London, UK
- British Heart Foundation Centre for Research Excellence and Centre for Regenerative Medicine, Imperial College London, London, UK
| | | | - Christine E Seidman
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Cardiovascular Division, Brigham and Women's Hospital Boston, Boston, MA, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
| | - Bettina Heidecker
- Department of Cardiology, Angiology and Intensive Medicine CBF, Deutsches Herzzentrum der Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Leif E Sander
- Berlin Institute of Health (BIH) at Charité - Universitätsmedizin Berlin, BIH Center for Regenerative Therapies (BCRT), Berlin, Germany
- Department of Infectious Diseases, Respiratory Medicine and Critical Care, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt - Universität zu Berlin, Berlin, Germany
| | - Birgit Sawitzki
- Translational Immunology, Berlin Institute of Health at Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Karin Klingel
- Cardiopathology, Institute for Pathology and Neuropathology, University Hospital Tübingen, Tübingen, Germany
| | - Patrick Doeblin
- DZHK (German Centre for Cardiovascular Research), partner site Berlin, Berlin, Germany
- Department of Cardiology, Angiology and Intensive Care, Campus Virchow, Deutsches Herzzentrum der Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Sebastian Kelle
- DZHK (German Centre for Cardiovascular Research), partner site Berlin, Berlin, Germany
- Department of Cardiology, Angiology and Intensive Care, Campus Virchow, Deutsches Herzzentrum der Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Sophie Van Linthout
- DZHK (German Centre for Cardiovascular Research), partner site Berlin, Berlin, Germany
- Berlin Institute of Health (BIH) at Charité - Universitätsmedizin Berlin, BIH Center for Regenerative Therapies (BCRT), Berlin, Germany
| | - Norbert Hubner
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany.
- DZHK (German Centre for Cardiovascular Research), partner site Berlin, Berlin, Germany.
- Charité - Universitätsmedizin Berlin, Berlin, Germany.
- Helmholtz-Institute for Translational AngioCardioScience (HI-TAC) of the Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC) at Heidelberg University, Heidelberg, Germany.
| | - Carsten Tschöpe
- DZHK (German Centre for Cardiovascular Research), partner site Berlin, Berlin, Germany.
- Berlin Institute of Health (BIH) at Charité - Universitätsmedizin Berlin, BIH Center for Regenerative Therapies (BCRT), Berlin, Germany.
- Department of Cardiology, Angiology and Intensive Care, Campus Virchow, Deutsches Herzzentrum der Charité - Universitätsmedizin Berlin, Berlin, Germany.
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5
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Jian D, Cheng X, Qi D, Wang S, Wang C, Shi Y, Li Z, Jin S, Jia Z, Teng P, Pei Z, Gu X, Jian L, Wang W, Yi X, Xing J, Tang H. Nsun2 controls cardiac homeostasis and hypertrophic response by regulating PRKACA expression. Theranostics 2025; 15:2393-2412. [PMID: 39990213 PMCID: PMC11840729 DOI: 10.7150/thno.104441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2024] [Accepted: 01/08/2025] [Indexed: 02/25/2025] Open
Abstract
Rationale: Internal modifications of mammalian RNA have been suggested to be essential for the maintenance of cardiac homeostasis. However, the role of RNA cytosine methylation (m5C) in the heart remains largely unknown. Methods: Bulk and single cell RNA sequencing data and tissues from the human hearts were exploited for analyzing the expression of RNA m5C modifying proteins. Neonatal rat and adult mouse cardiomyocytes were isolated to assess the impact of Nsun2 on cellular hypertrophic response. Cre/LoxP-mediated gene knockout and recombinant adeno-associated virus serotype 9 (rAAV9) were employed respectively to achieve cardiac-specific interference of the expression of related genes in mice that were subjected to heart stresses from aging, aortic constriction, and angiotensin II stimulation. RNA m5C immunoprecipitation sequencing (m5C-RIP-seq), RNA pull-down, polysome profiling, reporter gene analysis, and IonOptix measurement were conducted to elucidate the involved regulatory mechanisms. Results: Nsun2 expression was significantly elevated in human, rat, and mouse hypertrophic myocardial cells. Knockout of Nsun2 (αMHC-CreERT2, Nsun2 flox+/+) abolished the hypertrophic response of mice to diverse stresses, while accelerating the progression of heart failure. Mechanistically, Nsun2 specifically methylates PKA catalytic subunit alpha (PRKACA) mRNA, which substantially promotes PRKACA translation in a YBX1-dependent manner. Nsun2 ablation markedly attenuated the activation of PKA signaling, as evidenced by the reduced PKA activity and protein phosphorylation levels of PKA substrates, impaired myocyte contraction and relaxation, and disturbed calcium transients. Overexpressing Nsun2 and PRKACA-3'UTR transcripts in the myocardia sensitized and desensitized heart hypertrophic responses, respectively, whereas co-administration of the PKA inhibitor H-89 or overexpressing PRKACA-3'UTR transcript lacking Nsun2 methylating regions failed to produce corresponding responses, reiterating the significance of Nsun2-PRKACA regulation in the cardiac hypertrophic program. Conclusion: These observations reveal the importance of Nsun2-PRKACA regulation in cardiac homeostasis, which provides novel insights into heart function modulation and sheds light on future treatments for hypertrophic remodeling associated heart diseases.
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Affiliation(s)
- Dongdong Jian
- Department of Biochemistry and Molecular Biology, Beijing Key Laboratory of Protein Posttranslational Modifications and Cell Function, School of Basic Medical Sciences, Peking University Health Science Center, 38 Xueyuan Road, Beijing 100191, China
- Department of Cardiology, Henan Province Key Laboratory for Prevention and Treatment of Coronary Heart Disease, Central China Fuwai Hospital of Zhengzhou University, Zhengzhou, Henan, 451464, China
- Zhengzhou Key Laboratory of Cardiovascular Aging, Henan Key Laboratory of Chronic Disease Management, National Health Commission Key Laboratory of Cardiovascular Regenerative Medicine, Central China Fuwai Hospital of Zhengzhou University, Fuwai Central China Cardiovascular Hospital & Central China Branch of National Center for Cardiovascular Diseases, Zhengzhou, Henan, 451464, China
| | - Xiaolei Cheng
- Zhengzhou Key Laboratory of Cardiovascular Aging, Henan Key Laboratory of Chronic Disease Management, National Health Commission Key Laboratory of Cardiovascular Regenerative Medicine, Central China Fuwai Hospital of Zhengzhou University, Fuwai Central China Cardiovascular Hospital & Central China Branch of National Center for Cardiovascular Diseases, Zhengzhou, Henan, 451464, China
- Department of Anesthesiology, Affiliated Drum Tower Hospital of Medical School of Nanjing University, Nanjing, Jiangsu, 210008, China
| | - Datun Qi
- Department of Cardiology, Henan Province Key Laboratory for Prevention and Treatment of Coronary Heart Disease, Central China Fuwai Hospital of Zhengzhou University, Zhengzhou, Henan, 451464, China
- Zhengzhou Key Laboratory of Cardiovascular Aging, Henan Key Laboratory of Chronic Disease Management, National Health Commission Key Laboratory of Cardiovascular Regenerative Medicine, Central China Fuwai Hospital of Zhengzhou University, Fuwai Central China Cardiovascular Hospital & Central China Branch of National Center for Cardiovascular Diseases, Zhengzhou, Henan, 451464, China
| | - Shixing Wang
- Zhengzhou Key Laboratory of Cardiovascular Aging, Henan Key Laboratory of Chronic Disease Management, National Health Commission Key Laboratory of Cardiovascular Regenerative Medicine, Central China Fuwai Hospital of Zhengzhou University, Fuwai Central China Cardiovascular Hospital & Central China Branch of National Center for Cardiovascular Diseases, Zhengzhou, Henan, 451464, China
| | - Chenqiu Wang
- Zhengzhou Key Laboratory of Cardiovascular Aging, Henan Key Laboratory of Chronic Disease Management, National Health Commission Key Laboratory of Cardiovascular Regenerative Medicine, Central China Fuwai Hospital of Zhengzhou University, Fuwai Central China Cardiovascular Hospital & Central China Branch of National Center for Cardiovascular Diseases, Zhengzhou, Henan, 451464, China
- Department of Cardiology, The Second Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, 450003, China
| | - Yingchao Shi
- Zhengzhou Key Laboratory of Cardiovascular Aging, Henan Key Laboratory of Chronic Disease Management, National Health Commission Key Laboratory of Cardiovascular Regenerative Medicine, Central China Fuwai Hospital of Zhengzhou University, Fuwai Central China Cardiovascular Hospital & Central China Branch of National Center for Cardiovascular Diseases, Zhengzhou, Henan, 451464, China
| | - Zhen Li
- Zhengzhou Key Laboratory of Cardiovascular Aging, Henan Key Laboratory of Chronic Disease Management, National Health Commission Key Laboratory of Cardiovascular Regenerative Medicine, Central China Fuwai Hospital of Zhengzhou University, Fuwai Central China Cardiovascular Hospital & Central China Branch of National Center for Cardiovascular Diseases, Zhengzhou, Henan, 451464, China
| | - Shouyi Jin
- Zhengzhou Key Laboratory of Cardiovascular Aging, Henan Key Laboratory of Chronic Disease Management, National Health Commission Key Laboratory of Cardiovascular Regenerative Medicine, Central China Fuwai Hospital of Zhengzhou University, Fuwai Central China Cardiovascular Hospital & Central China Branch of National Center for Cardiovascular Diseases, Zhengzhou, Henan, 451464, China
- Department of Cardiology, The Second Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, 450003, China
| | - Zhen Jia
- Department of Cardiovascular Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, 79 Qingchun Road, Hangzhou 310003, China
| | - Peng Teng
- Department of Cardiovascular Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, 79 Qingchun Road, Hangzhou 310003, China
| | - Zhen Pei
- Changzhi Medical College, Changzhi, Shanxi, 046000, China
| | - Xiaoping Gu
- Department of Anesthesiology, Affiliated Drum Tower Hospital of Medical School of Nanjing University, Nanjing, Jiangsu, 210008, China
| | - Liguo Jian
- Department of Cardiology, The Second Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, 450003, China
| | - Wengong Wang
- Department of Biochemistry and Molecular Biology, Beijing Key Laboratory of Protein Posttranslational Modifications and Cell Function, School of Basic Medical Sciences, Peking University Health Science Center, 38 Xueyuan Road, Beijing 100191, China
| | - Xia Yi
- Department of Biochemistry and Molecular Biology, Beijing Key Laboratory of Protein Posttranslational Modifications and Cell Function, School of Basic Medical Sciences, Peking University Health Science Center, 38 Xueyuan Road, Beijing 100191, China
| | - Junyue Xing
- Zhengzhou Key Laboratory of Cardiovascular Aging, Henan Key Laboratory of Chronic Disease Management, National Health Commission Key Laboratory of Cardiovascular Regenerative Medicine, Central China Fuwai Hospital of Zhengzhou University, Fuwai Central China Cardiovascular Hospital & Central China Branch of National Center for Cardiovascular Diseases, Zhengzhou, Henan, 451464, China
| | - Hao Tang
- Zhengzhou Key Laboratory of Cardiovascular Aging, Henan Key Laboratory of Chronic Disease Management, National Health Commission Key Laboratory of Cardiovascular Regenerative Medicine, Central China Fuwai Hospital of Zhengzhou University, Fuwai Central China Cardiovascular Hospital & Central China Branch of National Center for Cardiovascular Diseases, Zhengzhou, Henan, 451464, China
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6
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Kattih B, Fischer A, Muhly-Reinholz M, Tombor L, Nicin L, Cremer S, Zeiher AM, John D, Abplanalp WT, Dimmeler S. Inhibition of miR-92a normalizes vascular gene expression and prevents diastolic dysfunction in heart failure with preserved ejection fraction. J Mol Cell Cardiol 2025; 198:89-98. [PMID: 39592091 DOI: 10.1016/j.yjmcc.2024.11.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/19/2023] [Revised: 11/17/2024] [Accepted: 11/21/2024] [Indexed: 11/28/2024]
Abstract
Heart failure with preserved ejection fraction (HFpEF) remains a major public health burden with increasing prevalence but only few effective therapies. Endothelial dysfunction and inflammation are identified as pathophysiological drivers of HFpEF disease progression. MicroRNAs are increasingly recognized as key regulators of these pathological processes, while antimiR-based therapies have been emerged as promising therapeutics in mice and humans. Therefore, we tested whether miR-92a-3p inhibition is a promising therapeutic intervention to target HFpEF in vivo. By injection of locked nucleic acid (LNA)-based antimiR (LNA-92a) weekly, we demonstrate that inhibition of miR-92a-3p attenuates the development of diastolic dysfunction and left atrial dilation following experimental induction of HFpEF in mice. Indeed, LNA-92a depleted miR-92a-3p expression in the myocardium and peripheral blood, and derepressed predicted target genes in a cell type-specific manner. Furthermore, cell-type specific efficacy of LNA-92a treatment was assessed by single-nuclear RNA sequencing of HFpEF hearts either treated with LNA-92a or LNA-Control. Endothelial cells of LNA-92a treated mice showed normalized vascular gene expression and reduced gene signatures associated with endothelial-mesenchymal transition. CONCLUSION: This study demonstrates that LNA-based antimiR-92a is an effective therapeutic strategy to target diastolic dysfunction and left atrial dilation in HFpEF.
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Affiliation(s)
- Badder Kattih
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany; Goethe University Frankfurt, University Hospital, Department of Cardiology, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany; German Centre for Cardiovascular Research, Partner Site Rhine-Main, 60590 Frankfurt am Main, Germany
| | - Ariane Fischer
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
| | - Marion Muhly-Reinholz
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
| | - Lukas Tombor
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
| | - Luka Nicin
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
| | - Sebastian Cremer
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany; Goethe University Frankfurt, University Hospital, Department of Cardiology, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany; German Centre for Cardiovascular Research, Partner Site Rhine-Main, 60590 Frankfurt am Main, Germany
| | - Andreas M Zeiher
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany; German Centre for Cardiovascular Research, Partner Site Rhine-Main, 60590 Frankfurt am Main, Germany; Cardio-Pulmonary Institute (CPI), Partner Site Frankfurt, 60590 Frankfurt am Main, Germany
| | - David John
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany; German Centre for Cardiovascular Research, Partner Site Rhine-Main, 60590 Frankfurt am Main, Germany
| | - Wesley Tyler Abplanalp
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany; German Centre for Cardiovascular Research, Partner Site Rhine-Main, 60590 Frankfurt am Main, Germany
| | - Stefanie Dimmeler
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany; German Centre for Cardiovascular Research, Partner Site Rhine-Main, 60590 Frankfurt am Main, Germany; Cardio-Pulmonary Institute (CPI), Partner Site Frankfurt, 60590 Frankfurt am Main, Germany.
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7
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Zheng SL, Henry A, Cannie D, Lee M, Miller D, McGurk KA, Bond I, Xu X, Issa H, Francis C, De Marvao A, Theotokis PI, Buchan RJ, Speed D, Abner E, Adams L, Aragam KG, Ärnlöv J, Raja AA, Backman JD, Baksi J, Barton PJR, Biddinger KJ, Boersma E, Brandimarto J, Brunak S, Bundgaard H, Carey DJ, Charron P, Cook JP, Cook SA, Denaxas S, Deleuze JF, Doney AS, Elliott P, Erikstrup C, Esko T, Farber-Eger EH, Finan C, Garnier S, Ghouse J, Giedraitis V, Guðbjartsson DF, Haggerty CM, Halliday BP, Helgadottir A, Hemingway H, Hillege HL, Kardys I, Lind L, Lindgren CM, Lowery BD, Manisty C, Margulies KB, Moon JC, Mordi IR, Morley MP, Morris AD, Morris AP, Morton L, Noursadeghi M, Ostrowski SR, Owens AT, Palmer CNA, Pantazis A, Pedersen OBV, Prasad SK, Shekhar A, Smelser DT, Srinivasan S, Stefansson K, Sveinbjörnsson G, Syrris P, Tammesoo ML, Tayal U, Teder-Laving M, Thorgeirsson G, Thorsteinsdottir U, Tragante V, Trégouët DA, Treibel TA, Ullum H, Valdes AM, van Setten J, van Vugt M, Veluchamy A, Verschuren WMM, Villard E, Yang Y, Asselbergs FW, Cappola TP, Dube MP, Dunn ME, Ellinor PT, Hingorani AD, Lang CC, Samani NJ, Shah SH, Smith JG, Vasan RS, et alZheng SL, Henry A, Cannie D, Lee M, Miller D, McGurk KA, Bond I, Xu X, Issa H, Francis C, De Marvao A, Theotokis PI, Buchan RJ, Speed D, Abner E, Adams L, Aragam KG, Ärnlöv J, Raja AA, Backman JD, Baksi J, Barton PJR, Biddinger KJ, Boersma E, Brandimarto J, Brunak S, Bundgaard H, Carey DJ, Charron P, Cook JP, Cook SA, Denaxas S, Deleuze JF, Doney AS, Elliott P, Erikstrup C, Esko T, Farber-Eger EH, Finan C, Garnier S, Ghouse J, Giedraitis V, Guðbjartsson DF, Haggerty CM, Halliday BP, Helgadottir A, Hemingway H, Hillege HL, Kardys I, Lind L, Lindgren CM, Lowery BD, Manisty C, Margulies KB, Moon JC, Mordi IR, Morley MP, Morris AD, Morris AP, Morton L, Noursadeghi M, Ostrowski SR, Owens AT, Palmer CNA, Pantazis A, Pedersen OBV, Prasad SK, Shekhar A, Smelser DT, Srinivasan S, Stefansson K, Sveinbjörnsson G, Syrris P, Tammesoo ML, Tayal U, Teder-Laving M, Thorgeirsson G, Thorsteinsdottir U, Tragante V, Trégouët DA, Treibel TA, Ullum H, Valdes AM, van Setten J, van Vugt M, Veluchamy A, Verschuren WMM, Villard E, Yang Y, Asselbergs FW, Cappola TP, Dube MP, Dunn ME, Ellinor PT, Hingorani AD, Lang CC, Samani NJ, Shah SH, Smith JG, Vasan RS, O'Regan DP, Holm H, Noseda M, Wells Q, Ware JS, Lumbers RT. Genome-wide association analysis provides insights into the molecular etiology of dilated cardiomyopathy. Nat Genet 2024; 56:2646-2658. [PMID: 39572783 PMCID: PMC11631752 DOI: 10.1038/s41588-024-01952-y] [Show More Authors] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2023] [Accepted: 09/18/2024] [Indexed: 12/12/2024]
Abstract
Dilated cardiomyopathy (DCM) is a leading cause of heart failure and cardiac transplantation. We report a genome-wide association study and multi-trait analysis of DCM (14,256 cases) and three left ventricular traits (36,203 UK Biobank participants). We identified 80 genomic risk loci and prioritized 62 putative effector genes, including several with rare variant DCM associations (MAP3K7, NEDD4L and SSPN). Using single-nucleus transcriptomics, we identify cellular states, biological pathways, and intracellular communications that drive pathogenesis. We demonstrate that polygenic scores predict DCM in the general population and modify penetrance in carriers of rare DCM variants. Our findings may inform the design of genetic testing strategies that incorporate polygenic background. They also provide insights into the molecular etiology of DCM that may facilitate the development of targeted therapeutics.
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Affiliation(s)
- Sean L Zheng
- National Heart and Lung Institute, Imperial College London, London, UK
- MRC Laboratory of Medical Sciences, London, UK
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Albert Henry
- Institute of Cardiovascular Science, University College London, London, UK
- Institute of Health Informatics, University College London, London, UK
| | - Douglas Cannie
- Institute of Cardiovascular Science, University College London, London, UK
- Barts Heart Centre, St Bartholomew's Hospital, London, UK
| | - Michael Lee
- National Heart and Lung Institute, Imperial College London, London, UK
| | - David Miller
- Division of Biosciences, University College London, London, UK
| | - Kathryn A McGurk
- National Heart and Lung Institute, Imperial College London, London, UK
- MRC Laboratory of Medical Sciences, London, UK
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Isabelle Bond
- Institute of Cardiovascular Science, University College London, London, UK
| | - Xiao Xu
- National Heart and Lung Institute, Imperial College London, London, UK
- MRC Laboratory of Medical Sciences, London, UK
| | - Hanane Issa
- Institute of Health Informatics, University College London, London, UK
| | - Catherine Francis
- National Heart and Lung Institute, Imperial College London, London, UK
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Antonio De Marvao
- National Heart and Lung Institute, Imperial College London, London, UK
- MRC Laboratory of Medical Sciences, London, UK
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Pantazis I Theotokis
- National Heart and Lung Institute, Imperial College London, London, UK
- MRC Laboratory of Medical Sciences, London, UK
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Rachel J Buchan
- National Heart and Lung Institute, Imperial College London, London, UK
- MRC Laboratory of Medical Sciences, London, UK
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Doug Speed
- Quantitative Genetics and Genomics, Aarhus University, Aarhus, Denmark
| | - Erik Abner
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, Estonia
| | | | - Krishna G Aragam
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Johan Ärnlöv
- Department of Neurobiology, Care Sciences and Society/Section of Family Medicine and Primary Care, Karolinska Institutet, Stockholm, Sweden
- School of Health and Social Sciences, Dalarna University, Falun, Sweden
| | - Anna Axelsson Raja
- Department of Cardiology, The Heart Centre, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark
| | - Joshua D Backman
- Analytical Genetics, Regeneron Genetics Center, Tarrytown, NY, USA
| | - John Baksi
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Paul J R Barton
- National Heart and Lung Institute, Imperial College London, London, UK
- MRC Laboratory of Medical Sciences, London, UK
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Kiran J Biddinger
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Eric Boersma
- Erasmus MC, Cardiovascular Institute, Thorax Center, Department of Cardiology, Utrecht, the Netherlands
| | - Jeffrey Brandimarto
- Penn Cardiovascular Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Søren Brunak
- Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Henning Bundgaard
- Department of Cardiology, The Heart Centre, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark
| | - David J Carey
- Department of Molecular and Functional Genomics, Geisinger, Danville, PA, USA
| | - Philippe Charron
- Sorbonne Research Unit on Cardiovascular Disorders, Metabolism and Nutrition, Team Genomics & Pathophysiology of Cardiovascular Diseases, ICAN Institute for Cardiometabolism and Nutrition, Paris, France
- APHP, Department of Genetics, Pitié-Salpêtrière Hospital, Paris, France
| | - James P Cook
- Department of Biostatistics, University of Liverpool, Liverpool, UK
| | - Stuart A Cook
- National Heart and Lung Institute, Imperial College London, London, UK
- MRC Laboratory of Medical Sciences, London, UK
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Spiros Denaxas
- Institute of Health Informatics, University College London, London, UK
- Health Data Research UK, University College London, London, UK
- British Heart Foundation Data Science Centre, London, UK
- The National Institute for Health Research University College London Hospitals Biomedical Research Centre, University College London, London, UK
| | - Jean-François Deleuze
- Centre National de Recherche en Génomique Humaine (CNRGH), Institut de Biologie François Jacob, CEA, Université Paris-Saclay, Evry, France
- Laboratory of Excellence GENMED (Medical Genomics), Paris, France
- Centre d'Etude du Polymorphisme Humain, Fondation Jean Dausset, Paris, France
| | - Alexander S Doney
- Division of Molecular & Clinical Medicine, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - Perry Elliott
- Institute of Cardiovascular Science, University College London, London, UK
- Barts Heart Centre, St Bartholomew's Hospital, London, UK
| | - Christian Erikstrup
- Department of Clinical Immunology, Aarhus University Hospital, Aarhus, Denmark
- Deparment of Clinical Medicine, Aarhus University Hospital, Aarhus, Denmark
| | - Tõnu Esko
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, Estonia
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Eric H Farber-Eger
- Vanderbilt Institute for Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Chris Finan
- Institute of Cardiovascular Science, University College London, London, UK
| | - Sophie Garnier
- Sorbonne Research Unit on Cardiovascular Disorders, Metabolism and Nutrition, Team Genomics & Pathophysiology of Cardiovascular Diseases, ICAN Institute for Cardiometabolism and Nutrition, Paris, France
| | - Jonas Ghouse
- Department of Cardiology, The Heart Centre, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark
| | | | - Daniel F Guðbjartsson
- deCODE genetics/Amgen Inc., Reykjavik, Iceland
- School of Engineering and Natural Sciences, University of Iceland, Reykjavik, Iceland
| | | | - Brian P Halliday
- National Heart and Lung Institute, Imperial College London, London, UK
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | | | - Harry Hemingway
- Institute of Health Informatics, University College London, London, UK
- Health Data Research UK, University College London, London, UK
| | - Hans L Hillege
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Isabella Kardys
- Erasmus MC, Cardiovascular Institute, Thorax Center, Department of Cardiology, Utrecht, the Netherlands
| | - Lars Lind
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Cecilia M Lindgren
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Big Data Institute at the Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Brandon D Lowery
- Vanderbilt Institute for Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Charlotte Manisty
- Institute of Cardiovascular Science, University College London, London, UK
- Barts Heart Centre, St Bartholomew's Hospital, London, UK
| | - Kenneth B Margulies
- Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - James C Moon
- Institute of Cardiovascular Science, University College London, London, UK
- Barts Heart Centre, St Bartholomew's Hospital, London, UK
| | - Ify R Mordi
- Division of Molecular & Clinical Medicine, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - Michael P Morley
- Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Andrew D Morris
- Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK
| | - Andrew P Morris
- Centre for Genetics and Genomics Versus Arthritis, Centre for Musculoskeletal Research, University of Manchester, Manchester, UK
| | - Lori Morton
- Cardiovascular Research, Regeneron Pharmaceuticals, Tarrytown, NY, USA
| | - Mahdad Noursadeghi
- Research Department of Infection, Division of Infection and Immunity, University College London, London, UK
| | - Sisse R Ostrowski
- Department of Clinical Immunology, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen University Hospital, Copenhagen, Denmark
| | - Anjali T Owens
- Penn Cardiovascular Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Colin N A Palmer
- Division of Population Health and Genomics, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - Antonis Pantazis
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Ole B V Pedersen
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen University Hospital, Copenhagen, Denmark
- Department of Clinical Immunology, Zealand University Hospital, Køge, Denmark
| | - Sanjay K Prasad
- National Heart and Lung Institute, Imperial College London, London, UK
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Akshay Shekhar
- Cardiovascular Research, Regeneron Pharmaceuticals, Tarrytown, NY, USA
| | - Diane T Smelser
- Department of Molecular and Functional Genomics, Geisinger, Danville, PA, USA
| | - Sundararajan Srinivasan
- Division of Population Health and Genomics, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - Kari Stefansson
- deCODE genetics/Amgen Inc., Reykjavik, Iceland
- Department of Medicine, University of Iceland, Reykjavik, Iceland
| | | | - Petros Syrris
- Institute of Cardiovascular Science, University College London, London, UK
| | - Mari-Liis Tammesoo
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Upasana Tayal
- National Heart and Lung Institute, Imperial College London, London, UK
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Maris Teder-Laving
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Guðmundur Thorgeirsson
- deCODE genetics/Amgen Inc., Reykjavik, Iceland
- Department of Medicine, University of Iceland, Reykjavik, Iceland
| | - Unnur Thorsteinsdottir
- deCODE genetics/Amgen Inc., Reykjavik, Iceland
- Department of Medicine, University of Iceland, Reykjavik, Iceland
| | | | - David-Alexandre Trégouët
- Laboratory of Excellence GENMED (Medical Genomics), Paris, France
- Univ. Bordeaux, INSERM, BPH, Bordeaux, France
| | - Thomas A Treibel
- Institute of Cardiovascular Science, University College London, London, UK
- Barts Heart Centre, St Bartholomew's Hospital, London, UK
| | | | - Ana M Valdes
- Injury, Recovery and Inflammation Sciences, School of Medicine, University of Nottingham, Nottingham, UK
| | - Jessica van Setten
- Department of Cardiology, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Marion van Vugt
- Department of Cardiology, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Abirami Veluchamy
- Division of Population Health and Genomics, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - W M Monique Verschuren
- Department Life Course, Lifestyle and Health, Centre for Prevention, Lifestyle and Health, National Institute for Public Health and the Environment, Bilthoven, the Netherlands
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Eric Villard
- Sorbonne Research Unit on Cardiovascular Disorders, Metabolism and Nutrition, Team Genomics & Pathophysiology of Cardiovascular Diseases, ICAN Institute for Cardiometabolism and Nutrition, Paris, France
| | - Yifan Yang
- Penn Cardiovascular Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Folkert W Asselbergs
- Institute of Cardiovascular Science, University College London, London, UK
- The National Institute for Health Research University College London Hospitals Biomedical Research Centre, University College London, London, UK
- Department of Cardiology, Amsterdam University Medical Centers, Amsterdam, the Netherlands
| | - Thomas P Cappola
- Penn Cardiovascular Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Marie-Pierre Dube
- Montreal Heart Institute, Montreal Heart Institute, Montreal, Quebec, Canada
- Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada
| | - Michael E Dunn
- Cardiovascular Research, Regeneron Pharmaceuticals, Tarrytown, NY, USA
| | - Patrick T Ellinor
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Cardiac Arrhythmia Service and Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Aroon D Hingorani
- Institute of Cardiovascular Science, University College London, London, UK
| | - Chim C Lang
- Division of Molecular & Clinical Medicine, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
- Tuanku Muhriz Chair, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia
| | - Nilesh J Samani
- Department of Cardiovascular Sciences, University of Leicester and NIHR Leicester Biomedical Research Centre, Glenfield Hospital, Leicester, UK
| | - Svati H Shah
- Department of Medicine, Division of Cardiology, Duke University Medical Center, Durham, NC, USA
- Duke Clinical Research Institute, Durham, NC, USA
- Duke Molecular Physiology Institute, Durham, NC, USA
| | - J Gustav Smith
- Department of Cardiology, Clinical Sciences, Lund University and Skåne University Hospital, Lund, Sweden
- Department of Molecular and Clinical Medicine, Institute of Medicine, Gothenburg University and Sahlgrenska University Hospital, Gothenburg, Sweden
- Wallenberg Center for Molecular Medicine and Lund University Diabetes Center, Lund University, Lund, Sweden
| | - Ramachandran S Vasan
- National Heart, Lung, and Blood Institute's and Boston University's Framingham Heart Study, Framingham, MA, USA
- Sections of Cardiology, Preventive Medicine and Epidemiology, Department of Medicine, Boston University Schools of Medicine and Public Health, Boston, MA, USA
| | | | - Hilma Holm
- deCODE genetics/Amgen Inc., Reykjavik, Iceland
| | - Michela Noseda
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Quinn Wells
- Division of Cardiovascular Medicine, Vanderbilt University, Nashville, TN, USA
| | - James S Ware
- National Heart and Lung Institute, Imperial College London, London, UK.
- MRC Laboratory of Medical Sciences, London, UK.
- Royal Brompton & Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK.
- Program in Medical and Population Genetics, The Broad Institute of MIT and Harvard, Cambridge, MA, USA.
| | - R Thomas Lumbers
- Institute of Health Informatics, University College London, London, UK.
- Health Data Research UK, University College London, London, UK.
- British Heart Foundation Data Science Centre, London, UK.
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8
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Adao DMT, Ching C, Fish JE, Simmons CA, Billia F. Endothelial cell-cardiomyocyte cross-talk: understanding bidirectional paracrine signaling in cardiovascular homeostasis and disease. Clin Sci (Lond) 2024; 138:1395-1419. [PMID: 39492693 DOI: 10.1042/cs20241084] [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: 06/09/2024] [Revised: 10/10/2024] [Accepted: 10/21/2024] [Indexed: 11/05/2024]
Abstract
To maintain homeostasis in the heart, endothelial cells and cardiomyocytes engage in dynamic cross-talk through paracrine signals that regulate both cardiac development and function. Here, we review the paracrine signals that endothelial cells release to regulate cardiomyocyte growth, hypertrophy and contractility, and the factors that cardiomyocytes release to influence angiogenesis and vascular tone. Dysregulated communication between these cell types can drive pathophysiology of disease, as seen in ischemia-reperfusion injury, diabetes, maladaptive hypertrophy, and chemotherapy-induced cardiotoxicity. Investingating the role of cross-talk is critical in developing an understanding of tissue homeostasis, regeneration, and disease pathogenesis, with the potential to identify novel targets for diagnostic and therapeutic purposes.
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Affiliation(s)
- Doris M T Adao
- Institute of Biomedical Engineering, University of Toronto, 164 College St., Toronto, Ontario, Canada, M5S 3G9
- Translational Biology and Engineering Program, Ted Rogers Centre for Heart Research, 661 University Ave., Toronto, Ontario, Canada, M5G 1M1
- Toronto General Hospital Research Institute, University Health Network, 100 College St., Toronto, Ontario Canada, M5G 1L7
| | - Crizza Ching
- Toronto General Hospital Research Institute, University Health Network, 100 College St., Toronto, Ontario Canada, M5G 1L7
- Institute of Medical Science, University of Toronto, 1 King's College Cir., Toronto, Ontario, Canada, M5G 1A8
| | - Jason E Fish
- Toronto General Hospital Research Institute, University Health Network, 100 College St., Toronto, Ontario Canada, M5G 1L7
- Institute of Medical Science, University of Toronto, 1 King's College Cir., Toronto, Ontario, Canada, M5G 1A8
- Department of Laboratory Medicine and Pathobiology, University of Toronto, 1 King's College Cir., Toronto, Ontario, Canada, M5G 1A8
- Peter Munk Cardiac Centre, University Health Network, 585 University Ave., Toronto, Ontario, Canada, M5G 2N2
| | - Craig A Simmons
- Institute of Biomedical Engineering, University of Toronto, 164 College St., Toronto, Ontario, Canada, M5S 3G9
- Translational Biology and Engineering Program, Ted Rogers Centre for Heart Research, 661 University Ave., Toronto, Ontario, Canada, M5G 1M1
- Department of Mechanical and Industrial Engineering, University of Toronto, 5 King's College Rd., Toronto, Ontario, Canada, M5S 3G8
| | - Filio Billia
- Toronto General Hospital Research Institute, University Health Network, 100 College St., Toronto, Ontario Canada, M5G 1L7
- Institute of Medical Science, University of Toronto, 1 King's College Cir., Toronto, Ontario, Canada, M5G 1A8
- Peter Munk Cardiac Centre, University Health Network, 585 University Ave., Toronto, Ontario, Canada, M5G 2N2
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9
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Seeler S, Arnarsson K, Dreßen M, Krane M, Doppler SA. Beyond the Heartbeat: Single-Cell Omics Redefining Cardiovascular Research. Curr Cardiol Rep 2024; 26:1183-1196. [PMID: 39158785 DOI: 10.1007/s11886-024-02117-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 08/07/2024] [Indexed: 08/20/2024]
Abstract
PURPOSE OF REVIEW This review aims to explore recent advances in single-cell omics techniques as applied to various regions of the human heart, illuminating cellular diversity, regulatory networks, and disease mechanisms. We examine the contributions of single-cell transcriptomics, genomics, proteomics, epigenomics, and spatial transcriptomics in unraveling the complexity of cardiac tissues. RECENT FINDINGS Recent strides in single-cell omics technologies have revolutionized our understanding of the heart's cellular composition, cell type heterogeneity, and molecular dynamics. These advancements have elucidated pathological conditions as well as the cellular landscape in heart development. We highlight emerging applications of integrated single-cell omics, particularly for cardiac regeneration, disease modeling, and precision medicine, and emphasize the transformative potential of these technologies to advance cardiovascular research and clinical practice.
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Affiliation(s)
- Sabine Seeler
- Department of Cardiovascular Surgery, German Heart Center Munich, School of Medicine and Health, TUM University Hospital, Technical University Munich, Lazarettstr. 36, 80636, Munich, Germany
- Institute for Translational Cardiac Surgery (INSURE), Department of Cardiovascular Surgery, German Heart Center Munich, School of Medicine and Health, TUM University Hospital, Technical University Munich, Munich, Germany
| | - Kristjan Arnarsson
- Department of Cardiovascular Surgery, German Heart Center Munich, School of Medicine and Health, TUM University Hospital, Technical University Munich, Lazarettstr. 36, 80636, Munich, Germany
- Institute for Translational Cardiac Surgery (INSURE), Department of Cardiovascular Surgery, German Heart Center Munich, School of Medicine and Health, TUM University Hospital, Technical University Munich, Munich, Germany
| | - Martina Dreßen
- Department of Cardiovascular Surgery, German Heart Center Munich, School of Medicine and Health, TUM University Hospital, Technical University Munich, Lazarettstr. 36, 80636, Munich, Germany
- Institute for Translational Cardiac Surgery (INSURE), Department of Cardiovascular Surgery, German Heart Center Munich, School of Medicine and Health, TUM University Hospital, Technical University Munich, Munich, Germany
| | - Markus Krane
- Department of Cardiovascular Surgery, German Heart Center Munich, School of Medicine and Health, TUM University Hospital, Technical University Munich, Lazarettstr. 36, 80636, Munich, Germany
- Institute for Translational Cardiac Surgery (INSURE), Department of Cardiovascular Surgery, German Heart Center Munich, School of Medicine and Health, TUM University Hospital, Technical University Munich, Munich, Germany
- DZHK (German Center for Cardiovascular Research), Partner Site Munich Heart Alliance, Munich, Germany
- Division of Cardiac Surgery, Department of Surgery, Yale School of Medicine, New Haven, CT, USA
| | - Stefanie A Doppler
- Department of Cardiovascular Surgery, German Heart Center Munich, School of Medicine and Health, TUM University Hospital, Technical University Munich, Lazarettstr. 36, 80636, Munich, Germany.
- Institute for Translational Cardiac Surgery (INSURE), Department of Cardiovascular Surgery, German Heart Center Munich, School of Medicine and Health, TUM University Hospital, Technical University Munich, Munich, Germany.
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10
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Wang L, Jin B. Single-Cell RNA Sequencing and Combinatorial Approaches for Understanding Heart Biology and Disease. BIOLOGY 2024; 13:783. [PMID: 39452092 PMCID: PMC11504358 DOI: 10.3390/biology13100783] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/15/2024] [Revised: 09/26/2024] [Accepted: 09/28/2024] [Indexed: 10/26/2024]
Abstract
By directly measuring multiple molecular features in hundreds to millions of single cells, single-cell techniques allow for comprehensive characterization of the diversity of cells in the heart. These single-cell transcriptome and multi-omic studies are transforming our understanding of heart development and disease. Compared with single-dimensional inspections, the combination of transcriptomes with spatial dimensions and other omics can provide a comprehensive understanding of single-cell functions, microenvironment, dynamic processes, and their interrelationships. In this review, we will introduce the latest advances in cardiac health and disease at single-cell resolution; single-cell detection methods that can be used for transcriptome, genome, epigenome, and proteome analysis; single-cell multi-omics; as well as their future application prospects.
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Affiliation(s)
| | - Bo Jin
- Department of Clinical Laboratory, Peking University First Hospital, Beijing 100034, China;
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11
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Ma Q, Zhang YH, Guo W, Feng K, Huang T, Cai YD. Machine Learning in Identifying Marker Genes for Congenital Heart Diseases of Different Cardiac Cell Types. Life (Basel) 2024; 14:1032. [PMID: 39202774 PMCID: PMC11355424 DOI: 10.3390/life14081032] [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: 05/13/2024] [Revised: 07/31/2024] [Accepted: 08/14/2024] [Indexed: 09/03/2024] Open
Abstract
Congenital heart disease (CHD) represents a spectrum of inborn heart defects influenced by genetic and environmental factors. This study advances the field by analyzing gene expression profiles in 21,034 cardiac fibroblasts, 73,296 cardiomyocytes, and 35,673 endothelial cells, utilizing single-cell level analysis and machine learning techniques. Six CHD conditions: dilated cardiomyopathy (DCM), donor hearts (used as healthy controls), hypertrophic cardiomyopathy (HCM), heart failure with hypoplastic left heart syndrome (HF_HLHS), Neonatal Hypoplastic Left Heart Syndrome (Neo_HLHS), and Tetralogy of Fallot (TOF), were investigated for each cardiac cell type. Each cell sample was represented by 29,266 gene features. These features were first analyzed by six feature-ranking algorithms, resulting in several feature lists. Then, these lists were fed into incremental feature selection, containing two classification algorithms, to extract essential gene features and classification rules and build efficient classifiers. The identified essential genes can be potential CHD markers in different cardiac cell types. For instance, the LASSO identified key genes specific to various heart cell types in CHD subtypes. FOXO3 was found to be up-regulated in cardiac fibroblasts for both Dilated and hypertrophic cardiomyopathy. In cardiomyocytes, distinct genes such as TMTC1, ART3, ARHGAP24, SHROOM3, and XIST were linked to dilated cardiomyopathy, Neo-Hypoplastic Left Heart Syndrome, hypertrophic cardiomyopathy, HF-Hypoplastic Left Heart Syndrome, and Tetralogy of Fallot, respectively. Endothelial cell analysis further revealed COL25A1, NFIB, and KLF7 as significant genes for dilated cardiomyopathy, hypertrophic cardiomyopathy, and Tetralogy of Fallot. LightGBM, Catboost, MCFS, RF, and XGBoost further delineated key genes for specific CHD subtypes, demonstrating the efficacy of machine learning in identifying CHD-specific genes. Additionally, this study developed quantitative rules for representing the gene expression patterns related to CHDs. This research underscores the potential of machine learning in unraveling the molecular complexities of CHD and establishes a foundation for future mechanism-based studies.
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Affiliation(s)
- Qinglan Ma
- School of Life Sciences, Shanghai University, Shanghai 200444, China;
| | - Yu-Hang Zhang
- Channing Division of Network Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115, USA;
| | - Wei Guo
- Key Laboratory of Stem Cell Biology, Shanghai Jiao Tong University School of Medicine (SJTUSM) & Shanghai Institutes for Biological Sciences (SIBS), Chinese Academy of Sciences (CAS), Shanghai 200030, China;
| | - Kaiyan Feng
- Department of Computer Science, Guangdong AIB Polytechnic College, Guangzhou 510507, China;
| | - Tao Huang
- Bio-Med Big Data Center, CAS Key Laboratory of Computational Biology, Shanghai Institute of Nutrition and Health, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China
- CAS Key Laboratory of Tissue Microenvironment and Tumor, Shanghai Institute of Nutrition and Health, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai 200031, China
| | - Yu-Dong Cai
- School of Life Sciences, Shanghai University, Shanghai 200444, China;
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12
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Patrick R, Janbandhu V, Tallapragada V, Tan SSM, McKinna EE, Contreras O, Ghazanfar S, Humphreys DT, Murray NJ, Tran YTH, Hume RD, Chong JJH, Harvey RP. Integration mapping of cardiac fibroblast single-cell transcriptomes elucidates cellular principles of fibrosis in diverse pathologies. SCIENCE ADVANCES 2024; 10:eadk8501. [PMID: 38905342 PMCID: PMC11192082 DOI: 10.1126/sciadv.adk8501] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Accepted: 05/14/2024] [Indexed: 06/23/2024]
Abstract
Single-cell technology has allowed researchers to probe tissue complexity and dynamics at unprecedented depth in health and disease. However, the generation of high-dimensionality single-cell atlases and virtual three-dimensional tissues requires integrated reference maps that harmonize disparate experimental designs, analytical pipelines, and taxonomies. Here, we present a comprehensive single-cell transcriptome integration map of cardiac fibrosis, which underpins pathophysiology in most cardiovascular diseases. Our findings reveal similarity between cardiac fibroblast (CF) identities and dynamics in ischemic versus pressure overload models of cardiomyopathy. We also describe timelines for commitment of activated CFs to proliferation and myofibrogenesis, profibrotic and antifibrotic polarization of myofibroblasts and matrifibrocytes, and CF conservation across mouse and human healthy and diseased hearts. These insights have the potential to inform knowledge-based therapies.
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Affiliation(s)
- Ralph Patrick
- Victor Chang Cardiac Research Institute, Darlinghurst, NSW 2010, Australia
- School of Clinical Medicine, UNSW Sydney, Kensington, NSW 2052, Australia
- Institute for Molecular Bioscience, The University of Queensland, St. Lucia, QLD 4072, Australia
| | - Vaibhao Janbandhu
- Victor Chang Cardiac Research Institute, Darlinghurst, NSW 2010, Australia
- School of Clinical Medicine, UNSW Sydney, Kensington, NSW 2052, Australia
| | | | - Shannon S. M. Tan
- Victor Chang Cardiac Research Institute, Darlinghurst, NSW 2010, Australia
| | - Emily E. McKinna
- Victor Chang Cardiac Research Institute, Darlinghurst, NSW 2010, Australia
- Westmead Institute for Medical Research, The University of Sydney, Westmead, NSW 2145, Australia
| | - Osvaldo Contreras
- Victor Chang Cardiac Research Institute, Darlinghurst, NSW 2010, Australia
- School of Clinical Medicine, UNSW Sydney, Kensington, NSW 2052, Australia
| | - Shila Ghazanfar
- School of Mathematics and Statistics, The University of Sydney, Camperdown, NSW 2006, Australia
- Charles Perkins Centre, The University of Sydney, Camperdown, NSW 2006, Australia
- Sydney Precision Data Science Centre, The University of Sydney, Camperdown, NSW 2006, Australia
| | - David T. Humphreys
- Victor Chang Cardiac Research Institute, Darlinghurst, NSW 2010, Australia
- School of Clinical Medicine, UNSW Sydney, Kensington, NSW 2052, Australia
| | - Nicholas J. Murray
- Victor Chang Cardiac Research Institute, Darlinghurst, NSW 2010, Australia
- School of Clinical Medicine, UNSW Sydney, Kensington, NSW 2052, Australia
| | - Yen T. H. Tran
- Victor Chang Cardiac Research Institute, Darlinghurst, NSW 2010, Australia
| | - Robert D. Hume
- Westmead Institute for Medical Research, The University of Sydney, Westmead, NSW 2145, Australia
- School of Medical Science, The University of Sydney, Camperdown, NSW 2006, Australia
- Centre for Heart Failure and Diseases of the Aorta, The Baird Institute, Sydney, NSW 2042, Australia
| | - James J. H. Chong
- Westmead Institute for Medical Research, The University of Sydney, Westmead, NSW 2145, Australia
- Department of Cardiology, Westmead Hospital, Westmead, NSW 2145, Australia
| | - Richard P. Harvey
- Victor Chang Cardiac Research Institute, Darlinghurst, NSW 2010, Australia
- School of Clinical Medicine, UNSW Sydney, Kensington, NSW 2052, Australia
- School of Biotechnology and Biomolecular Science, UNSW Sydney, Kensington, NSW 2052, Australia
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13
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Alcaide P, Kallikourdis M, Emig R, Prabhu SD. Myocardial Inflammation in Heart Failure With Reduced and Preserved Ejection Fraction. Circ Res 2024; 134:1752-1766. [PMID: 38843295 PMCID: PMC11160997 DOI: 10.1161/circresaha.124.323659] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/09/2024]
Abstract
Heart failure (HF) is characterized by a progressive decline in cardiac function and represents one of the largest health burdens worldwide. Clinically, 2 major types of HF are distinguished based on the left ventricular ejection fraction (EF): HF with reduced EF and HF with preserved EF. While both types share several risk factors and features of adverse cardiac remodeling, unique hallmarks beyond ejection fraction that distinguish these etiologies also exist. These differences may explain the fact that approved therapies for HF with reduced EF are largely ineffective in patients suffering from HF with preserved EF. Improving our understanding of the distinct cellular and molecular mechanisms is crucial for the development of better treatment strategies. This article reviews the knowledge of the immunologic mechanisms underlying HF with reduced and preserved EF and discusses how the different immune profiles elicited may identify attractive therapeutic targets for these conditions. We review the literature on the reported mechanisms of adverse cardiac remodeling in HF with reduced and preserved EF, as well as the immune mechanisms involved. We discuss how the knowledge gained from preclinical models of the complex syndrome of HF as well as from clinical data obtained from patients may translate to a better understanding of HF and result in specific treatments for these conditions in humans.
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Affiliation(s)
- Pilar Alcaide
- Department of Immunology, Tufts University School of Medicine, Boston MA
| | - Marinos Kallikourdis
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele (Milan), Italy and Adaptive Immunity Laboratory, IRCCS Humanitas Research Hospital, Rozzano (Milan), Italy
| | - Ramona Emig
- Department of Immunology, Tufts University School of Medicine, Boston MA
| | - Sumanth D. Prabhu
- Division of Cardiology, Department of Medicine, Washington University School of Medicine, Saint Louis, MO
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14
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Linna-Kuosmanen S, Schmauch E, Galani K, Ojanen J, Boix CA, Örd T, Toropainen A, Singha PK, Moreau PR, Harju K, Blazeski A, Segerstolpe Å, Lahtinen V, Hou L, Kang K, Meibalan E, Agudelo LZ, Kokki H, Halonen J, Jalkanen J, Gunn J, MacRae CA, Hollmén M, Hartikainen JEK, Kaikkonen MU, García-Cardeña G, Tavi P, Kiviniemi T, Kellis M. Transcriptomic and spatial dissection of human ex vivo right atrial tissue reveals proinflammatory microvascular changes in ischemic heart disease. Cell Rep Med 2024; 5:101556. [PMID: 38776872 PMCID: PMC11148807 DOI: 10.1016/j.xcrm.2024.101556] [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: 02/02/2023] [Revised: 11/27/2023] [Accepted: 04/16/2024] [Indexed: 05/25/2024]
Abstract
Cardiovascular disease plays a central role in the electrical and structural remodeling of the right atrium, predisposing to arrhythmias, heart failure, and sudden death. Here, we dissect with single-nuclei RNA sequencing (snRNA-seq) and spatial transcriptomics the gene expression changes in the human ex vivo right atrial tissue and pericardial fluid in ischemic heart disease, myocardial infarction, and ischemic and non-ischemic heart failure using asymptomatic patients with valvular disease who undergo preventive surgery as the control group. We reveal substantial differences in disease-associated gene expression in all cell types, collectively suggesting inflammatory microvascular dysfunction and changes in the right atrial tissue composition as the valvular and vascular diseases progress into heart failure. The data collectively suggest that investigation of human cardiovascular disease should expand to all functionally important parts of the heart, which may help us to identify mechanisms promoting more severe types of the disease.
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Affiliation(s)
- Suvi Linna-Kuosmanen
- Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; A. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, 70211 Kuopio, Finland.
| | - Eloi Schmauch
- Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; A. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, 70211 Kuopio, Finland
| | - Kyriakitsa Galani
- Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Johannes Ojanen
- Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; A. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, 70211 Kuopio, Finland
| | - Carles A Boix
- Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Tiit Örd
- A. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, 70211 Kuopio, Finland
| | - Anu Toropainen
- A. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, 70211 Kuopio, Finland
| | - Prosanta K Singha
- A. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, 70211 Kuopio, Finland
| | - Pierre R Moreau
- A. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, 70211 Kuopio, Finland
| | - Kristiina Harju
- A. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, 70211 Kuopio, Finland
| | - Adriana Blazeski
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Center for Excellence in Vascular Biology, Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA
| | - Åsa Segerstolpe
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Veikko Lahtinen
- Heart Center, Turku University Hospital, 20521 Turku, Finland; MediCity Research Laboratories and InFLAMES Flagship, University of Turku, 20500 Turku, Finland
| | - Lei Hou
- Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Kai Kang
- Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Elamaran Meibalan
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Center for Excellence in Vascular Biology, Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA
| | - Leandro Z Agudelo
- Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Hannu Kokki
- School of Medicine, University of Eastern Finland, 70211 Kuopio, Finland
| | - Jari Halonen
- School of Medicine, University of Eastern Finland, 70211 Kuopio, Finland; Heart Center, Kuopio University Hospital, 70200 Kuopio, Finland
| | - Juho Jalkanen
- MediCity Research Laboratories and InFLAMES Flagship, University of Turku, 20500 Turku, Finland
| | - Jarmo Gunn
- Heart Center, Turku University Hospital, 20521 Turku, Finland; Department of Medicine, University of Turku, 20500 Turku, Finland
| | - Calum A MacRae
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA; Cardiovascular Medicine and Network Medicine Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA; Harvard Stem Cell Institute, Cambridge, MA 02138, USA
| | - Maija Hollmén
- MediCity Research Laboratories and InFLAMES Flagship, University of Turku, 20500 Turku, Finland
| | - Juha E K Hartikainen
- School of Medicine, University of Eastern Finland, 70211 Kuopio, Finland; Heart Center, Kuopio University Hospital, 70200 Kuopio, Finland
| | - Minna U Kaikkonen
- A. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, 70211 Kuopio, Finland
| | - Guillermo García-Cardeña
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Center for Excellence in Vascular Biology, Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA; Harvard Stem Cell Institute, Cambridge, MA 02138, USA
| | - Pasi Tavi
- A. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, 70211 Kuopio, Finland
| | - Tuomas Kiviniemi
- Heart Center, Turku University Hospital, 20521 Turku, Finland; Department of Medicine, University of Turku, 20500 Turku, Finland; Cardiovascular Medicine and Network Medicine Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Manolis Kellis
- Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
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15
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Chen L, Li H, Liu X, Zhang N, Wang K, Shi A, Gao H, Akdis D, Saguner AM, Xu X, Osto E, Van de Veen W, Li G, Bayés-Genís A, Duru F, Song J, Li X, Hu S. PBX/Knotted 1 homeobox-2 (PKNOX2) is a novel regulator of myocardial fibrosis. Signal Transduct Target Ther 2024; 9:94. [PMID: 38644381 PMCID: PMC11033280 DOI: 10.1038/s41392-024-01804-5] [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: 03/14/2023] [Revised: 02/08/2024] [Accepted: 03/13/2024] [Indexed: 04/23/2024] Open
Abstract
Much effort has been made to uncover the cellular heterogeneities of human hearts by single-nucleus RNA sequencing. However, the cardiac transcriptional regulation networks have not been systematically described because of the limitations in detecting transcription factors. In this study, we optimized a pipeline for isolating nuclei and conducting single-nucleus RNA sequencing targeted to detect a higher number of cell signal genes and an optimal number of transcription factors. With this unbiased protocol, we characterized the cellular composition of healthy human hearts and investigated the transcriptional regulation networks involved in determining the cellular identities and functions of the main cardiac cell subtypes. Particularly in fibroblasts, a novel regulator, PKNOX2, was identified as being associated with physiological fibroblast activation in healthy hearts. To validate the roles of these transcription factors in maintaining homeostasis, we used single-nucleus RNA-sequencing analysis of transplanted failing hearts focusing on fibroblast remodelling. The trajectory analysis suggested that PKNOX2 was abnormally decreased from fibroblast activation to pathological myofibroblast formation. Both gain- and loss-of-function in vitro experiments demonstrated the inhibitory role of PKNOX2 in pathological fibrosis remodelling. Moreover, fibroblast-specific overexpression and knockout of PKNOX2 in a heart failure mouse model induced by transverse aortic constriction surgery significantly improved and aggravated myocardial fibrosis, respectively. In summary, this study established a high-quality pipeline for single-nucleus RNA-sequencing analysis of heart muscle. With this optimized protocol, we described the transcriptional regulation networks of the main cardiac cell subtypes and identified PKNOX2 as a novel regulator in suppressing fibrosis and a potential therapeutic target for future translational studies.
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Affiliation(s)
- Liang Chen
- State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, P. R. China
| | - Haotong Li
- State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, P. R. China
| | - Xiaorui Liu
- State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, P. R. China
| | - Ningning Zhang
- State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, P. R. China
| | - Kui Wang
- School of Statistics and Data Science, Nankai University, Tianjin, China
| | - Anteng Shi
- State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, P. R. China
| | - Hang Gao
- State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, P. R. China
| | - Deniz Akdis
- Department of Cardiology, University Heart Center, University Hospital Zurich and University of Zurich, Zurich, Switzerland
| | - Ardan M Saguner
- Department of Cardiology, University Heart Center, University Hospital Zurich and University of Zurich, Zurich, Switzerland
| | - Xinjie Xu
- State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, P. R. China
| | - Elena Osto
- Department of Cardiology, University Heart Center, University Hospital Zurich and University of Zurich, Zurich, Switzerland
- Institute for Clinical Chemistry, University Hospital Zurich and University of Zürich, Zurich, Switzerland
| | - Willem Van de Veen
- Swiss Institute of Allergy and Asthma Research (SIAF), University of Zurich, Davos, Switzerland
| | - Guangyu Li
- State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, P. R. China
| | - Antoni Bayés-Genís
- Heart Institute, Hospital Universitari Germans Trias i Pujol, Badalona, CIBERCV, Spain
| | - Firat Duru
- Department of Cardiology, University Heart Center, University Hospital Zurich and University of Zurich, Zurich, Switzerland
| | - Jiangping Song
- State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, P. R. China.
| | - Xiangjie Li
- State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, P. R. China.
| | - Shengshou Hu
- State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, P. R. China.
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16
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Shumliakivska M, Luxán G, Hemmerling I, Scheller M, Li X, Müller-Tidow C, Schuhmacher B, Sun Z, Dendorfer A, Debes A, Glaser SF, Muhly-Reinholz M, Kirschbaum K, Hoffmann J, Nagel E, Puntmann VO, Cremer S, Leuschner F, Abplanalp WT, John D, Zeiher AM, Dimmeler S. DNMT3A clonal hematopoiesis-driver mutations induce cardiac fibrosis by paracrine activation of fibroblasts. Nat Commun 2024; 15:606. [PMID: 38242884 PMCID: PMC10799021 DOI: 10.1038/s41467-023-43003-w] [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: 12/23/2022] [Accepted: 10/27/2023] [Indexed: 01/21/2024] Open
Abstract
Hematopoietic mutations in epigenetic regulators like DNA methyltransferase 3 alpha (DNMT3A), play a pivotal role in driving clonal hematopoiesis of indeterminate potential (CHIP), and are associated with unfavorable outcomes in patients suffering from heart failure (HF). However, the precise interactions between CHIP-mutated cells and other cardiac cell types remain unknown. Here, we identify fibroblasts as potential partners in interactions with CHIP-mutated monocytes. We used combined transcriptomic data derived from peripheral blood mononuclear cells of HF patients, both with and without CHIP, and cardiac tissue. We demonstrate that inactivation of DNMT3A in macrophages intensifies interactions with cardiac fibroblasts and increases cardiac fibrosis. DNMT3A inactivation amplifies the release of heparin-binding epidermal growth factor-like growth factor, thereby facilitating activation of cardiac fibroblasts. These findings identify a potential pathway of DNMT3A CHIP-driver mutations to the initiation and progression of HF and may also provide a compelling basis for the development of innovative anti-fibrotic strategies.
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Affiliation(s)
- Mariana Shumliakivska
- Institute for Cardiovascular Regeneration, Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590, Frankfurt am Main, Germany
- German Center of Cardiovascular Research (DZHK), Partner Site Rhine/Main, 60439, Frankfurt am Main, Germany
- Cardiopulmonary Institute (CPI), 60590, Frankfurt, Germany
| | - Guillermo Luxán
- Institute for Cardiovascular Regeneration, Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590, Frankfurt am Main, Germany
- German Center of Cardiovascular Research (DZHK), Partner Site Rhine/Main, 60439, Frankfurt am Main, Germany
- Cardiopulmonary Institute (CPI), 60590, Frankfurt, Germany
| | - Inga Hemmerling
- Department of Internal Medicine III, University Hospital Heidelberg, University of Heidelberg, Im Neuenheimer Feld 410, 69120, Heidelberg, Germany
- German Center of Cardiovascular Research (DZHK), Partner Site Heidelberg/Mannheim, 69120, Heidelberg, Germany
| | - Marina Scheller
- Department of Medicine V, Hematology, Oncology and Rheumatology, University of Heidelberg, Im Neuenheimer Feld 410, 69120, Heidelberg, Germany
| | - Xue Li
- Department of Internal Medicine III, University Hospital Heidelberg, University of Heidelberg, Im Neuenheimer Feld 410, 69120, Heidelberg, Germany
- German Center of Cardiovascular Research (DZHK), Partner Site Heidelberg/Mannheim, 69120, Heidelberg, Germany
| | - Carsten Müller-Tidow
- Department of Medicine V, Hematology, Oncology and Rheumatology, University of Heidelberg, Im Neuenheimer Feld 410, 69120, Heidelberg, Germany
| | - Bianca Schuhmacher
- Institute for Cardiovascular Regeneration, Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590, Frankfurt am Main, Germany
| | - Zhengwu Sun
- Walter-Brendel-Centre of Experimental Medicine, Hospital of the Ludwig-Maximilians-University Munich, Marchioninistraße 68, 81377, München, Germany
| | - Andreas Dendorfer
- Walter-Brendel-Centre of Experimental Medicine, Hospital of the Ludwig-Maximilians-University Munich, Marchioninistraße 68, 81377, München, Germany
| | - Alisa Debes
- Institute for Cardiovascular Regeneration, Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590, Frankfurt am Main, Germany
| | - Simone-Franziska Glaser
- Institute for Cardiovascular Regeneration, Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590, Frankfurt am Main, Germany
- German Center of Cardiovascular Research (DZHK), Partner Site Rhine/Main, 60439, Frankfurt am Main, Germany
- Cardiopulmonary Institute (CPI), 60590, Frankfurt, Germany
| | - Marion Muhly-Reinholz
- Institute for Cardiovascular Regeneration, Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590, Frankfurt am Main, Germany
| | - Klara Kirschbaum
- Department of Medicine, Cardiology, University Hospital Frankfurt, Theodor-Stern-Kai 7, 60590, Frankfurt am Main, Germany
| | - Jedrzej Hoffmann
- German Center of Cardiovascular Research (DZHK), Partner Site Rhine/Main, 60439, Frankfurt am Main, Germany
- Institute of Experimental and Translational Cardiovascular Imaging, Centre for Cardiovascular Imaging, University Hospital Frankfurt, Theodor-Stern-Kai 7, 60590, Frankfurt am Main, Germany
| | - Eike Nagel
- German Center of Cardiovascular Research (DZHK), Partner Site Rhine/Main, 60439, Frankfurt am Main, Germany
- Institute of Experimental and Translational Cardiovascular Imaging, Centre for Cardiovascular Imaging, University Hospital Frankfurt, Theodor-Stern-Kai 7, 60590, Frankfurt am Main, Germany
| | - Valentina O Puntmann
- German Center of Cardiovascular Research (DZHK), Partner Site Rhine/Main, 60439, Frankfurt am Main, Germany
- Institute of Experimental and Translational Cardiovascular Imaging, Centre for Cardiovascular Imaging, University Hospital Frankfurt, Theodor-Stern-Kai 7, 60590, Frankfurt am Main, Germany
| | - Sebastian Cremer
- Institute for Cardiovascular Regeneration, Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590, Frankfurt am Main, Germany
- German Center of Cardiovascular Research (DZHK), Partner Site Rhine/Main, 60439, Frankfurt am Main, Germany
- Cardiopulmonary Institute (CPI), 60590, Frankfurt, Germany
- Department of Medicine, Cardiology, University Hospital Frankfurt, Theodor-Stern-Kai 7, 60590, Frankfurt am Main, Germany
| | - Florian Leuschner
- Department of Internal Medicine III, University Hospital Heidelberg, University of Heidelberg, Im Neuenheimer Feld 410, 69120, Heidelberg, Germany
- German Center of Cardiovascular Research (DZHK), Partner Site Heidelberg/Mannheim, 69120, Heidelberg, Germany
| | - Wesley Tyler Abplanalp
- Institute for Cardiovascular Regeneration, Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590, Frankfurt am Main, Germany
- German Center of Cardiovascular Research (DZHK), Partner Site Rhine/Main, 60439, Frankfurt am Main, Germany
- Cardiopulmonary Institute (CPI), 60590, Frankfurt, Germany
| | - David John
- Institute for Cardiovascular Regeneration, Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590, Frankfurt am Main, Germany
- Cardiopulmonary Institute (CPI), 60590, Frankfurt, Germany
| | - Andreas M Zeiher
- Institute for Cardiovascular Regeneration, Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590, Frankfurt am Main, Germany
- German Center of Cardiovascular Research (DZHK), Partner Site Rhine/Main, 60439, Frankfurt am Main, Germany
- Cardiopulmonary Institute (CPI), 60590, Frankfurt, Germany
| | - Stefanie Dimmeler
- Institute for Cardiovascular Regeneration, Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590, Frankfurt am Main, Germany.
- German Center of Cardiovascular Research (DZHK), Partner Site Rhine/Main, 60439, Frankfurt am Main, Germany.
- Cardiopulmonary Institute (CPI), 60590, Frankfurt, Germany.
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17
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Jurado MR, Tombor LS, Arsalan M, Holubec T, Emrich F, Walther T, Abplanalp W, Fischer A, Zeiher AM, Schulz MH, Dimmeler S, John D. Improved integration of single-cell transcriptome data demonstrates common and unique signatures of heart failure in mice and humans. Gigascience 2024; 13:giae011. [PMID: 38573186 PMCID: PMC10993718 DOI: 10.1093/gigascience/giae011] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 01/17/2024] [Accepted: 03/06/2024] [Indexed: 04/05/2024] Open
Abstract
BACKGROUND Cardiovascular research heavily relies on mouse (Mus musculus) models to study disease mechanisms and to test novel biomarkers and medications. Yet, applying these results to patients remains a major challenge and often results in noneffective drugs. Therefore, it is an open challenge of translational science to develop models with high similarities and predictive value. This requires a comparison of disease models in mice with diseased tissue derived from humans. RESULTS To compare the transcriptional signatures at single-cell resolution, we implemented an integration pipeline called OrthoIntegrate, which uniquely assigns orthologs and therewith merges single-cell RNA sequencing (scRNA-seq) RNA of different species. The pipeline has been designed to be as easy to use and is fully integrable in the standard Seurat workflow.We applied OrthoIntegrate on scRNA-seq from cardiac tissue of heart failure patients with reduced ejection fraction (HFrEF) and scRNA-seq from the mice after chronic infarction, which is a commonly used mouse model to mimic HFrEF. We discovered shared and distinct regulatory pathways between human HFrEF patients and the corresponding mouse model. Overall, 54% of genes were commonly regulated, including major changes in cardiomyocyte energy metabolism. However, several regulatory pathways (e.g., angiogenesis) were specifically regulated in humans. CONCLUSIONS The demonstration of unique pathways occurring in humans indicates limitations on the comparability between mice models and human HFrEF and shows that results from the mice model should be validated carefully. OrthoIntegrate is publicly accessible (https://github.com/MarianoRuzJurado/OrthoIntegrate) and can be used to integrate other large datasets to provide a general comparison of models with patient data.
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Affiliation(s)
- Mariano Ruz Jurado
- Institute of Cardiovascular Regeneration, Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
- German Centre for Cardiovascular Research (DZHK), 60590 Frankfurt am Main, Germany
- Cardio-Pulmonary Institute (CPI), Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
| | - Lukas S Tombor
- Institute of Cardiovascular Regeneration, Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
- German Centre for Cardiovascular Research (DZHK), 60590 Frankfurt am Main, Germany
| | - Mani Arsalan
- Department of Cardiovascular Surgery, Goethe University Hospital, 60590 Frankfurt am Main, Germany
| | - Tomas Holubec
- Department of Cardiovascular Surgery, Goethe University Hospital, 60590 Frankfurt am Main, Germany
| | - Fabian Emrich
- Department of Cardiovascular Surgery, Goethe University Hospital, 60590 Frankfurt am Main, Germany
| | - Thomas Walther
- German Centre for Cardiovascular Research (DZHK), 60590 Frankfurt am Main, Germany
- Cardio-Pulmonary Institute (CPI), Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
- Department of Cardiovascular Surgery, Goethe University Hospital, 60590 Frankfurt am Main, Germany
| | - Wesley Abplanalp
- Institute of Cardiovascular Regeneration, Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
- German Centre for Cardiovascular Research (DZHK), 60590 Frankfurt am Main, Germany
- Cardio-Pulmonary Institute (CPI), Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
| | - Ariane Fischer
- Institute of Cardiovascular Regeneration, Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
| | - Andreas M Zeiher
- Institute of Cardiovascular Regeneration, Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
- German Centre for Cardiovascular Research (DZHK), 60590 Frankfurt am Main, Germany
- Cardio-Pulmonary Institute (CPI), Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
| | - Marcel H Schulz
- Institute of Cardiovascular Regeneration, Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
- German Centre for Cardiovascular Research (DZHK), 60590 Frankfurt am Main, Germany
- Cardio-Pulmonary Institute (CPI), Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
| | - Stefanie Dimmeler
- Institute of Cardiovascular Regeneration, Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
- German Centre for Cardiovascular Research (DZHK), 60590 Frankfurt am Main, Germany
- Cardio-Pulmonary Institute (CPI), Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
| | - David John
- Institute of Cardiovascular Regeneration, Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
- German Centre for Cardiovascular Research (DZHK), 60590 Frankfurt am Main, Germany
- Cardio-Pulmonary Institute (CPI), Goethe University Frankfurt, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
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18
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Telesca M, Donniacuo M, Bellocchio G, Riemma MA, Mele E, Dell’Aversana C, Sgueglia G, Cianflone E, Cappetta D, Torella D, Altucci L, Castaldo G, Rossi F, Berrino L, Urbanek K, De Angelis A. Initial Phase of Anthracycline Cardiotoxicity Involves Cardiac Fibroblasts Activation and Metabolic Switch. Cancers (Basel) 2023; 16:53. [PMID: 38201480 PMCID: PMC10778158 DOI: 10.3390/cancers16010053] [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: 09/28/2023] [Revised: 12/12/2023] [Accepted: 12/15/2023] [Indexed: 01/12/2024] Open
Abstract
The application of doxorubicin (DOX) is hampered by cardiotoxicity, with diastolic dysfunction as the earliest manifestation. Fibrosis leads to impaired relaxation, but the mechanisms that operate shortly after DOX exposure are not clear. We asked whether the activation of cardiac fibroblasts (CFs) anticipates myocardial dysfunction and evaluated the effects of DOX on CF metabolism. CFs were isolated from the hearts of rats after the first injection of DOX. In another experiment, CFs were exposed to DOX in vitro. Cell phenotype and metabolism were determined. Early effects of DOX consisted of diastolic dysfunction and unchanged ejection fraction. Markers of pro-fibrotic remodeling and evidence of CF transformation were present immediately after treatment completion. Oxygen consumption rate and extracellular acidification revealed an increased metabolic activity of CFs and a switch to glycolytic energy production. These effects were consistent in CFs isolated from the hearts of DOX-treated animals and in naïve CFs exposed to DOX in vitro. The metabolic switch was paralleled with the phenotype change of CFs that upregulated markers of myofibroblast differentiation and the activation of pro-fibrotic signaling. In conclusion, the metabolic switch and activation of CFs anticipate DOX-induced damage and represent a novel target in the early phase of anthracycline cardiomyopathy.
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Affiliation(s)
- Marialucia Telesca
- Department of Experimental Medicine, University of Campania “Luigi Vanvitelli”, Via Costantinopoli 16, 80138 Naples, Italy; (M.T.); (M.D.); (G.B.); (M.A.R.); (E.M.); (F.R.); (L.B.); (A.D.A.)
| | - Maria Donniacuo
- Department of Experimental Medicine, University of Campania “Luigi Vanvitelli”, Via Costantinopoli 16, 80138 Naples, Italy; (M.T.); (M.D.); (G.B.); (M.A.R.); (E.M.); (F.R.); (L.B.); (A.D.A.)
| | - Gabriella Bellocchio
- Department of Experimental Medicine, University of Campania “Luigi Vanvitelli”, Via Costantinopoli 16, 80138 Naples, Italy; (M.T.); (M.D.); (G.B.); (M.A.R.); (E.M.); (F.R.); (L.B.); (A.D.A.)
| | - Maria Antonietta Riemma
- Department of Experimental Medicine, University of Campania “Luigi Vanvitelli”, Via Costantinopoli 16, 80138 Naples, Italy; (M.T.); (M.D.); (G.B.); (M.A.R.); (E.M.); (F.R.); (L.B.); (A.D.A.)
| | - Elena Mele
- Department of Experimental Medicine, University of Campania “Luigi Vanvitelli”, Via Costantinopoli 16, 80138 Naples, Italy; (M.T.); (M.D.); (G.B.); (M.A.R.); (E.M.); (F.R.); (L.B.); (A.D.A.)
| | - Carmela Dell’Aversana
- Department of Precision Medicine, University of Campania “Luigi Vanvitelli”, Via Costantinopoli 16, 80138 Naples, Italy; (C.D.); (G.S.); (L.A.)
- BIOGEM, Via Camporeale, 83031 Ariano Irpino, Italy
| | - Giulia Sgueglia
- Department of Precision Medicine, University of Campania “Luigi Vanvitelli”, Via Costantinopoli 16, 80138 Naples, Italy; (C.D.); (G.S.); (L.A.)
| | - Eleonora Cianflone
- Department of Medical and Surgical Sciences, Magna Graecia University, Viale Europa, 88100 Catanzaro, Italy;
| | - Donato Cappetta
- Department of Biological and Environmental Sciences and Technologies, University of Salento, Via Lecce-Monteroni, 73047 Lecce, Italy;
| | - Daniele Torella
- Department of Experimental and Clinical Medicine, Magna Graecia University, 88100 Catanzaro, Italy;
| | - Lucia Altucci
- Department of Precision Medicine, University of Campania “Luigi Vanvitelli”, Via Costantinopoli 16, 80138 Naples, Italy; (C.D.); (G.S.); (L.A.)
- BIOGEM, Via Camporeale, 83031 Ariano Irpino, Italy
- Institute of Experimental Endocrinology and Oncology “Gaetano Salvatore” (IEOS)-National Research Council (CNR), 80131 Naples, Italy
| | - Giuseppe Castaldo
- Department of Molecular Medicine and Medical Biotechnologies, University of Naples “Federico II”, Via A. Pansini 5, 80131 Naples, Italy;
- CEINGE-Advanced Biotechnologies “Franco Salvatore”, Via G. Salvatore 486, 80131 Naples, Italy
| | - Francesco Rossi
- Department of Experimental Medicine, University of Campania “Luigi Vanvitelli”, Via Costantinopoli 16, 80138 Naples, Italy; (M.T.); (M.D.); (G.B.); (M.A.R.); (E.M.); (F.R.); (L.B.); (A.D.A.)
| | - Liberato Berrino
- Department of Experimental Medicine, University of Campania “Luigi Vanvitelli”, Via Costantinopoli 16, 80138 Naples, Italy; (M.T.); (M.D.); (G.B.); (M.A.R.); (E.M.); (F.R.); (L.B.); (A.D.A.)
| | - Konrad Urbanek
- Department of Molecular Medicine and Medical Biotechnologies, University of Naples “Federico II”, Via A. Pansini 5, 80131 Naples, Italy;
- CEINGE-Advanced Biotechnologies “Franco Salvatore”, Via G. Salvatore 486, 80131 Naples, Italy
| | - Antonella De Angelis
- Department of Experimental Medicine, University of Campania “Luigi Vanvitelli”, Via Costantinopoli 16, 80138 Naples, Italy; (M.T.); (M.D.); (G.B.); (M.A.R.); (E.M.); (F.R.); (L.B.); (A.D.A.)
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19
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Kattih B, Boeckling F, Shumliakivska M, Tombor L, Rasper T, Schmitz K, Hoffmann J, Nicin L, Abplanalp WT, Carstens DC, Arsalan M, Emrich F, Holubec T, Walther T, Puntmann VO, Nagel E, John D, Zeiher AM, Dimmeler S. Single-nuclear transcriptome profiling identifies persistent fibroblast activation in hypertrophic and failing human hearts of patients with longstanding disease. Cardiovasc Res 2023; 119:2550-2562. [PMID: 37648651 DOI: 10.1093/cvr/cvad140] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/19/2022] [Revised: 06/08/2023] [Accepted: 06/24/2023] [Indexed: 09/01/2023] Open
Abstract
AIMS Cardiac fibrosis drives the progression of heart failure in ischaemic and hypertrophic cardiomyopathy. Therefore, the development of specific anti-fibrotic treatment regimens to counteract cardiac fibrosis is of high clinical relevance. Hence, this study examined the presence of persistent fibroblast activation during longstanding human heart disease at a single-cell resolution to identify putative therapeutic targets to counteract pathological cardiac fibrosis in patients. METHODS AND RESULTS We used single-nuclei RNA sequencing with human tissues from two samples of one healthy donor, and five hypertrophic and two failing hearts. Unsupervised sub-clustering of 7110 nuclei led to the identification of 7 distinct fibroblast clusters. De-convolution of cardiac fibroblast heterogeneity revealed a distinct population of human cardiac fibroblasts with a molecular signature of persistent fibroblast activation and a transcriptional switch towards a pro-fibrotic extra-cellular matrix composition in patients with established cardiac hypertrophy and heart failure. This sub-cluster was characterized by high expression of POSTN, RUNX1, CILP, and a target gene adipocyte enhancer-binding protein 1 (AEBP1) (all P < 0.001). Strikingly, elevated circulating AEBP1 blood level were also detected in a validation cohort of patients with confirmed cardiac fibrosis and hypertrophic cardiomyopathy by cardiac magnetic resonance imaging (P < 0.01). Since endogenous AEBP1 expression was increased in patients with established cardiac hypertrophy and heart failure, we assessed the functional consequence of siRNA-mediated AEBP1 silencing in human cardiac fibroblasts. Indeed, AEBP1 silencing reduced proliferation, migration, and fibroblast contractile capacity and α-SMA gene expression, which is a hallmark of fibroblast activation (all P < 0.05). Mechanistically, the anti-fibrotic effects of AEBP1 silencing were linked to transforming growth factor-beta pathway modulation. CONCLUSION Together, this study identifies persistent fibroblast activation in patients with longstanding heart disease, which might be detected by circulating AEBP1 and therapeutically modulated by its targeted silencing in human cardiac fibroblasts.
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Affiliation(s)
- Badder Kattih
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
- Goethe University Frankfurt, University Hospital, Department of Cardiology, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
- German Centre for Cardiovascular Research, Partner Site Rhine-Main, 60590 Frankfurt am Main, Germany
| | - Felicitas Boeckling
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
- Goethe University Frankfurt, University Hospital, Department of Cardiology, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
- German Centre for Cardiovascular Research, Partner Site Rhine-Main, 60590 Frankfurt am Main, Germany
| | - Mariana Shumliakivska
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
- German Centre for Cardiovascular Research, Partner Site Rhine-Main, 60590 Frankfurt am Main, Germany
| | - Lukas Tombor
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
| | - Tina Rasper
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
| | - Katja Schmitz
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
- German Centre for Cardiovascular Research, Partner Site Rhine-Main, 60590 Frankfurt am Main, Germany
| | - Jedrzej Hoffmann
- German Centre for Cardiovascular Research, Partner Site Rhine-Main, 60590 Frankfurt am Main, Germany
- Goethe University Frankfurt, University Hospital, Centre for Cardiovascular Imaging, Institute of Experimental and Translational Cardiovascular Imaging, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
| | - Luka Nicin
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
| | - Wesley T Abplanalp
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
| | - Daniel C Carstens
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
- German Centre for Cardiovascular Research, Partner Site Rhine-Main, 60590 Frankfurt am Main, Germany
| | - Mani Arsalan
- Goethe University Frankfurt, University Hospital, Department of Cardiovascular Surgery, Theodor-Stern-Kai 7, Frankfurt 60590, Germany
| | - Fabian Emrich
- Goethe University Frankfurt, University Hospital, Department of Cardiovascular Surgery, Theodor-Stern-Kai 7, Frankfurt 60590, Germany
| | - Tomas Holubec
- Goethe University Frankfurt, University Hospital, Department of Cardiovascular Surgery, Theodor-Stern-Kai 7, Frankfurt 60590, Germany
| | - Thomas Walther
- Goethe University Frankfurt, University Hospital, Department of Cardiovascular Surgery, Theodor-Stern-Kai 7, Frankfurt 60590, Germany
| | - Valentina O Puntmann
- German Centre for Cardiovascular Research, Partner Site Rhine-Main, 60590 Frankfurt am Main, Germany
- Goethe University Frankfurt, University Hospital, Centre for Cardiovascular Imaging, Institute of Experimental and Translational Cardiovascular Imaging, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
| | - Eike Nagel
- German Centre for Cardiovascular Research, Partner Site Rhine-Main, 60590 Frankfurt am Main, Germany
- Goethe University Frankfurt, University Hospital, Centre for Cardiovascular Imaging, Institute of Experimental and Translational Cardiovascular Imaging, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
| | - David John
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
- German Centre for Cardiovascular Research, Partner Site Rhine-Main, 60590 Frankfurt am Main, Germany
| | - Andreas M Zeiher
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
- German Centre for Cardiovascular Research, Partner Site Rhine-Main, 60590 Frankfurt am Main, Germany
| | - Stefanie Dimmeler
- Goethe University Frankfurt, Institute for Cardiovascular Regeneration, Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
- German Centre for Cardiovascular Research, Partner Site Rhine-Main, 60590 Frankfurt am Main, Germany
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20
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Conning-Rowland M, Cubbon RM. Molecular mechanisms of diabetic heart disease: Insights from transcriptomic technologies. Diab Vasc Dis Res 2023; 20:14791641231205428. [PMID: 38116627 PMCID: PMC10734343 DOI: 10.1177/14791641231205428] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/21/2023] Open
Abstract
Over half a billion adults across the world have diabetes mellitus (DM). This has a wide-ranging impact on their health, including more than doubling their risk of major cardiovascular events, in comparison to age-sex matched individuals without DM. Notably, the risk of heart failure is particularly increased, even when coronary artery disease and hypertension are not present. Macro- and micro-vascular complications related to endothelial cell (EC) dysfunction are a systemic feature of DM and can affect the heart. However, it remains unclear to what extent these and other factors underpin myocardial dysfunction and heart failure linked with DM. Use of unbiased 'omics approaches to profile the molecular environment of the heart offers an opportunity to identify novel drivers of cardiac dysfunction in DM. Multiple transcriptomics studies have characterised the whole myocardium or isolated cardiac ECs. We present a systematic summary of relevant studies, which identifies common themes including alterations in both myocardial fatty acid metabolism and inflammation. These findings prompt further research focussed on these processes to validate potentially causal factors for prioritisation into therapeutic development pipelines.
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Affiliation(s)
| | - Richard M Cubbon
- Leeds Institute of Cardiovascular and Metabolic Medicine, University of Leeds, Leeds, UK
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21
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Holmes JB, Lemieux ME, Stelzer JE. Torsional and strain dysfunction precede overt heart failure in a mouse model of dilated cardiomyopathy pathogenesis. Am J Physiol Heart Circ Physiol 2023; 325:H449-H467. [PMID: 37417875 PMCID: PMC10538988 DOI: 10.1152/ajpheart.00130.2023] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Revised: 05/24/2023] [Accepted: 06/28/2023] [Indexed: 07/08/2023]
Abstract
Detailed assessments of whole heart mechanics are crucial for understanding the consequences of sarcomere perturbations that lead to cardiomyopathy in mice. Echocardiography offers an accessible and cost-effective method of obtaining metrics of cardiac function, but the most routine imaging and analysis protocols might not identify subtle mechanical deficiencies. This study aims to use advanced echocardiography imaging and analysis techniques to identify previously unappreciated mechanical deficiencies in a mouse model of dilated cardiomyopathy (DCM) before the onset of overt systolic heart failure (HF). Mice lacking muscle LIM protein expression (MLP-/-) were used to model DCM-linked HF pathogenesis. Left ventricular (LV) function of MLP-/- and wild-type (WT) controls were studied at 3, 6, and 10 wk of age using conventional and four-dimensional (4-D) echocardiography, followed by speckle-tracking analysis to assess torsional and strain mechanics. Mice were also studied with RNA-seq. Although 3-wk-old MLP-/- mice showed normal LV ejection fraction (LVEF), these mice displayed abnormal torsional and strain mechanics alongside reduced β-adrenergic reserve. Transcriptome analysis showed that these defects preceded most molecular markers of HF. However, these markers became upregulated as MLP-/- mice aged and developed overt systolic dysfunction. These findings indicate that subtle deficiencies in LV mechanics, undetected by LVEF and conventional molecular markers, may act as pathogenic stimuli in DCM-linked HF. Using these analyses in future studies will further help connect in vitro measurements of the sarcomere function to whole heart function.NEW & NOTEWORTHY A detailed study of how perturbations to sarcomere proteins impact whole heart mechanics in mouse models is a major yet challenging step in furthering our understanding of cardiovascular pathophysiology. This study uses advanced echocardiographic imaging and analysis techniques to reveal previously unappreciated subclinical whole heart mechanical defects in a mouse model of cardiomyopathy. In doing so, it offers an accessible set of measurements for future studies to use when connecting sarcomere and whole heart function.
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Affiliation(s)
- Joshua B Holmes
- Department of Physiology and Biophysics, Case Western Reserve University, Cleveland, Ohio, United States
| | | | - Julian E Stelzer
- Department of Physiology and Biophysics, Case Western Reserve University, Cleveland, Ohio, United States
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22
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Wagner JUG, Tombor LS, Malacarne PF, Kettenhausen LM, Panthel J, Kujundzic H, Manickam N, Schmitz K, Cipca M, Stilz KA, Fischer A, Muhly-Reinholz M, Abplanalp WT, John D, Mohanta SK, Weber C, Habenicht AJR, Buchmann GK, Angendohr S, Amin E, Scherschel K, Klöcker N, Kelm M, Schüttler D, Clauss S, Günther S, Boettger T, Braun T, Bär C, Pham MD, Krishnan J, Hille S, Müller OJ, Bozoglu T, Kupatt C, Nardini E, Osmanagic-Myers S, Meyer C, Zeiher AM, Brandes RP, Luxán G, Dimmeler S. Aging impairs the neurovascular interface in the heart. Science 2023; 381:897-906. [PMID: 37616346 DOI: 10.1126/science.ade4961] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2022] [Accepted: 07/11/2023] [Indexed: 08/26/2023]
Abstract
Aging is a major risk factor for impaired cardiovascular health. Because the aging myocardium is characterized by microcirculatory dysfunction, and because nerves align with vessels, we assessed the impact of aging on the cardiac neurovascular interface. We report that aging reduces nerve density in the ventricle and dysregulates vascular-derived neuroregulatory genes. Aging down-regulates microRNA 145 (miR-145) and derepresses the neurorepulsive factor semaphorin-3A. miR-145 deletion, which increased Sema3a expression or endothelial Sema3a overexpression, reduced axon density, mimicking the aged-heart phenotype. Removal of senescent cells, which accumulated with chronological age in parallel to the decline in nerve density, rescued age-induced denervation, reversed Sema3a expression, preserved heart rate patterns, and reduced electrical instability. These data suggest that senescence-mediated regulation of nerve density contributes to age-associated cardiac dysfunction.
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Affiliation(s)
- Julian U G Wagner
- Institute of Cardiovascular Regeneration, Centre for Molecular Medicine, Goethe University Frankfurt, 60590 Frankfurt, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Rhein-Main, 60590 Frankfurt, Germany
- Cardiopulmonary Institute (CPI), 60590 Frankfurt, Germany
| | - Lukas S Tombor
- Institute of Cardiovascular Regeneration, Centre for Molecular Medicine, Goethe University Frankfurt, 60590 Frankfurt, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Rhein-Main, 60590 Frankfurt, Germany
- Cardiopulmonary Institute (CPI), 60590 Frankfurt, Germany
| | - Pedro Felipe Malacarne
- Institute for Cardiovascular Physiology, Goethe University Frankfurt, 60590 Frankfurt, Germany
| | - Lisa-Maria Kettenhausen
- Institute of Cardiovascular Regeneration, Centre for Molecular Medicine, Goethe University Frankfurt, 60590 Frankfurt, Germany
| | - Josefine Panthel
- Institute of Cardiovascular Regeneration, Centre for Molecular Medicine, Goethe University Frankfurt, 60590 Frankfurt, Germany
| | - Haris Kujundzic
- Institute of Cardiovascular Regeneration, Centre for Molecular Medicine, Goethe University Frankfurt, 60590 Frankfurt, Germany
| | - Nivethitha Manickam
- Institute of Cardiovascular Regeneration, Centre for Molecular Medicine, Goethe University Frankfurt, 60590 Frankfurt, Germany
- Cardiopulmonary Institute (CPI), 60590 Frankfurt, Germany
| | - Katja Schmitz
- Institute of Cardiovascular Regeneration, Centre for Molecular Medicine, Goethe University Frankfurt, 60590 Frankfurt, Germany
| | - Maria Cipca
- Institute of Cardiovascular Regeneration, Centre for Molecular Medicine, Goethe University Frankfurt, 60590 Frankfurt, Germany
| | - Kathrin A Stilz
- Institute of Cardiovascular Regeneration, Centre for Molecular Medicine, Goethe University Frankfurt, 60590 Frankfurt, Germany
| | - Ariane Fischer
- Institute of Cardiovascular Regeneration, Centre for Molecular Medicine, Goethe University Frankfurt, 60590 Frankfurt, Germany
| | - Marion Muhly-Reinholz
- Institute of Cardiovascular Regeneration, Centre for Molecular Medicine, Goethe University Frankfurt, 60590 Frankfurt, Germany
| | - Wesley T Abplanalp
- Institute of Cardiovascular Regeneration, Centre for Molecular Medicine, Goethe University Frankfurt, 60590 Frankfurt, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Rhein-Main, 60590 Frankfurt, Germany
- Cardiopulmonary Institute (CPI), 60590 Frankfurt, Germany
| | - David John
- Institute of Cardiovascular Regeneration, Centre for Molecular Medicine, Goethe University Frankfurt, 60590 Frankfurt, Germany
| | - Sarajo K Mohanta
- Institute for Cardiovascular Prevention, Ludwig-Maximilians-Universität München (LMU), 80336 Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), 81377 Munich, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Munich, Munich Heart Alliance (MHA), 80802 Munich, Germany
| | - Christian Weber
- Institute for Cardiovascular Prevention, Ludwig-Maximilians-Universität München (LMU), 80336 Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), 81377 Munich, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Munich, Munich Heart Alliance (MHA), 80802 Munich, Germany
- Department of Biochemistry, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University, Maastricht, Netherlands
| | - Andreas J R Habenicht
- Institute for Cardiovascular Prevention, Ludwig-Maximilians-Universität München (LMU), 80336 Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), 81377 Munich, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Munich, Munich Heart Alliance (MHA), 80802 Munich, Germany
| | - Giulia K Buchmann
- Institute for Cardiovascular Physiology, Goethe University Frankfurt, 60590 Frankfurt, Germany
| | - Stephan Angendohr
- Department of Cardiology, Pulmonology and Vascular Medicine, Medical Faculty, Heinrich-Heine-University Düsseldorf, 40225 Düsseldorf, Germany
| | - Ehsan Amin
- Institute of Neural and Sensory Physiology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, 40225 Düsseldorf, Germany
| | - Katharina Scherschel
- Institute of Neural and Sensory Physiology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, 40225 Düsseldorf, Germany
- Division of Cardiology/Angiology/Intensive Care, EVK Düsseldorf, cNEP, cardiac Neuro- and Electrophysiology Research Consortium, 40217 Düsseldorf, Germany
- Cardiovascular Research Institute Düsseldorf (CARID), Medical Faculty and University Hospital of Düsseldorf, Heinrich-Heine University Düsseldorf, 40225 Düsseldorf, Germany
| | - Nikolaj Klöcker
- Institute of Neural and Sensory Physiology, Medical Faculty and University Hospital Düsseldorf, Heinrich-Heine-University Düsseldorf, 40225 Düsseldorf, Germany
| | - Malte Kelm
- Department of Cardiology, Pulmonology and Vascular Medicine, Medical Faculty, Heinrich-Heine-University Düsseldorf, 40225 Düsseldorf, Germany
- Cardiovascular Research Institute Düsseldorf (CARID), Medical Faculty and University Hospital of Düsseldorf, Heinrich-Heine University Düsseldorf, 40225 Düsseldorf, Germany
| | - Dominik Schüttler
- German Center for Cardiovascular Research (DZHK), Partner Site Munich, Munich Heart Alliance (MHA), 80802 Munich, Germany
- Department of Medicine I, University Hospital Munich, Ludwig Maximilian University, 81377 Munich, Germany
- Institute of Surgical Research at the Walter-Brendel-Centre of Experimental Medicine, University Hospital, LMU Munich, 81377 Munich, Germany
- Interfaculty Center for Endocrine and Cardiovascular Disease Network Modelling and Clinical Transfer (ICON), LMU Munich, 80539 Munich, Germany
| | - Sebastian Clauss
- German Center for Cardiovascular Research (DZHK), Partner Site Munich, Munich Heart Alliance (MHA), 80802 Munich, Germany
- Department of Medicine I, University Hospital Munich, Ludwig Maximilian University, 81377 Munich, Germany
- Institute of Surgical Research at the Walter-Brendel-Centre of Experimental Medicine, University Hospital, LMU Munich, 81377 Munich, Germany
- Interfaculty Center for Endocrine and Cardiovascular Disease Network Modelling and Clinical Transfer (ICON), LMU Munich, 80539 Munich, Germany
| | - Stefan Günther
- Cardiopulmonary Institute (CPI), 60590 Frankfurt, Germany
- Max Planck Institute for Heart and Lung Research, 61231 Bad Nauheim, Germany
| | - Thomas Boettger
- German Center for Cardiovascular Research (DZHK), Partner Site Rhein-Main, 60590 Frankfurt, Germany
- Cardiopulmonary Institute (CPI), 60590 Frankfurt, Germany
- Max Planck Institute for Heart and Lung Research, 61231 Bad Nauheim, Germany
| | - Thomas Braun
- German Center for Cardiovascular Research (DZHK), Partner Site Rhein-Main, 60590 Frankfurt, Germany
- Cardiopulmonary Institute (CPI), 60590 Frankfurt, Germany
- Max Planck Institute for Heart and Lung Research, 61231 Bad Nauheim, Germany
| | - Christian Bär
- Institute of Molecular and Translational Therapeutic Strategies (IMTTS), Hannover Medical School, 30625 Hannover, Germany
- REBIRTH-Centre for Translational Regenerative Medicine, Hannover Medical School, 30625 Hannover, Germany
| | - Minh-Duc Pham
- Department of Medicine, Cardiology, Goethe University Hospital, 60590 Frankfurt, Germany
- Genome Biologics, 60590 Frankfurt am Main, Germany
| | - Jaya Krishnan
- Institute of Cardiovascular Regeneration, Centre for Molecular Medicine, Goethe University Frankfurt, 60590 Frankfurt, Germany
- Cardiopulmonary Institute (CPI), 60590 Frankfurt, Germany
- Department of Medicine, Cardiology, Goethe University Hospital, 60590 Frankfurt, Germany
| | - Susanne Hille
- Department of Internal Medicine III, University Hospital Schleswig-Holstein, University of Kiel, 24105 Kiel, Germany
- German Centre for Cardiovascular Research (partner site Hamburg/Kiel/Lübeck), 24105 Kiel, Germany
| | - Oliver J Müller
- Department of Internal Medicine III, University Hospital Schleswig-Holstein, University of Kiel, 24105 Kiel, Germany
- German Centre for Cardiovascular Research (partner site Hamburg/Kiel/Lübeck), 24105 Kiel, Germany
| | - Tarik Bozoglu
- German Center for Cardiovascular Research (DZHK), Partner Site Munich, Munich Heart Alliance (MHA), 80802 Munich, Germany
- Klinik und Poliklinik für Innere Medizin I, University Clinic rechts der Isar, Technical University of Munich, 81675 Munich, Germany
| | - Christian Kupatt
- German Center for Cardiovascular Research (DZHK), Partner Site Munich, Munich Heart Alliance (MHA), 80802 Munich, Germany
- Klinik und Poliklinik für Innere Medizin I, University Clinic rechts der Isar, Technical University of Munich, 81675 Munich, Germany
| | - Eleonora Nardini
- Institute of Medical Chemistry, Center for Pathobiochemistry and Genetics, Medical University of Vienna, A-1090 Vienna, Austria
| | - Selma Osmanagic-Myers
- Institute of Medical Chemistry, Center for Pathobiochemistry and Genetics, Medical University of Vienna, A-1090 Vienna, Austria
| | - Christian Meyer
- Division of Cardiology/Angiology/Intensive Care, EVK Düsseldorf, cNEP, cardiac Neuro- and Electrophysiology Research Consortium, 40217 Düsseldorf, Germany
- Cardiovascular Research Institute Düsseldorf (CARID), Medical Faculty and University Hospital of Düsseldorf, Heinrich-Heine University Düsseldorf, 40225 Düsseldorf, Germany
| | - Andreas M Zeiher
- German Center for Cardiovascular Research (DZHK), Partner Site Rhein-Main, 60590 Frankfurt, Germany
- Cardiopulmonary Institute (CPI), 60590 Frankfurt, Germany
| | - Ralf P Brandes
- German Center for Cardiovascular Research (DZHK), Partner Site Rhein-Main, 60590 Frankfurt, Germany
- Cardiopulmonary Institute (CPI), 60590 Frankfurt, Germany
- Institute for Cardiovascular Physiology, Goethe University Frankfurt, 60590 Frankfurt, Germany
| | - Guillermo Luxán
- Institute of Cardiovascular Regeneration, Centre for Molecular Medicine, Goethe University Frankfurt, 60590 Frankfurt, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Rhein-Main, 60590 Frankfurt, Germany
- Cardiopulmonary Institute (CPI), 60590 Frankfurt, Germany
| | - Stefanie Dimmeler
- Institute of Cardiovascular Regeneration, Centre for Molecular Medicine, Goethe University Frankfurt, 60590 Frankfurt, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Rhein-Main, 60590 Frankfurt, Germany
- Cardiopulmonary Institute (CPI), 60590 Frankfurt, Germany
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23
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Kanemaru K, Cranley J, Muraro D, Miranda AMA, Ho SY, Wilbrey-Clark A, Patrick Pett J, Polanski K, Richardson L, Litvinukova M, Kumasaka N, Qin Y, Jablonska Z, Semprich CI, Mach L, Dabrowska M, Richoz N, Bolt L, Mamanova L, Kapuge R, Barnett SN, Perera S, Talavera-López C, Mulas I, Mahbubani KT, Tuck L, Wang L, Huang MM, Prete M, Pritchard S, Dark J, Saeb-Parsy K, Patel M, Clatworthy MR, Hübner N, Chowdhury RA, Noseda M, Teichmann SA. Spatially resolved multiomics of human cardiac niches. Nature 2023; 619:801-810. [PMID: 37438528 PMCID: PMC10371870 DOI: 10.1038/s41586-023-06311-1] [Citation(s) in RCA: 132] [Impact Index Per Article: 66.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2022] [Accepted: 06/12/2023] [Indexed: 07/14/2023]
Abstract
The function of a cell is defined by its intrinsic characteristics and its niche: the tissue microenvironment in which it dwells. Here we combine single-cell and spatial transcriptomics data to discover cellular niches within eight regions of the human heart. We map cells to microanatomical locations and integrate knowledge-based and unsupervised structural annotations. We also profile the cells of the human cardiac conduction system1. The results revealed their distinctive repertoire of ion channels, G-protein-coupled receptors (GPCRs) and regulatory networks, and implicated FOXP2 in the pacemaker phenotype. We show that the sinoatrial node is compartmentalized, with a core of pacemaker cells, fibroblasts and glial cells supporting glutamatergic signalling. Using a custom CellPhoneDB.org module, we identify trans-synaptic pacemaker cell interactions with glia. We introduce a druggable target prediction tool, drug2cell, which leverages single-cell profiles and drug-target interactions to provide mechanistic insights into the chronotropic effects of drugs, including GLP-1 analogues. In the epicardium, we show enrichment of both IgG+ and IgA+ plasma cells forming immune niches that may contribute to infection defence. Overall, we provide new clarity to cardiac electro-anatomy and immunology, and our suite of computational approaches can be applied to other tissues and organs.
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Affiliation(s)
- Kazumasa Kanemaru
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - James Cranley
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Daniele Muraro
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | | | - Siew Yen Ho
- Cardiac Morphology Unit, Royal Brompton Hospital and Imperial College London, London, UK
| | - Anna Wilbrey-Clark
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Jan Patrick Pett
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Krzysztof Polanski
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Laura Richardson
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Monika Litvinukova
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Natsuhiko Kumasaka
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Yue Qin
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Zuzanna Jablonska
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Claudia I Semprich
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Lukas Mach
- National Heart and Lung Institute, Imperial College London, London, UK
- Royal Brompton Hospital, London, UK
| | - Monika Dabrowska
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Nathan Richoz
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, MRC Laboratory of Molecular Biology, Cambridge, UK
| | - Liam Bolt
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Lira Mamanova
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Rakeshlal Kapuge
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Sam N Barnett
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Shani Perera
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Carlos Talavera-López
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
- Würzburg Institute for Systems Immunology, Max Planck Research Group, Julius-Maximilian-Universität, Würzburg, Germany
| | - Ilaria Mulas
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Krishnaa T Mahbubani
- Department of Surgery, University of Cambridge, and Cambridge Biorepository for Translational Medicine, NIHR Cambridge Biomedical Centre, Cambridge, UK
| | - Liz Tuck
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Lu Wang
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Margaret M Huang
- Department of Surgery, University of Cambridge, and Cambridge Biorepository for Translational Medicine, NIHR Cambridge Biomedical Centre, Cambridge, UK
| | - Martin Prete
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Sophie Pritchard
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - John Dark
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Kourosh Saeb-Parsy
- Department of Surgery, University of Cambridge, and Cambridge Biorepository for Translational Medicine, NIHR Cambridge Biomedical Centre, Cambridge, UK
| | - Minal Patel
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
| | - Menna R Clatworthy
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, MRC Laboratory of Molecular Biology, Cambridge, UK
| | - Norbert Hübner
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
- Charité-Universitätsmedizin, Berlin, Germany
- German Centre for Cardiovascular Research (DZHK), Partner Site Berlin, Berlin, Germany
| | | | - Michela Noseda
- National Heart and Lung Institute, Imperial College London, London, UK.
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK.
- Department of Physics, Cavendish Laboratory, University of Cambridge, Cambridge, UK.
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24
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Miranda AMA, Janbandhu V, Maatz H, Kanemaru K, Cranley J, Teichmann SA, Hübner N, Schneider MD, Harvey RP, Noseda M. Single-cell transcriptomics for the assessment of cardiac disease. Nat Rev Cardiol 2023; 20:289-308. [PMID: 36539452 DOI: 10.1038/s41569-022-00805-7] [Citation(s) in RCA: 45] [Impact Index Per Article: 22.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/03/2022] [Indexed: 12/24/2022]
Abstract
Cardiovascular disease is the leading cause of death globally. An advanced understanding of cardiovascular disease mechanisms is required to improve therapeutic strategies and patient risk stratification. State-of-the-art, large-scale, single-cell and single-nucleus transcriptomics facilitate the exploration of the cardiac cellular landscape at an unprecedented level, beyond its descriptive features, and can further our understanding of the mechanisms of disease and guide functional studies. In this Review, we provide an overview of the technical challenges in the experimental design of single-cell and single-nucleus transcriptomics studies, as well as a discussion of the type of inferences that can be made from the data derived from these studies. Furthermore, we describe novel findings derived from transcriptomics studies for each major cardiac cell type in both health and disease, and from development to adulthood. This Review also provides a guide to interpreting the exhaustive list of newly identified cardiac cell types and states, and highlights the consensus and discordances in annotation, indicating an urgent need for standardization. We describe advanced applications such as integration of single-cell data with spatial transcriptomics to map genes and cells on tissue and define cellular microenvironments that regulate homeostasis and disease progression. Finally, we discuss current and future translational and clinical implications of novel transcriptomics approaches, and provide an outlook of how these technologies will change the way we diagnose and treat heart disease.
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Affiliation(s)
| | - Vaibhao Janbandhu
- Victor Chang Cardiac Research Institute, Sydney, NSW, Australia
- School of Clinical Medicine, Faculty of Medicine, UNSW Sydney, Sydney, NSW, Australia
| | - Henrike Maatz
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany
| | - Kazumasa Kanemaru
- Cellular Genetics Programme, Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - James Cranley
- Cellular Genetics Programme, Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Sarah A Teichmann
- Cellular Genetics Programme, Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- Deptartment of Physics, Cavendish Laboratory, University of Cambridge, Cambridge, UK
| | - Norbert Hübner
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany
- Charite-Universitätsmedizin Berlin, Berlin, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Berlin, Berlin, Germany
| | | | - Richard P Harvey
- Victor Chang Cardiac Research Institute, Sydney, NSW, Australia
- School of Clinical Medicine, Faculty of Medicine, UNSW Sydney, Sydney, NSW, Australia
- School of Biotechnology and Biomolecular Sciences, UNSW Sydney, Sydney, NSW, Australia
| | - Michela Noseda
- National Heart and Lung Institute, Imperial College London, London, UK.
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25
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Amrute JM, Lai L, Ma P, Koenig AL, Kamimoto K, Bredemeyer A, Shankar TS, Kuppe C, Kadyrov FF, Schulte LJ, Stoutenburg D, Kopecky BJ, Navankasattusas S, Visker J, Morris SA, Kramann R, Leuschner F, Mann DL, Drakos SG, Lavine KJ. Defining cardiac functional recovery in end-stage heart failure at single-cell resolution. NATURE CARDIOVASCULAR RESEARCH 2023; 2:399-416. [PMID: 37583573 PMCID: PMC10426763 DOI: 10.1038/s44161-023-00260-8] [Citation(s) in RCA: 27] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Accepted: 03/01/2023] [Indexed: 08/17/2023]
Abstract
Recovery of cardiac function is the holy grail of heart failure therapy yet is infrequently observed and remains poorly understood. In this study, we performed single-nucleus RNA sequencing from patients with heart failure who recovered left ventricular systolic function after left ventricular assist device implantation, patients who did not recover and non-diseased donors. We identified cell-specific transcriptional signatures of recovery, most prominently in macrophages and fibroblasts. Within these cell types, inflammatory signatures were negative predictors of recovery, and downregulation of RUNX1 was associated with recovery. In silico perturbation of RUNX1 in macrophages and fibroblasts recapitulated the transcriptional state of recovery. Cardiac recovery mediated by BET inhibition in mice led to decreased macrophage and fibroblast Runx1 expression and diminished chromatin accessibility within a Runx1 intronic peak and acquisition of human recovery signatures. These findings suggest that cardiac recovery is a unique biological state and identify RUNX1 as a possible therapeutic target to facilitate cardiac recovery.
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Affiliation(s)
- Junedh M. Amrute
- Cardiovascular Division, Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
- These authors contributed equally: Junedh M. Amrute, Lulu Lai
| | - Lulu Lai
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, USA
- These authors contributed equally: Junedh M. Amrute, Lulu Lai
| | - Pan Ma
- Cardiovascular Division, Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Andrew L. Koenig
- Cardiovascular Division, Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Kenji Kamimoto
- Department of Developmental Biology, Washington University School of Medicine, St. Louis, MO, USA
- Department of Genetics, Washington University School of Medicine, St. Louis, MO, USA
- Center for Regenerative Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Andrea Bredemeyer
- Cardiovascular Division, Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Thirupura S. Shankar
- Division of Cardiovascular Medicine & Nora Eccles Harrison Cardiovascular Research and Training Institute, University of Utah Health & School of Medicine, Salt Lake City, UT, USA
| | - Christoph Kuppe
- Institute of Experimental Medicine and Systems Biology and Division of Nephrology, RWTH Aachen University, Aachen, Germany
| | - Farid F. Kadyrov
- Cardiovascular Division, Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Linda J. Schulte
- Division of Cardiothoracic Surgery, Department of Surgery, Washington University School of Medicine, St. Louis, MO, USA
| | - Dylan Stoutenburg
- Cardiovascular Division, Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Benjamin J. Kopecky
- Cardiovascular Division, Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Sutip Navankasattusas
- Division of Cardiovascular Medicine & Nora Eccles Harrison Cardiovascular Research and Training Institute, University of Utah Health & School of Medicine, Salt Lake City, UT, USA
| | - Joseph Visker
- Division of Cardiovascular Medicine & Nora Eccles Harrison Cardiovascular Research and Training Institute, University of Utah Health & School of Medicine, Salt Lake City, UT, USA
| | - Samantha A. Morris
- Department of Developmental Biology, Washington University School of Medicine, St. Louis, MO, USA
- Department of Genetics, Washington University School of Medicine, St. Louis, MO, USA
- Center for Regenerative Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Rafael Kramann
- Institute of Experimental Medicine and Systems Biology and Division of Nephrology, RWTH Aachen University, Aachen, Germany
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Florian Leuschner
- Department of Cardiology, University Hospital Heidelberg, Heidelberg, Germany
- German Centre for Cardiovascular Research (DZHK), Partner Site Heidelberg, Heidelberg, Germany
| | - Douglas L. Mann
- Cardiovascular Division, Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Stavros G. Drakos
- Division of Cardiovascular Medicine & Nora Eccles Harrison Cardiovascular Research and Training Institute, University of Utah Health & School of Medicine, Salt Lake City, UT, USA
| | - Kory J. Lavine
- Cardiovascular Division, Department of Medicine, Washington University School of Medicine, St. Louis, MO, USA
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, USA
- Department of Developmental Biology, Washington University School of Medicine, St. Louis, MO, USA
- Center for Regenerative Medicine, Washington University School of Medicine, St. Louis, MO, USA
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26
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Xu X, Hua X, Mo H, Hu S, Song J. Single-cell RNA sequencing to identify cellular heterogeneity and targets in cardiovascular diseases: from bench to bedside. Basic Res Cardiol 2023; 118:7. [PMID: 36750503 DOI: 10.1007/s00395-022-00972-1] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Revised: 12/09/2022] [Accepted: 12/09/2022] [Indexed: 02/09/2023]
Abstract
The mechanisms of cardiovascular diseases (CVDs) remain incompletely elucidated. Single-cell RNA sequencing (scRNA-seq) has enabled the profiling of single-cell transcriptomes at unprecedented resolution and throughput, which is critical for deciphering cardiovascular cellular heterogeneity and underlying disease mechanisms, thereby facilitating the development of therapeutic strategies. In this review, we summarize cellular heterogeneity in cardiovascular homeostasis and diseases as well as the discovery of potential disease targets based on scRNA-seq, and yield new insights into the promise of scRNA-seq technology in precision medicine and clinical application.
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Affiliation(s)
- Xinjie Xu
- State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100037, China
| | - Xiumeng Hua
- State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100037, China
| | - Han Mo
- Shenzhen Key Laboratory of Cardiovascular Disease, Fuwai Hospital Chinese Academy of Medical Sciences, Shenzhen, 518057, China
| | - Shengshou Hu
- State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100037, China.
| | - Jiangping Song
- State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100037, China.
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27
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Schoger E, Bleckwedel F, Germena G, Rocha C, Tucholla P, Sobitov I, Möbius W, Sitte M, Lenz C, Samak M, Hinkel R, Varga ZV, Giricz Z, Salinas G, Gross JC, Zelarayán LC. Single-cell transcriptomics reveal extracellular vesicles secretion with a cardiomyocyte proteostasis signature during pathological remodeling. Commun Biol 2023; 6:79. [PMID: 36681760 PMCID: PMC9867722 DOI: 10.1038/s42003-022-04402-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Accepted: 12/23/2022] [Indexed: 01/22/2023] Open
Abstract
Aberrant Wnt activation has been reported in failing cardiomyocytes. Here we present single cell transcriptome profiling of hearts with inducible cardiomyocyte-specific Wnt activation (β-catΔex3) as well as with compensatory and failing hypertrophic remodeling. We show that functional enrichment analysis points to an involvement of extracellular vesicles (EVs) related processes in hearts of β-catΔex3 mice. A proteomic analysis of in vivo cardiac derived EVs from β-catΔex3 hearts has identified differentially enriched proteins involving 20 S proteasome constitutes, protein quality control (PQC), chaperones and associated cardiac proteins including α-Crystallin B (CRYAB) and sarcomeric components. The hypertrophic model confirms that cardiomyocytes reacted with an acute early transcriptional upregulation of exosome biogenesis processes and chaperones transcripts including CRYAB, which is ameliorated in advanced remodeling. Finally, human induced pluripotent stem cells (iPSC)-derived cardiomyocytes subjected to pharmacological Wnt activation recapitulated the increased expression of exosomal markers, CRYAB accumulation and increased PQC signaling. These findings reveal that secretion of EVs with a proteostasis signature contributes to early patho-physiological adaptation of cardiomyocytes, which may serve as a read-out of disease progression and can be used for monitoring cellular remodeling in vivo with a possible diagnostic and prognostic role in the future.
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Affiliation(s)
- Eric Schoger
- Institute of Pharmacology and Toxicology, University Medical Center Göttingen (UMG), 37075, Göttingen, Germany
- German Center for Cardiovascular Research (DZHK) partner site Göttingen, 37075, Göttingen, Germany
- Cluster of Excellence "Multiscale Bioimaging: from Molecular Machines to Networks of Excitable Cells" (MBExC), University of Göttingen, 37075, Göttingen, Germany
| | - Federico Bleckwedel
- Institute of Pharmacology and Toxicology, University Medical Center Göttingen (UMG), 37075, Göttingen, Germany
- German Center for Cardiovascular Research (DZHK) partner site Göttingen, 37075, Göttingen, Germany
| | - Giulia Germena
- German Center for Cardiovascular Research (DZHK) partner site Göttingen, 37075, Göttingen, Germany
- Laboratory Animal Science Unit, Leibnitz-Institut für Primatenforschung, Deutsches Primatenzentrum GmbH, 37075, Göttingen, Germany
| | - Cheila Rocha
- Laboratory Animal Science Unit, Leibnitz-Institut für Primatenforschung, Deutsches Primatenzentrum GmbH, 37075, Göttingen, Germany
| | - Petra Tucholla
- Institute of Pharmacology and Toxicology, University Medical Center Göttingen (UMG), 37075, Göttingen, Germany
- German Center for Cardiovascular Research (DZHK) partner site Göttingen, 37075, Göttingen, Germany
| | - Izzatullo Sobitov
- Institute of Pharmacology and Toxicology, University Medical Center Göttingen (UMG), 37075, Göttingen, Germany
- German Center for Cardiovascular Research (DZHK) partner site Göttingen, 37075, Göttingen, Germany
| | - Wiebke Möbius
- Max-Planck-Institute for Multidisciplinary Sciences, 37075, Göttingen, Germany
| | - Maren Sitte
- NGS Integrative Genomics Core Unit (NIG), University Medical Center Göttingen (UMG), 37075, Göttingen, Germany
| | - Christof Lenz
- Department of Clinical Chemistry, University Medical Center Göttingen (UMG), 37075, Göttingen, Germany
- Bioanalytical Mass Spectrometry Group, Max Planck Institute for Multidisciplinary Sciences, 37075, Göttingen, Germany
| | - Mostafa Samak
- German Center for Cardiovascular Research (DZHK) partner site Göttingen, 37075, Göttingen, Germany
- Laboratory Animal Science Unit, Leibnitz-Institut für Primatenforschung, Deutsches Primatenzentrum GmbH, 37075, Göttingen, Germany
| | - Rabea Hinkel
- German Center for Cardiovascular Research (DZHK) partner site Göttingen, 37075, Göttingen, Germany
- Laboratory Animal Science Unit, Leibnitz-Institut für Primatenforschung, Deutsches Primatenzentrum GmbH, 37075, Göttingen, Germany
- Institute for Animal Hygiene, Animal Welfare and Farm Animal Behaviour (ITTN), Stiftung Tierärztliche Hochschule Hannover, University of Veterinary Medicine, 30173, Hannover, Germany
| | - Zoltán V Varga
- HCEMM-SU Cardiometabolic Immunology Research Group, Department of Pharmacology and Pharmacotherapy, Semmelweis University, H-1085, Budapest, Hungary
- Pharmahungary Group, H-1085, Budapest, Hungary
| | - Zoltán Giricz
- HCEMM-SU Cardiometabolic Immunology Research Group, Department of Pharmacology and Pharmacotherapy, Semmelweis University, H-1085, Budapest, Hungary
- Pharmahungary Group, H-1085, Budapest, Hungary
| | - Gabriela Salinas
- NGS Integrative Genomics Core Unit (NIG), University Medical Center Göttingen (UMG), 37075, Göttingen, Germany
| | - Julia C Gross
- Health and Medical University, D-14471, Potsdam, Germany
| | - Laura C Zelarayán
- Institute of Pharmacology and Toxicology, University Medical Center Göttingen (UMG), 37075, Göttingen, Germany.
- German Center for Cardiovascular Research (DZHK) partner site Göttingen, 37075, Göttingen, Germany.
- Cluster of Excellence "Multiscale Bioimaging: from Molecular Machines to Networks of Excitable Cells" (MBExC), University of Göttingen, 37075, Göttingen, Germany.
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28
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Liu X, Yin K, Chen L, Chen W, Li W, Zhang T, Sun Y, Yuan M, Wang H, Song Y, Wang S, Hu S, Zhou Z. Lineage-specific regulatory changes in hypertrophic cardiomyopathy unraveled by single-nucleus RNA-seq and spatial transcriptomics. Cell Discov 2023; 9:6. [PMID: 36646705 PMCID: PMC9842679 DOI: 10.1038/s41421-022-00490-3] [Citation(s) in RCA: 28] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2022] [Accepted: 10/29/2022] [Indexed: 01/18/2023] Open
Abstract
Hypertrophic cardiomyopathy (HCM) is the most common cardiac genetic disorder characterized by cardiomyocyte hypertrophy and cardiac fibrosis. Pathological cardiac remodeling in the myocardium of HCM patients may progress to heart failure. An in-depth elucidation of the lineage-specific changes in pathological cardiac remodeling of HCM is pivotal for the development of therapies to mitigate the progression. Here, we performed single-nucleus RNA-seq of the cardiac tissues from HCM patients or healthy donors and conducted spatial transcriptomic assays on tissue sections from patients. Unbiased clustering of 55,122 nuclei from HCM and healthy conditions revealed 9 cell lineages and 28 clusters. Lineage-specific changes in gene expression, subpopulation composition, and intercellular communication in HCM were discovered through comparative analyses. According to the results of pseudotime ordering, differential expression analysis, and differential regulatory network analysis, potential key genes during the transition towards a failing state of cardiomyocytes such as FGF12, IL31RA, and CREB5 were identified. Transcriptomic dynamics underlying cardiac fibroblast activation were also uncovered, and potential key genes involved in cardiac fibrosis were obtained such as AEBP1, RUNX1, MEOX1, LEF1, and NRXN3. Using the spatial transcriptomic data, spatial activity patterns of the candidate genes, pathways, and subpopulations were confirmed on patient tissue sections. Moreover, we showed experimental evidence that in vitro knockdown of AEBP1 could promote the activation of human cardiac fibroblasts, and overexpression of AEBP1 could attenuate the TGFβ-induced activation. Our study provided a comprehensive analysis of the lineage-specific regulatory changes in HCM, which laid the foundation for targeted drug development in HCM.
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Affiliation(s)
- Xuanyu Liu
- State Key Laboratory of Cardiovascular Disease, National Center for Cardiovascular Diseases, Fuwai Hospital, the Chinese Academy of Medical Sciences, Beijing, China
- Center of Laboratory Medicine, Beijing Key Laboratory for Molecular Diagnostics of Cardiovascular Diseases, Beijing, China
| | - Kunlun Yin
- State Key Laboratory of Cardiovascular Disease, National Center for Cardiovascular Diseases, Fuwai Hospital, the Chinese Academy of Medical Sciences, Beijing, China
- Center of Laboratory Medicine, Beijing Key Laboratory for Molecular Diagnostics of Cardiovascular Diseases, Beijing, China
| | - Liang Chen
- State Key Laboratory of Cardiovascular Disease, National Center for Cardiovascular Diseases, Fuwai Hospital, the Chinese Academy of Medical Sciences, Beijing, China
- Department of Cardiovascular Surgery, Fuwai Hospital, Beijing, China
| | - Wen Chen
- State Key Laboratory of Cardiovascular Disease, National Center for Cardiovascular Diseases, Fuwai Hospital, the Chinese Academy of Medical Sciences, Beijing, China
- Center of Laboratory Medicine, Beijing Key Laboratory for Molecular Diagnostics of Cardiovascular Diseases, Beijing, China
| | - Wenke Li
- State Key Laboratory of Cardiovascular Disease, National Center for Cardiovascular Diseases, Fuwai Hospital, the Chinese Academy of Medical Sciences, Beijing, China
- Center of Laboratory Medicine, Beijing Key Laboratory for Molecular Diagnostics of Cardiovascular Diseases, Beijing, China
| | - Taojun Zhang
- State Key Laboratory of Cardiovascular Disease, National Center for Cardiovascular Diseases, Fuwai Hospital, the Chinese Academy of Medical Sciences, Beijing, China
- Center of Laboratory Medicine, Beijing Key Laboratory for Molecular Diagnostics of Cardiovascular Diseases, Beijing, China
| | - Yang Sun
- State Key Laboratory of Cardiovascular Disease, National Center for Cardiovascular Diseases, Fuwai Hospital, the Chinese Academy of Medical Sciences, Beijing, China
- Center of Laboratory Medicine, Beijing Key Laboratory for Molecular Diagnostics of Cardiovascular Diseases, Beijing, China
- Department of Pathology, Fuwai Hospital, Beijing, China
| | - Meng Yuan
- State Key Laboratory of Cardiovascular Disease, National Center for Cardiovascular Diseases, Fuwai Hospital, the Chinese Academy of Medical Sciences, Beijing, China
- Center of Laboratory Medicine, Beijing Key Laboratory for Molecular Diagnostics of Cardiovascular Diseases, Beijing, China
| | - Hongyue Wang
- State Key Laboratory of Cardiovascular Disease, National Center for Cardiovascular Diseases, Fuwai Hospital, the Chinese Academy of Medical Sciences, Beijing, China
- Center of Laboratory Medicine, Beijing Key Laboratory for Molecular Diagnostics of Cardiovascular Diseases, Beijing, China
- Department of Pathology, Fuwai Hospital, Beijing, China
| | - Yunhu Song
- State Key Laboratory of Cardiovascular Disease, National Center for Cardiovascular Diseases, Fuwai Hospital, the Chinese Academy of Medical Sciences, Beijing, China
- Department of Cardiovascular Surgery, Fuwai Hospital, Beijing, China
| | - Shuiyun Wang
- State Key Laboratory of Cardiovascular Disease, National Center for Cardiovascular Diseases, Fuwai Hospital, the Chinese Academy of Medical Sciences, Beijing, China.
- Department of Cardiovascular Surgery, Fuwai Hospital, Beijing, China.
| | - Shengshou Hu
- State Key Laboratory of Cardiovascular Disease, National Center for Cardiovascular Diseases, Fuwai Hospital, the Chinese Academy of Medical Sciences, Beijing, China.
- Department of Cardiovascular Surgery, Fuwai Hospital, Beijing, China.
| | - Zhou Zhou
- State Key Laboratory of Cardiovascular Disease, National Center for Cardiovascular Diseases, Fuwai Hospital, the Chinese Academy of Medical Sciences, Beijing, China.
- Center of Laboratory Medicine, Beijing Key Laboratory for Molecular Diagnostics of Cardiovascular Diseases, Beijing, China.
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29
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Tan WLW, Seow WQ, Zhang A, Rhee S, Wong WH, Greenleaf WJ, Wu JC. Current and future perspectives of single-cell multi-omics technologies in cardiovascular research. NATURE CARDIOVASCULAR RESEARCH 2023; 2:20-34. [PMID: 39196210 PMCID: PMC11974510 DOI: 10.1038/s44161-022-00205-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/13/2021] [Accepted: 12/05/2022] [Indexed: 08/29/2024]
Abstract
Single-cell technology has become an indispensable tool in cardiovascular research since its first introduction in 2009. Here, we highlight the recent remarkable progress in using single-cell technology to study transcriptomic and epigenetic heterogeneity in cardiac disease and development. We then introduce the key concepts in single-cell multi-omics modalities that apply to cardiovascular research. Lastly, we discuss some of the trending concepts in single-cell technology that are expected to propel cardiovascular research to the next phase of single-cell research.
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Grants
- HL130020 U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI)
- R01 HL130020 NHLBI NIH HHS
- R01 HL145676 NHLBI NIH HHS
- R01 HL146690 NHLBI NIH HHS
- F30 HL156478 NHLBI NIH HHS
- HL156478 U.S. Department of Health & Human Services | NIH | Center for Information Technology (Center for Information Technology, National Institutes of Health)
- R01 HL141371 NHLBI NIH HHS
- R01 HL126527 NHLBI NIH HHS
- HL145676 U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI)
- HL141371 U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI)
- HG010359 U.S. Department of Health & Human Services | NIH | National Human Genome Research Institute (NHGRI)
- R01 HG010359 NHGRI NIH HHS
- HL146690 U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI)
- 20POST35210896 American Heart Association (American Heart Association, Inc.)
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Affiliation(s)
| | | | - Angela Zhang
- Stanford Cardiovascular Institute, Stanford, CA, USA
- Greenstone Biosciences, Palo Alto, CA, USA
| | - Siyeon Rhee
- Stanford Cardiovascular Institute, Stanford, CA, USA
- Greenstone Biosciences, Palo Alto, CA, USA
| | - Wing H Wong
- Department of Statistics, Stanford University School of Medicine, Stanford, CA, USA
- Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, CA, USA
| | - William J Greenleaf
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
| | - Joseph C Wu
- Stanford Cardiovascular Institute, Stanford, CA, USA.
- Greenstone Biosciences, Palo Alto, CA, USA.
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA.
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30
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Pohjolainen L, Ruskoaho H, Talman V. Transcriptomics reveal stretched human pluripotent stem cell-derived cardiomyocytes as an advantageous hypertrophy model. JOURNAL OF MOLECULAR AND CELLULAR CARDIOLOGY PLUS 2022; 2:100020. [PMID: 39802492 PMCID: PMC11708431 DOI: 10.1016/j.jmccpl.2022.100020] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/04/2022] [Revised: 11/10/2022] [Accepted: 11/10/2022] [Indexed: 01/16/2025]
Abstract
Left ventricular hypertrophy, characterized by hypertrophy of individual cardiomyocytes, is an adaptive response to an increased cardiac workload that eventually leads to heart failure. Previous studies using neonatal rat ventricular myocytes (NRVMs) and animal models have revealed several genes and signaling pathways associated with hypertrophy and mechanical load. However, these models are not directly applicable to humans. Here, we studied the effect of cyclic mechanical stretch on gene expression of human induced pluripotent stem cell-derived cardiomyocytes (hiPSC-CMs) using RNA sequencing. hiPSC-CMs showed distinct hypertrophic changes in gene expression at the level of individual genes and in biological processes. We also identified several differentially expressed genes that have not been previously associated with cardiomyocyte hypertrophy and thus serve as attractive targets for future studies. When compared to previously published data attained from stretched NRVMs and human embryonic stem cell-derived cardiomyocytes, hiPSC-CMs displayed a smaller number of changes in gene expression, but the differentially expressed genes revealed more pronounced enrichment of hypertrophy-related biological processes and pathways. Overall, these results establish hiPSC-CMs as a valuable in vitro model for studying human cardiomyocyte hypertrophy.
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Affiliation(s)
- Lotta Pohjolainen
- Drug Research Program and Division of Pharmacology and Pharmacotherapy, Faculty of Pharmacy, University of Helsinki, FI-00014 Helsinki, Finland
| | - Heikki Ruskoaho
- Drug Research Program and Division of Pharmacology and Pharmacotherapy, Faculty of Pharmacy, University of Helsinki, FI-00014 Helsinki, Finland
| | - Virpi Talman
- Drug Research Program and Division of Pharmacology and Pharmacotherapy, Faculty of Pharmacy, University of Helsinki, FI-00014 Helsinki, Finland
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31
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Abplanalp WT, Tucker N, Dimmeler S. Single-cell technologies to decipher cardiovascular diseases. Eur Heart J 2022; 43:4536-4547. [PMID: 35265972 PMCID: PMC9659476 DOI: 10.1093/eurheartj/ehac095] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Revised: 01/30/2022] [Accepted: 02/15/2022] [Indexed: 12/14/2022] Open
Abstract
Cardiovascular disease remains the leading cause of death worldwide. A deeper understanding of the multicellular composition and molecular processes may help to identify novel therapeutic strategies. Single-cell technologies such as single-cell or single-nuclei RNA sequencing provide expression profiles of individual cells and allow for dissection of heterogeneity in tissue during health and disease. This review will summarize (i) how these novel technologies have become critical for delineating mechanistic drivers of cardiovascular disease, particularly, in humans and (ii) how they might serve as diagnostic tools for risk stratification or individualized therapy. The review will further discuss technical pitfalls and provide an overview of publicly available human and mouse data sets that can be used as a resource for research.
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Affiliation(s)
- Wesley Tyler Abplanalp
- Institute for Cardiovascular Regeneration, Centre of Molecular Medicine, Goethe University Frankfurt, Theodor Stern Kai 7, 60590 Frankfurt, Germany
- German Center for Cardiovascular Research DZHK, Partner site Frankfurt Rhine-Main, Berlin, Germany
- Cardiopulmonary Institute, Goethe University Frankfurt, Frankfurt, Germany
| | - Nathan Tucker
- Masonic Medical Research Institute, Utica, NY, USA
- Cardiovascular Disease Initiative, The Broad Institute of MIT and Harvard, Boston, MA, USA
| | - Stefanie Dimmeler
- Institute for Cardiovascular Regeneration, Centre of Molecular Medicine, Goethe University Frankfurt, Theodor Stern Kai 7, 60590 Frankfurt, Germany
- German Center for Cardiovascular Research DZHK, Partner site Frankfurt Rhine-Main, Berlin, Germany
- Cardiopulmonary Institute, Goethe University Frankfurt, Frankfurt, Germany
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32
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Eaton DM, Berretta RM, Lynch JE, Travers JG, Pfeiffer RD, Hulke ML, Zhao H, Hobby ARH, Schena G, Johnson JP, Wallner M, Lau E, Lam MPY, Woulfe KC, Tucker NR, McKinsey TA, Wolfson MR, Houser SR. Sex-specific responses to slow progressive pressure overload in a large animal model of HFpEF. Am J Physiol Heart Circ Physiol 2022; 323:H797-H817. [PMID: 36053749 PMCID: PMC9550571 DOI: 10.1152/ajpheart.00374.2022] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Revised: 08/23/2022] [Accepted: 08/24/2022] [Indexed: 11/22/2022]
Abstract
Approximately 50% of all heart failure (HF) diagnoses can be classified as HF with preserved ejection fraction (HFpEF). HFpEF is more prevalent in females compared with males, but the underlying mechanisms are unknown. We previously showed that pressure overload (PO) in male felines induces a cardiopulmonary phenotype with essential features of human HFpEF. The goal of this study was to determine if slow progressive PO induces distinct cardiopulmonary phenotypes in females and males in the absence of other pathological stressors. Female and male felines underwent aortic constriction (banding) or sham surgery after baseline echocardiography, pulmonary function testing, and blood sampling. These assessments were repeated at 2 and 4 mo postsurgery to document the effects of slow progressive pressure overload. At 4 mo, invasive hemodynamic studies were also performed. Left ventricle (LV) tissue was collected for histology, myofibril mechanics, extracellular matrix (ECM) mass spectrometry, and single-nucleus RNA sequencing (snRNAseq). The induced pressure overload (PO) was not different between sexes. PO also induced comparable changes in LV wall thickness and myocyte cross-sectional area in both sexes. Both sexes had preserved ejection fraction, but males had a slightly more robust phenotype in hemodynamic and pulmonary parameters. There was no difference in LV fibrosis and ECM composition between banded male and female animals. LV snRNAseq revealed changes in gene programs of individual cell types unique to males and females after PO. Based on these results, both sexes develop cardiopulmonary dysfunction but the phenotype is somewhat less advanced in females.NEW & NOTEWORTHY We performed a comprehensive assessment to evaluate the effects of slow progressive pressure overload on cardiopulmonary function in a large animal model of heart failure with preserved ejection fraction (HFpEF) in males and females. Functional and structural assessments were performed at the organ, tissue, cellular, protein, and transcriptional levels. This is the first study to compare snRNAseq and ECM mass spectrometry of HFpEF myocardium from males and females. The results broaden our understanding of the pathophysiological response of both sexes to pressure overload. Both sexes developed a robust cardiopulmonary phenotype, but the phenotype was equal or a bit less robust in females.
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Affiliation(s)
- Deborah M Eaton
- Cardiovascular Research Center, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
- Department of Cardiovascular Sciences, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
| | - Remus M Berretta
- Cardiovascular Research Center, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
- Department of Cardiovascular Sciences, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
| | - Jacqueline E Lynch
- Department of Cardiovascular Sciences, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
- Department of Physiology, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
- Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
- Department of Pediatrics, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
- Center for Translational Medicine, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
- CENTRe: Consortium for Environmental and Neonatal Therapeutics Research, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
| | - Joshua G Travers
- Division of Cardiology, Department of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado
- Consortium for Fibrosis Research & Translation, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | | | | | - Huaqing Zhao
- Center for Biostatistics and Epidemiology, Department of Biomedical Education and Data Science, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
| | - Alexander R H Hobby
- Cardiovascular Research Center, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
- Department of Cardiovascular Sciences, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
| | - Giana Schena
- Cardiovascular Research Center, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
- Department of Cardiovascular Sciences, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
| | - Jaslyn P Johnson
- Cardiovascular Research Center, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
- Department of Cardiovascular Sciences, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
| | - Markus Wallner
- Cardiovascular Research Center, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
- Department of Cardiovascular Sciences, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
- Division of Cardiology, Medical University of Graz, Graz, Austria
| | - Edward Lau
- Division of Cardiology, Department of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado
- Consortium for Fibrosis Research & Translation, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - Maggie P Y Lam
- Division of Cardiology, Department of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado
- Consortium for Fibrosis Research & Translation, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - Kathleen C Woulfe
- Division of Cardiology, Department of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado
- Consortium for Fibrosis Research & Translation, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - Nathan R Tucker
- Masonic Medical Research Institute, Utica, New York
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Boston, Massachusetts
| | - Timothy A McKinsey
- Division of Cardiology, Department of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado
- Consortium for Fibrosis Research & Translation, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - Marla R Wolfson
- Department of Cardiovascular Sciences, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
- Department of Physiology, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
- Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
- Department of Pediatrics, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
- Center for Translational Medicine, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
- CENTRe: Consortium for Environmental and Neonatal Therapeutics Research, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
| | - Steven R Houser
- Cardiovascular Research Center, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
- Department of Cardiovascular Sciences, Lewis Katz School of Medicine, Temple University, Philadelphia, Pennsylvania
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33
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Abstract
Heart regenerative medicine has been gradually evolving from a view of the heart as a nonregenerative organ with terminally differentiated cardiac muscle cells. Understanding the biology of the heart during homeostasis and in response to injuries has led to the realization that cellular communication between all cardiac cell types holds great promise for treatments. Indeed, recent studies highlight new disease-reversion concepts in addition to cardiomyocyte renewal, such as matrix- and vascular-targeted therapies, and immunotherapy with a focus on inflammation and fibrosis. In this review, we will discuss the cross-talk within the cardiac microenvironment and how specific therapies aim to target the hostile cardiac milieu under pathological conditions.
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Affiliation(s)
- Eldad Tzahor
- Department of Molecular Cell Biology, Weizmann Institute of Science, Rehovot 7610001, Israel
| | - Stefanie Dimmeler
- Institute of Cardiovascular Regeneration, Center of Molecular Medicine, Goethe University Frankfurt, 60594 Frankfurt, Germany.,Cardiopulmonary Institute, Goethe University Frankfurt, Frankfurt, Germany.,German Center for Cardiovascular Research, RheinMain, Frankfurt, Germany
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34
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Zhang X, Qiu H, Zhang F, Ding S. Advances in Single-Cell Multi-Omics and Application in Cardiovascular Research. Front Cell Dev Biol 2022; 10:883861. [PMID: 35733851 PMCID: PMC9207481 DOI: 10.3389/fcell.2022.883861] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Accepted: 05/23/2022] [Indexed: 12/30/2022] Open
Abstract
With the development of ever more powerful and versatile high-throughput sequencing techniques and innovative ways to capture single cells, mapping the multicellular tissues at the single-cell level is becoming routine practice. However, it is still challenging to depict the epigenetic landscape of a single cell, especially the genome-wide chromatin accessibility, histone modifications, and DNA methylation. We summarize the most recent methodologies to profile these epigenetic marks at the single-cell level. We also discuss the development and advancement of several multi-omics sequencing technologies from individual cells. Advantages and limitations of various methods to compare and integrate datasets obtained from different sources are also included with specific practical notes. Understanding the heart tissue at single-cell resolution and multi-modal levels will help to elucidate the cell types and states involved in physiological and pathological events during heart development and disease. The rich information produced from single-cell multi-omics studies will also promote the research of heart regeneration and precision medicine on heart diseases.
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Affiliation(s)
- Xingwu Zhang
- Center for Stem Cell Biology and Regenerative Medicine, School of Medicine, Tsinghua University, Beijing, China
| | - Hui Qiu
- Center for Stem Cell Biology and Regenerative Medicine, School of Medicine, Tsinghua University, Beijing, China
- School of Life Sciences, Tsinghua University, Beijing, China
| | - Fengzhi Zhang
- First Hospital of Tsinghua University, Beijing, China
| | - Shuangyuan Ding
- Center for Stem Cell Biology and Regenerative Medicine, School of Medicine, Tsinghua University, Beijing, China
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35
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Howe KL, Cybulsky M, Fish JE. The Endothelium as a Hub for Cellular Communication in Atherogenesis: Is There Directionality to the Message? Front Cardiovasc Med 2022; 9:888390. [PMID: 35498030 PMCID: PMC9051343 DOI: 10.3389/fcvm.2022.888390] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2022] [Accepted: 03/21/2022] [Indexed: 12/11/2022] Open
Abstract
Endothelial cells line every blood vessel and thereby serve as an interface between the blood and the vessel wall. They have critical functions for maintaining homeostasis and orchestrating vascular pathogenesis. Atherosclerosis is a chronic disease where cholesterol and inflammatory cells accumulate in the artery wall below the endothelial layer and ultimately form plaques that can either progress to occlude the lumen or rupture with thromboembolic consequences - common outcomes being myocardial infarction and stroke. Cellular communication lies at the core of this process. In this review, we discuss traditional (e.g., cytokines, chemokines, nitric oxide) and novel (e.g., extracellular vesicles) modes of endothelial communication with other endothelial cells as well as circulating and vessel wall cells, including monocytes, macrophages, neutrophils, vascular smooth muscle cells and other immune cells, in the context of atherosclerosis. More recently, the growing appreciation of endothelial cell plasticity during atherogenesis suggests that communication strategies are not static. Here, emerging data on transcriptomics in cells during the development of atherosclerosis are considered in the context of how this might inform altered cell-cell communication. Given the unique position of the endothelium as a boundary layer that is activated in regions overlying vascular inflammation and atherosclerotic plaque, there is a potential to exploit the unique features of this group of cells to deliver therapeutics that target the cellular crosstalk at the core of atherosclerotic disease. Data are discussed supporting this concept, as well as inherent pitfalls. Finally, we briefly review the literature for other regions of the body (e.g., gut epithelium) where cells similarly exist as a boundary layer but provide discrete messages to each compartment to govern homeostasis and disease. In this light, the potential for endothelial cells to communicate in a directional manner is explored, along with the implications of this concept - from fundamental experimental design to biomarker potential and therapeutic targets.
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Affiliation(s)
- Kathryn L. Howe
- Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada
- Institute of Medical Science, University of Toronto, Toronto, ON, Canada
- Peter Munk Cardiac Centre, University Health Network, Toronto, ON, Canada
- Division of Vascular Surgery, Department of Surgery, University of Toronto, Toronto, ON, Canada
| | - Myron Cybulsky
- Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada
- Peter Munk Cardiac Centre, University Health Network, Toronto, ON, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
| | - Jason E. Fish
- Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada
- Institute of Medical Science, University of Toronto, Toronto, ON, Canada
- Peter Munk Cardiac Centre, University Health Network, Toronto, ON, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
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