1
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Yang S, Penna V, Lavine KJ. Functional diversity of cardiac macrophages in health and disease. Nat Rev Cardiol 2025; 22:431-442. [PMID: 39743564 DOI: 10.1038/s41569-024-01109-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/21/2024] [Indexed: 01/04/2025]
Abstract
Macrophages make up a substantial portion of the stromal compartment of the heart in health and disease. In the past decade, the origins of these cardiac macrophages have been established as two broad populations derived from either embryonic or definitive haematopoiesis and that can be distinguished by the expression of CC-motif chemokine receptor 2 (CCR2). These cardiac macrophage populations are transcriptionally distinct and have differing cell surface markers and divergent roles in cardiac homeostasis and disease. Embryonic-derived CCR2- macrophages are a tissue-resident population that participates in tissue development, repair and maintenance, whereas CCR2+ macrophages are derived from definitive haematopoiesis and contribute to inflammation and tissue damage. Studies from the past 5 years have leveraged single-cell RNA sequencing technologies to expand our understanding of cardiac macrophage diversity, particularly of the monocyte-derived macrophage populations that reside in the injured and diseased heart. Emerging technologies in spatial transcriptomics have enabled the identification of distinct disease-associated cellular neighbourhoods consisting of macrophages, other immune cells and fibroblasts, highlighting the involvement of macrophages in cell-cell communication. Together, these discoveries lend new insights into the role of specific macrophage populations in the pathogenesis of cardiac disease, which can pave the way for the identification of new therapeutic targets and the development of diagnostic tools. In this Review, we discuss the developmental origin of cardiac macrophages and describe newly identified cell states and associated cellular neighbourhoods in the steady state and injury settings. We also discuss various contributions and effector functions of cardiac macrophages in homeostasis and disease.
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Affiliation(s)
- Steven Yang
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
| | - Vinay Penna
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
| | - Kory J Lavine
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA.
- Department of Pathology and Immunology, Washington University School of Medicine, Saint Louis, MO, USA.
- Department of Developmental Biology, Washington University School of Medicine, Saint Louis, MO, USA.
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2
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Sadasivan C, Gagnon LR, Hazra D, Wang K, Youngson E, Thomas J, Chan AY, Paterson DI, McAlister FA, Dzwiniel T, Tymchak W, Christian S, Oudit GY. Early genetic screening and cardiac intervention in patients with cardiomyopathies in a multidisciplinary clinic. ESC Heart Fail 2025; 12:1942-1955. [PMID: 39740200 PMCID: PMC12055407 DOI: 10.1002/ehf2.15202] [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: 07/13/2024] [Revised: 10/19/2024] [Accepted: 12/13/2024] [Indexed: 01/02/2025] Open
Abstract
AIMS Patients with cardiomyopathies are a heterogeneous group of patients who experience high morbidity and mortality. Early cardiac assessment and intervention with access to genetic counselling in a multidisciplinary Cardiomyopathy Clinic may improve outcomes and prevent progression to advanced heart failure. METHODS AND RESULTS Our prospective cohort study was conducted at a multidisciplinary Cardiomyopathy Clinic with 421 patients enrolled (42.5% female, median age 58 years), including 224 patients with dilated cardiomyopathy (DCM, 42.9% female, median age 57 years), 72 with hypertrophic cardiomyopathy (HCM, 43.1% female, median age 60 years), 79 with infiltrative cardiomyopathy (65.8% female, median age 70 years) and 46 who were stage A/at risk for genetic cardiomyopathy (54.3% female, median age 36 years). Patients were seen in follow-up at a median of 18 months. A pathogenic/likely pathogenic variant was identified in 28.5% of the total cohort, including 33.3% of the DCM cohort (28% TTN mutations) and 34.1% of the HCM cohort (60% MYBPC3 and 20% MYH7) who underwent genetic testing. The use of angiotensin-converting enzyme inhibitors/angiotensin receptor blockers/angiotensin receptor neprilysin inhibitor (48.3-69.5% of total cohort, P < 0.001), β-blockers (58.4-72.4%, P < 0.001), mineralocorticoid receptor antagonists (33.9-41.4%, P = 0.0014) and sodium/glucose cotransporter-2 inhibitors (5.3-27.9%, P < 0.001) all increased at follow-up. Precision-based therapies were also implemented, including tafamidis for transthyretin amyloidosis (n = 21), enzyme replacement therapy for Fabry disease (n = 14) and mavacamten (n = 4) for HCM. Optimization of medications and devices resulted in improvements in left ventricular ejection fraction (LVEF) from 27% to 43% at follow-up for DCM patients with reduced LVEF at baseline (P < 0.001) and reduction in left ventricular mass index (LVMI) from 156 g/m2 to 128 g/m2 at follow-up for HCM patients with abnormal LVMI at baseline (P = 0.009). Optimization of therapies was associated with stable plasma biomarkers in stage B patients while lowering levels of BNP (619-517.5 pg/mL, P = 0.048), NT-proBNP (777.5-356 ng/L, P < 0.001) and hsTropT (31-22 ng/L, P = 0.005) at follow-up relative to baseline values for stage C patients. Despite stage B patients having overt cardiomyopathy at baseline, stage A and B patients had a similarly high probability of survival (χ2 = 0.204, P = 0.652). The overall cardiovascular mortality rate was low at 1.7% for the cohort (0.5% for stage B and 3.3% for stage C) over a median of 34-month follow-up. CONCLUSION Our study demonstrates that a multidisciplinary cardiomyopathy clinic can improve the clinical profiles of patients with diverse genetic cardiomyopathies.
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Affiliation(s)
- Chandu Sadasivan
- Division of Cardiology, Department of Medicine, Mazankowski Alberta Heart Institute, Faculty of Medicine and DentistryUniversity of AlbertaEdmontonABCanada
| | - Luke R. Gagnon
- Division of Cardiology, Department of Medicine, Mazankowski Alberta Heart Institute, Faculty of Medicine and DentistryUniversity of AlbertaEdmontonABCanada
| | - Deepan Hazra
- Division of Cardiology, Department of Medicine, Mazankowski Alberta Heart Institute, Faculty of Medicine and DentistryUniversity of AlbertaEdmontonABCanada
| | - Kaiming Wang
- Division of Cardiology, Department of Medicine, Mazankowski Alberta Heart Institute, Faculty of Medicine and DentistryUniversity of AlbertaEdmontonABCanada
| | - Erik Youngson
- The Alberta Strategy for Patient Oriented Research Support Unit (AbSPORU)EdmontonABCanada
- Provincial Research Data ServicesAlberta Health ServicesEdmontonABCanada
| | - Jissy Thomas
- Division of Cardiology, Department of Medicine, Mazankowski Alberta Heart Institute, Faculty of Medicine and DentistryUniversity of AlbertaEdmontonABCanada
| | - Anita Y.M. Chan
- Division of Cardiology, Department of Medicine, Mazankowski Alberta Heart Institute, Faculty of Medicine and DentistryUniversity of AlbertaEdmontonABCanada
| | | | - Finlay A. McAlister
- The Alberta Strategy for Patient Oriented Research Support Unit (AbSPORU)EdmontonABCanada
- Division of General Internal Medicine, Department of Medicine, Faculty of Medicine and DentistryUniversity of AlbertaEdmontonABCanada
| | - Tara Dzwiniel
- Department of Medical Genetics, Faculty of Medicine and DentistryUniversity of AlbertaEdmontonABCanada
| | - Wayne Tymchak
- Division of Cardiology, Department of Medicine, Mazankowski Alberta Heart Institute, Faculty of Medicine and DentistryUniversity of AlbertaEdmontonABCanada
| | - Susan Christian
- Department of Medical Genetics, Faculty of Medicine and DentistryUniversity of AlbertaEdmontonABCanada
| | - Gavin Y. Oudit
- Division of Cardiology, Department of Medicine, Mazankowski Alberta Heart Institute, Faculty of Medicine and DentistryUniversity of AlbertaEdmontonABCanada
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3
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Khattab E, Myrianthefs MM, Sakellaropoulos S, Alexandrou K, Mitsis A. Precision medicine applications in dilated cardiomyopathy: Advancing personalized care. Curr Probl Cardiol 2025; 50:103076. [PMID: 40381754 DOI: 10.1016/j.cpcardiol.2025.103076] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2025] [Accepted: 05/14/2025] [Indexed: 05/20/2025]
Abstract
Dilated cardiomyopathy (DCM) is a prevalent cardiac disorder affecting 1 in 250-500 individuals, characterized by ventricular dilation and impaired systolic function, leading to heart failure and increased mortality, including sudden cardiac death. DCM arises from genetic and environmental factors, such as drug-induced, inflammatory, and viral causes, resulting in diverse yet overlapping phenotypes. Advances in precision medicine are revolutionizing DCM management by leveraging genetic and molecular profiling for tailored diagnostic and therapeutic approaches. This review highlights comprehensive diagnostic evaluations, genetic discoveries, and multi-omics approaches integrating genomic, transcriptomic, proteomic, and metabolomic data to enhance understanding of DCM pathophysiology. Innovative risk stratification methods, including machine learning, are improving predictions of disease progression. Despite these advancements, the current one-size-fits-all management strategy contributes to persistently high morbidity and mortality. Emerging targeted therapies, such as CRISPR/Cas9 genome editing, aetiology-specific interventions, and pharmacogenomics, are reshaping treatment paradigms. Precision medicine holds promise for optimizing DCM diagnosis, treatment, and outcomes, aiming to reduce the burden of this debilitating condition.
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Affiliation(s)
- Elina Khattab
- Cardiology Department, Consultant Interventional Cardiologist, Nicosia General Hospital, State Health Services Organization, 215, Old Road Nicosia-Limassol, Nicosia 2029, Cyprus
| | - Michael M Myrianthefs
- Cardiology Department, Consultant Interventional Cardiologist, Nicosia General Hospital, State Health Services Organization, 215, Old Road Nicosia-Limassol, Nicosia 2029, Cyprus
| | - Stefanos Sakellaropoulos
- Department of Internal Medicine, Cardiology Clinic, Kantonsspital Baden, Baden 5404, Switzerland
| | - Kyriakos Alexandrou
- Department of Nursing, School of Health Sciences, Cyprus University of Technology; Archiepiskopou Kyprianou 30, Limassol 3036, Cyprus
| | - Andreas Mitsis
- Cardiology Department, Consultant Interventional Cardiologist, Nicosia General Hospital, State Health Services Organization, 215, Old Road Nicosia-Limassol, Nicosia 2029, Cyprus.
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4
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Xie Y, Tucciarone L, Farah EN, Chang L, Yang Q, Shankar TS, Elison W, Tran S, Djulamsah J, Lie A, Loe T, Holman AR, Corban S, Buchanan J, Mamde S, Zhou H, Elgamal RM, Tseliou E, Huang V, Wang Z, Chiu J, Melton R, Griffin E, Zhang Q, Lucero J, Navankasattusas S, Li D, Seng C, Destici E, Selzman CH, D’Antonio-Chronowska A, Wang T, Wang A, Drakos SG, Gaulton KJ, Ren B, Chi NC. Single cell multiomics and 3D genome architecture reveal novel pathways of human heart failure. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2025:2025.05.08.25327176. [PMID: 40385400 PMCID: PMC12083629 DOI: 10.1101/2025.05.08.25327176] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 05/20/2025]
Abstract
Heart failure is a leading cause of morbidity and mortality; yet gene regulatory mechanisms driving cell type-specific pathologic responses remain undefined. Here, we present the cell type-resolved transcriptomes, chromatin accessibility, histone modifications and chromatin organization of 36 non-failing and failing human hearts profiled from 776,479 cells spanning all cardiac chambers. Integrative analyses revealed dynamic changes in cell type composition, gene regulatory programs and chromatin organization, which expanded the annotation of cardiac cis-regulatory sequences by ten-fold and mapped cell type-specific enhancer-gene interactions. Cardiomyocytes and fibroblasts particularly exhibited complex disease-associated cellular states, gene regulatory programs and global chromatin reorganization. Mapping genetic association data onto cell type-specific regulatory programs revealed likely causal genetic contributors to heart failure. Together, these findings provide comprehensive, multimodal gene regulatory maps of the human heart in health and disease, offering a valuable framework for designing precise cell type-targeted therapies for treating heart failure.
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Affiliation(s)
- Yang Xie
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
| | - Luca Tucciarone
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Elie N. Farah
- Department of Medicine, Division of Cardiology, University of California San Diego, La Jolla, CA, USA
| | - Lei Chang
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
| | - Qian Yang
- Center for Epigenomics, Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
| | - Thirupura S. Shankar
- Nora Eccles Harrison Cardiovascular Research and Training Institute (CVRTI), University of Utah, Salt Lake City, UT, USA
| | - Weston Elison
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
- Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla, CA
| | - Shaina Tran
- Department of Medicine, Division of Cardiology, University of California San Diego, La Jolla, CA, USA
| | - Jovina Djulamsah
- Center for Epigenomics, Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
| | - Audrey Lie
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
| | - Timothy Loe
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
| | - Alyssa R. Holman
- Department of Medicine, Division of Cardiology, University of California San Diego, La Jolla, CA, USA
| | - Sierra Corban
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Justin Buchanan
- Center for Epigenomics, Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
| | - Sainath Mamde
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
- Bioengineering Graduate Program, University of California San Diego, La Jolla, CA, USA
| | - Haowen Zhou
- Department of Medicine, Division of Cardiology, University of California San Diego, La Jolla, CA, USA
| | - Ruth M. Elgamal
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
- Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla, CA
| | - Eleni Tseliou
- Nora Eccles Harrison Cardiovascular Research and Training Institute (CVRTI), University of Utah, Salt Lake City, UT, USA
- Division of Cardiovascular Medicine, University of Utah, Salt Lake City, UT, USA
| | - Vincent Huang
- Nora Eccles Harrison Cardiovascular Research and Training Institute (CVRTI), University of Utah, Salt Lake City, UT, USA
- Division of Cardiovascular Medicine, University of Utah, Salt Lake City, UT, USA
| | - Zhaoning Wang
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
| | - Jeffery Chiu
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
- Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla, CA
| | - Rebecca Melton
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
- Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla, CA
| | - Emily Griffin
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Qingquan Zhang
- Department of Medicine, Division of Cardiology, University of California San Diego, La Jolla, CA, USA
| | - Jacinta Lucero
- Center for Epigenomics, Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
| | - Sutip Navankasattusas
- Nora Eccles Harrison Cardiovascular Research and Training Institute (CVRTI), University of Utah, Salt Lake City, UT, USA
| | - Daofeng Li
- Department of Genetics, The Edison Family Center for Genome Sciences & Systems Biology, Washington University School of Medicine, St Louis, MO, USA
| | - Chanrung Seng
- Department of Genetics, The Edison Family Center for Genome Sciences & Systems Biology, Washington University School of Medicine, St Louis, MO, USA
| | - Eugin Destici
- Department of Medicine, Division of Cardiology, University of California San Diego, La Jolla, CA, USA
| | - Craig H. Selzman
- Nora Eccles Harrison Cardiovascular Research and Training Institute (CVRTI), University of Utah, Salt Lake City, UT, USA
- Division of Cardiothoracic Surgery, University of Utah, Salt Lake City, UT, USA
| | - Agnieszka D’Antonio-Chronowska
- Center for Epigenomics, Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
| | - Ting Wang
- Department of Genetics, The Edison Family Center for Genome Sciences & Systems Biology, Washington University School of Medicine, St Louis, MO, USA
- McDonnell Genome Institute, Washington University School of Medicine, St. Louis, MO, USA
| | - Allen Wang
- Center for Epigenomics, Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
| | - Stavros G. Drakos
- Nora Eccles Harrison Cardiovascular Research and Training Institute (CVRTI), University of Utah, Salt Lake City, UT, USA
- Division of Cardiovascular Medicine, University of Utah, Salt Lake City, UT, USA
| | - Kyle J. Gaulton
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Bing Ren
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
- Center for Epigenomics, Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
- Institute for Genomic Medicine, School of Medicine, University of California San Diego, La Jolla, CA, USA
- Moores Cancer Center, University of California San Diego, La Jolla, CA, USA
- New York Genome Center, New York, NY, USA
- Department of Genetics and Development, Systems Biology, Biochemistry and Molecular Biophysics, Columbia University Irving Medical Center, New York, NY, USA
| | - Neil C. Chi
- Department of Medicine, Division of Cardiology, University of California San Diego, La Jolla, CA, USA
- Institute for Genomic Medicine, School of Medicine, University of California San Diego, La Jolla, CA, USA
- Institute of Engineering in Medicine, University of California, San Diego, La Jolla, CA
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5
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Zhou Y, Sheng Q, Jin S. Integrating single-cell data with biological variables. Proc Natl Acad Sci U S A 2025; 122:e2416516122. [PMID: 40294274 PMCID: PMC12067276 DOI: 10.1073/pnas.2416516122] [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: 08/15/2024] [Accepted: 03/30/2025] [Indexed: 04/30/2025] Open
Abstract
Constructing single-cell atlases requires preserving differences attributable to biological variables, such as cell types, tissue origins, and disease states, while eliminating batch effects. However, existing methods are inadequate in explicitly modeling these biological variables. Here, we introduce SIGNAL, a general framework that leverages biological variables to disentangle biological and technical effects, thereby linking these metadata to data integration. SIGNAL employs a variant of principal component analysis to align multiple batches, enabling the integration of 1 million cells in approximately 2 min. SIGNAL, despite its computational simplicity, surpasses state-of-the-art methods across multiple integration scenarios: 1) heterogeneous datasets, 2) cross-species datasets, 3) simulated datasets, 4) integration on low-quality cell annotations, and 5) reference-based integration. Furthermore, we demonstrate that SIGNAL accurately transfers knowledge from reference to query datasets. Notably, we propose a self-adjustment strategy to restore annotated cell labels potentially distorted during integration. Finally, we apply SIGNAL to multiple large-scale atlases, including a human heart cell atlas containing 2.7 million cells, identifying tissue- and developmental stage-specific subtypes, as well as condition-specific cell states. This underscores SIGNAL's exceptional capability in multiscale analysis.
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Affiliation(s)
- Yang Zhou
- School of Mathematics, Harbin Institute of Technology, Harbin150001, China
- Zhengzhou Research Institute, Harbin Institute of Technology, Zhengzhou450000, China
| | - Qiongyu Sheng
- School of Mathematics, Harbin Institute of Technology, Harbin150001, China
- Zhengzhou Research Institute, Harbin Institute of Technology, Zhengzhou450000, China
| | - Shuilin Jin
- School of Mathematics, Harbin Institute of Technology, Harbin150001, China
- Zhengzhou Research Institute, Harbin Institute of Technology, Zhengzhou450000, China
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6
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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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7
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Sadasivan C, Seidman MA, Oudit GY. Editorial Commentary to Uncovering Early Irreversible Cardiac Damage in Patients With Fabry Disease: Getting to the Heart of It. Can J Cardiol 2025; 41:952-955. [PMID: 39985540 DOI: 10.1016/j.cjca.2025.01.023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2025] [Revised: 01/18/2025] [Accepted: 01/22/2025] [Indexed: 02/24/2025] Open
Affiliation(s)
- Chandu Sadasivan
- Division of Cardiology, Department of Medicine, Mazankowski Alberta Heart Institute, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, Canada. https://twitter.com/Sadasivan
| | - Michael A Seidman
- Laboratory Medicine Program, University Health Network, Toronto, Canada. https://twitter.com/Seidman
| | - Gavin Y Oudit
- Division of Cardiology, Department of Medicine, Mazankowski Alberta Heart Institute, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, AB, Canada.
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8
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Tao W, Gong M, Ke Z. Characterising Shared and Specific Cell-Cell Communication in Cardiomyopathy Subtypes From Single-Cell Transcriptomics Data. J Cell Mol Med 2025; 29:e70554. [PMID: 40344498 PMCID: PMC12061637 DOI: 10.1111/jcmm.70554] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2024] [Revised: 03/10/2025] [Accepted: 04/01/2025] [Indexed: 05/11/2025] Open
Abstract
Cardiomyopathy encompasses a diverse range of conditions characterised by extensive molecular heterogeneity, particularly the variations in cell-cell communication events such as ligand-receptor interactions and downstream signalling. Understanding the common and unique features of these intercellular interactions is crucial for advancing targeted treatments. We analysed single-cell RNA sequencing datasets from the ventricular regions of patients with arrhythmogenic cardiomyopathy (ACM), dilated cardiomyopathy (DCM), hypertrophic cardiomyopathy (HCM) and healthy donors (HD), as well as ischemic cardiomyopathy (ICM). Our analyses focused on cell type-specific disease preferences, differential gene expression, pathway enrichment and particularly cell-cell communication. We observed that inflammatory, autoimmune, angiogenesis, lymphangiogenesis and fibrotic extracellular matrix deposition are consistently enriched across all four disease subtypes, highlighting their universal significance in disease progression through intercellular interactions. Additionally, we identified subtype-specific pathways that reflect distinct intercellular communication patterns unique to each disease subtype: arrhythmia-associated pathways in ACM, chronic inflammation-related pathways in DCM, ECM remodelling pathways in HCM and ischaemic injury and recovery pathways in ICM.
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Affiliation(s)
- Wenqi Tao
- Department of Cardiology, Jing'an District Centre Hospital of ShanghaiFudan UniversityShanghaiChina
| | - Miao Gong
- Department of Geriatrics, Shanghai Fifth People's HospitalFudan UniversityShanghaiChina
| | - Zunping Ke
- Department of Geriatrics, Shanghai Fifth People's HospitalFudan UniversityShanghaiChina
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9
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Pekayvaz K, Heinig M, Stark K. Predictive cardio-omics: translating single-cell multiomics into tools for personalized medicine. Nat Rev Cardiol 2025; 22:305-306. [PMID: 39900732 DOI: 10.1038/s41569-025-01132-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/05/2025]
Affiliation(s)
- Kami Pekayvaz
- Medizinische Klinik und Poliklinik I, LMU University Hospital, Munich, Germany.
- DZHK (German Centre for Cardiovascular Research), Partner Site Munich Heart Alliance, Munich, Germany.
| | - Matthias Heinig
- DZHK (German Centre for Cardiovascular Research), Partner Site Munich Heart Alliance, Munich, Germany.
- Institute of Computational Biology, German Research Center for Environmental Health, Helmholtz Zentrum München, Neuherberg, Germany.
- Department of Computer Science, TUM School of Computation, Information and Technology, Technical University of Munich, Garching, Germany.
| | - Konstantin Stark
- Medizinische Klinik und Poliklinik I, LMU University Hospital, Munich, Germany.
- DZHK (German Centre for Cardiovascular Research), Partner Site Munich Heart Alliance, Munich, Germany.
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10
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Cho S, Rhee S, Madl CM, Caudal A, Thomas D, Kim H, Kojic A, Shin HS, Mahajan A, Jahng JW, Wang X, Thai PN, Paik DT, Wang M, Mullen M, Baker NM, Leitz J, Mukherjee S, Winn VD, Woo YJ, Blau HM, Wu JC. Selective inhibition of stromal mechanosensing suppresses cardiac fibrosis. Nature 2025:10.1038/s41586-025-08945-9. [PMID: 40307543 DOI: 10.1038/s41586-025-08945-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Accepted: 03/26/2025] [Indexed: 05/02/2025]
Abstract
Matrix-derived biophysical cues are known to regulate the activation of fibroblasts and their subsequent transdifferentiation into myofibroblasts1-6, but whether modulation of these signals can suppress fibrosis in intact tissues remains unclear, particularly in the cardiovascular system7-10. Here we demonstrate across multiple scales that inhibition of matrix mechanosensing in persistently activated cardiac fibroblasts potentiates-in concert with soluble regulators of the TGFβ pathway-a robust transcriptomic, morphological and metabolic shift towards quiescence. By conducting a meta-analysis of public human and mouse single-cell sequencing datasets, we identify the focal-adhesion-associated tyrosine kinase SRC as a fibroblast-enriched mechanosensor that can be targeted selectively in stromal cells to mimic the effects of matrix softening in vivo. Pharmacological inhibition of SRC by saracatinib, coupled with TGFβ suppression, induces synergistic repression of key profibrotic gene programs in fibroblasts, characterized by a marked inhibition of the MRTF-SRF pathway, which is not seen after treatment with either drug alone. Importantly, the dual treatment alleviates contractile dysfunction in fibrotic engineered heart tissues and in a mouse model of heart failure. Our findings point to joint inhibition of SRC-mediated stromal mechanosensing and TGFβ signalling as a potential mechanotherapeutic strategy for treating cardiovascular fibrosis.
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Affiliation(s)
- Sangkyun Cho
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA.
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA.
| | - Siyeon Rhee
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA
- Greenstone Biosciences, Palo Alto, CA, USA
| | - Christopher M Madl
- Department of Microbiology and Immunology, Stanford University, Stanford, CA, USA
- Department of Materials Science and Engineering, University of Pennsylvania, Philadelphia, PA, USA
| | - Arianne Caudal
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Dilip Thomas
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Hyeonyu Kim
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Ana Kojic
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Hye Sook Shin
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Abhay Mahajan
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - James W Jahng
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Xi Wang
- COPPER Laboratory, Ohio State University, Columbus, OH, USA
| | - Phung N Thai
- Department of Internal Medicine, University of California, Davis, Davis, CA, USA
| | - David T Paik
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Mingqiang Wang
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - McKay Mullen
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Natalie M Baker
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | | | | | - Virginia D Winn
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA
- Department of Obstetrics and Gynecology, Stanford University School of Medicine, Stanford, CA, USA
| | - Y Joseph Woo
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA
- Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, CA, USA
| | - Helen M Blau
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA
- Department of Microbiology and Immunology, Stanford University, Stanford, CA, USA
| | - Joseph C Wu
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA.
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University School of Medicine, Stanford, CA, USA.
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11
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Liang H, Berger B, Singh R. Tracing the Shared Foundations of Gene Expression and Chromatin Structure. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.03.31.646349. [PMID: 40235997 PMCID: PMC11996408 DOI: 10.1101/2025.03.31.646349] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 04/17/2025]
Abstract
The three-dimensional organization of chromatin into topologically associating domains (TADs) may impact gene regulation by bringing distant genes into contact. However, many questions about TADs' function and their influence on transcription remain unresolved due to technical limitations in defining TAD boundaries and measuring the direct effect that TADs have on gene expression. Here, we develop consensus TAD maps for human and mouse with a novel "bag-of-genes" approach for defining the gene composition within TADs. This approach enables new functional interpretations of TADs by providing a way to capture species-level differences in chromatin organization. We also leverage a generative AI foundation model computed from 33 million transcriptomes to define contextual similarity, an embedding-based metric that is more powerful than co-expression at representing functional gene relationships. Our analytical framework directly leads to testable hypotheses about chromatin organization across cellular states. We find that TADs play an active role in facilitating gene co-regulation, possibly through a mechanism involving transcriptional condensates. We also discover that the TAD-linked enhancement of transcriptional context is strongest in early developmental stages and systematically declines with aging. Investigation of cancer cells show distinct patterns of TAD usage that shift with chemotherapy treatment, suggesting specific roles for TAD-mediated regulation in cellular development and plasticity. Finally, we develop "TAD signatures" to improve statistical analysis of single-cell transcriptomic data sets in predicting cancer cell-line drug response. These findings reshape our understanding of cellular plasticity in development and disease, indicating that chromatin organization acts through probabilistic mechanisms rather than deterministic rules. Software availability https://singhlab.net/tadmap.
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12
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Leblanc FJA, Yiu CHK, Moreira LM, Johnston AM, Mehta N, Kourliouros A, Sayeed R, Nattel S, Reilly S, Lettre G. Single-nucleus multi-omics implicates androgen receptor signaling in cardiomyocytes and NR4A1 regulation in fibroblasts during atrial fibrillation. NATURE CARDIOVASCULAR RESEARCH 2025; 4:433-444. [PMID: 40133651 PMCID: PMC11994452 DOI: 10.1038/s44161-025-00626-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/25/2024] [Accepted: 02/13/2025] [Indexed: 03/27/2025]
Abstract
The dysregulation of gene expression programs in the human atria during persistent atrial fibrillation (AF) is not completely understood. Here, we reanalyze bulk RNA-sequencing datasets from two studies (N = 242) and identified 755 differentially expressed genes in left atrial appendages of individuals with persistent AF and non-AF controls. We combined the bulk RNA-sequencing differentially expressed genes with a left atrial appendage single-nucleus multi-omics dataset to assign genes to specific atrial cell types. We found noncoding genes at the IFNG locus (LINC01479, IFNG-AS1) strongly dysregulated in cardiomyocytes. We defined a gene expression signature potentially driven by androgen receptor signaling in cardiomyocytes from individuals with AF. Cell-type-specific gene expression modules suggested an increase in T cell and a decrease in adipocyte and neuronal cell gene expression in AF. Lastly, we showed that reducing NR4A1 expression, a marker of a poorly characterized human atrial fibroblast subtype, fibroblast activation markers, extracellular matrix remodeling and cell proliferation decreased.
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MESH Headings
- Humans
- Atrial Fibrillation/genetics
- Atrial Fibrillation/metabolism
- Atrial Fibrillation/pathology
- Atrial Fibrillation/physiopathology
- Myocytes, Cardiac/metabolism
- Myocytes, Cardiac/pathology
- Fibroblasts/metabolism
- Fibroblasts/pathology
- Signal Transduction
- Nuclear Receptor Subfamily 4, Group A, Member 1/genetics
- Nuclear Receptor Subfamily 4, Group A, Member 1/metabolism
- Receptors, Androgen/metabolism
- Receptors, Androgen/genetics
- RNA, Long Noncoding/genetics
- RNA, Long Noncoding/metabolism
- Transcriptome
- Male
- Interferon-gamma/genetics
- Interferon-gamma/metabolism
- Case-Control Studies
- Single-Cell Analysis
- Atrial Appendage/metabolism
- Atrial Appendage/physiopathology
- Atrial Appendage/pathology
- Female
- Gene Expression Regulation
- Gene Expression Profiling
- Middle Aged
- Gene Regulatory Networks
- Cell Proliferation
- Multiomics
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Affiliation(s)
- Francis J A Leblanc
- Montreal Heart Institute, Montreal, Quebec, Canada
- Department of Medicine, Université de Montréal, Montréal, Quebec, Canada
| | - Chi Him Kendrick Yiu
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, John Radcliffe Hospital, Oxford, UK
| | - Lucia M Moreira
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, John Radcliffe Hospital, Oxford, UK
| | - Aaron M Johnston
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, John Radcliffe Hospital, Oxford, UK
| | - Neelam Mehta
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, John Radcliffe Hospital, Oxford, UK
| | - Antonios Kourliouros
- Cardiothoracic Surgery, Oxford Heart Centre, John Radcliffe Hospital, Oxford, UK
| | - Rana Sayeed
- Cardiothoracic Surgery, Oxford Heart Centre, John Radcliffe Hospital, Oxford, UK
| | - Stanley Nattel
- Montreal Heart Institute, Montreal, Quebec, Canada
- Department of Medicine, Université de Montréal, Montréal, Quebec, Canada
- IHU Liryc and Fondation Bordeaux Université, Bordeaux, France
- Institute of Pharmacology, West German Heart and Vascular Center, Faculty of Medicine, University Duisburg-Essen, Essen, Germany
| | - Svetlana Reilly
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, John Radcliffe Hospital, Oxford, UK.
| | - Guillaume Lettre
- Montreal Heart Institute, Montreal, Quebec, Canada.
- Department of Medicine, Université de Montréal, Montréal, Quebec, Canada.
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13
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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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14
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Mulvey JF, Meyer EL, Svenningsen MS, Lundby A. Integrating -Omic Technologies across Modality, Space, and Time to Decipher Remodeling in Cardiac Disease. Curr Cardiol Rep 2025; 27:74. [PMID: 40116972 PMCID: PMC11928419 DOI: 10.1007/s11886-025-02226-7] [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] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 03/11/2025] [Indexed: 03/23/2025]
Abstract
PURPOSE OF REVIEW Despite significant efforts to understand pathophysiological processes underlying cardiac diseases, the molecular causes for the most part remain unresolved. Rapid advancements in -omics technologies, and their application in cardiac research, offer new insight into cardiac remodeling in disease states. This review aims to provide an accessible overview of recent advances in omics approaches for studying cardiac remodeling, catering to readers without extensive prior expertise. RECENT FINDINGS We provide a methodologically focused overview of current methods for performing transcriptomics and proteomics, including their extensions for single-cell and spatial measurements. We discuss approaches to integrate data across modalities, resolutions and time. Key recent applications within the cardiac field are highlighted. Each -omics modality can provide insight, yet each existing experimental method has technical or conceptual limitations. Integrating data across multiple modalities can leverage strengths and mitigate weaknesses, ultimately enhancing our understanding of cardiac pathophysiology.
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Affiliation(s)
- John F Mulvey
- Department of Biomedical Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Emily L Meyer
- Department of Biomedical Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Mikkel Skjoldan Svenningsen
- Department of Biomedical Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Alicia Lundby
- Department of Biomedical Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
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15
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Sheng S, Liu G, Lv P, Liu J, Lv L, Yuan M, Luo D, Xiong J, Dong P, Zhang J, Xie B, Dong Z, Shi Y. Therapeutic inhibition of PHF21B attenuates pathological cardiac hypertrophy by inhibiting the BMP4/GSK3β/β-catenin axis. Eur J Pharmacol 2025; 991:177346. [PMID: 39900327 DOI: 10.1016/j.ejphar.2025.177346] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2024] [Revised: 01/27/2025] [Accepted: 01/31/2025] [Indexed: 02/05/2025]
Abstract
BACKGROUND Pathological cardiac hypertrophy is a hallmark of various cardiovascular diseases, unfortunately, effective targeted therapies are still lacking. This study aims to verify the role of plant-homeodomain finger protein21b (PHF21B) in pathological cardiac hypertrophy. METHODS Angiotensin-II (Ang II) induced cardiomyocyte hypertrophy in vitro, and short hairpin (sh) RNA-mediated PHF21B silencing was used to assess its role in hypertrophic growth. Transverse aortic constriction (TAC) was performed to induce cardiac hypertrophy in mice. To assess the effect of PHF21B on pathological cardiac hypertrophy in vivo, the myocardium was transduced with adeno-associated virus 9 (AAV9) encoding a PHF21B-targeting shRNA for gene ablation. Chromatin immunoprecipitation-polymerase chain reaction (PCR), western blotting, and quantitative reverse transcription-PCR were performed to elucidate the mechanisms through which PHF21B regulates pathological cardiac hypertrophy. RESULTS This investigation revealed that PHF21B levels were elevated in patients with pathological cardiac hypertrophy. PHF21B inhibition alleviated pressure overload-induced cardiac dysfunction and hypertrophy in vivo, and Ang-II-induced cardiomyocyte hypertrophy in vitro. Genome-wide transcriptome analysis and biological experiments revealed that PHF21B silencing inhibited the Wnt signalling pathway, include the protein expression of β-catenin, and the phosphorylation of glycogen synthase kinase (GSK)-3β. Mechanistically, PHF21B influenced the translation of bone morphogenetic protein (BMP)-4 and facilitated the activation of the GSK3β/β-catenin pathway. The anti-hypertrophic effects of PHF21B knockdown were blocked by BMP4 supplementation. CONCLUSIONS Collectively, our results demonstrated that PHF21B is contributes to pathological cardiac hypertrophy by regulating BMP4 expression and the GSK3β/β-catenin pathway. The inhibition of PHF21B is a potential new therapeutic strategy to mitigate pathological cardiiac hypertrophy.
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Affiliation(s)
- Siqi Sheng
- Department of Pharmacy, The First Affiliated Hospital of Harbin Medical University, Youzheng Street, Nangang District, Harbin, 150001, China; The Key Laboratory of Cardiovascular Disease Acousto-Optic Electromagnetic Diagnosis and Treatment in Heilongjiang Province, The First Affiliated Hospital of Harbin Medical University, Youzheng Street, Nangang District, Harbin, 150001, China
| | - Guannan Liu
- Department of Pharmacy, The First Affiliated Hospital of Harbin Medical University, Youzheng Street, Nangang District, Harbin, 150001, China
| | - Pengcheng Lv
- Department of Pharmacy, The First Affiliated Hospital of Harbin Medical University, Youzheng Street, Nangang District, Harbin, 150001, China
| | - Jialiang Liu
- Department of Pharmacy, The First Affiliated Hospital of Harbin Medical University, Youzheng Street, Nangang District, Harbin, 150001, China
| | - Lin Lv
- Department of Pharmacy, The First Affiliated Hospital of Harbin Medical University, Youzheng Street, Nangang District, Harbin, 150001, China; Experimental Animal Center, The First Affiliated Hospital of Harbin Medical University, Youzheng Street, Nangang District, Harbin, 150001, China
| | - Meng Yuan
- Department of Pharmacy, The First Affiliated Hospital of Harbin Medical University, Youzheng Street, Nangang District, Harbin, 150001, China
| | - Dankun Luo
- Department of General Surgery, The First Affiliated Hospital of Harbin Medical University, Youzheng Street, Nangang District, Harbin, 150001, China
| | - Jie Xiong
- Department of Cardiology, The First Affiliated Hospital of Harbin Medical University, Youzheng Street, Nangang District, Harbin, 150001, China
| | - Pengwei Dong
- Department of Pharmacy, The First Affiliated Hospital of Harbin Medical University, Youzheng Street, Nangang District, Harbin, 150001, China
| | - Jingyue Zhang
- Department of Pharmacy, The First Affiliated Hospital of Harbin Medical University, Youzheng Street, Nangang District, Harbin, 150001, China
| | - Baodong Xie
- Cardiovascular Surgery, The First Affiliated Hospital of Harbin Medical University, Youzheng Street, Nangang District, Harbin, 150001, China.
| | - Zengxiang Dong
- The Key Laboratory of Cardiovascular Disease Acousto-Optic Electromagnetic Diagnosis and Treatment in Heilongjiang Province, The First Affiliated Hospital of Harbin Medical University, Youzheng Street, Nangang District, Harbin, 150001, China; NHC Key Laboratory of Cell Transplantation, The First Affiliated Hospital of Harbin Medical University, Youzheng Street, Nangang District, Harbin, 150001, China.
| | - Yuanqi Shi
- The Key Laboratory of Cardiovascular Disease Acousto-Optic Electromagnetic Diagnosis and Treatment in Heilongjiang Province, The First Affiliated Hospital of Harbin Medical University, Youzheng Street, Nangang District, Harbin, 150001, China.
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16
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Lee JTH, Barnett SN, Roberts K, Ashwin H, Milross L, Cho JW, Huseynov A, Woodhams B, Aivazidis A, Li T, Majo J, Chaves P, Lee M, Miranda AMA, Jablonska Z, Arena V, Hanley B, Osborn M, Uhlmann V, Xu XN, McLean GR, Teichmann SA, Randi AM, Filby A, Kaye PM, Fisher AJ, Hemberg M, Noseda M, Bayraktar OA. Integrated histopathology, spatial and single cell transcriptomics resolve cellular drivers of early and late alveolar damage in COVID-19. Nat Commun 2025; 16:1979. [PMID: 40064844 PMCID: PMC11893906 DOI: 10.1038/s41467-025-56473-x] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2024] [Accepted: 01/21/2025] [Indexed: 03/14/2025] Open
Abstract
The most common cause of death due to COVID-19 remains respiratory failure. Yet, our understanding of the precise cellular and molecular changes underlying lung alveolar damage is limited. Here, we integrate single cell transcriptomic data of COVID-19 and donor lung tissue with spatial transcriptomic data stratifying histopathological stages of diffuse alveolar damage. We identify changes in cellular composition across progressive damage, including waves of molecularly distinct macrophages and depletion of epithelial and endothelial populations. Predicted markers of pathological states identify immunoregulatory signatures, including IFN-alpha and metallothionein signatures in early damage, and fibrosis-related collagens in late damage. Furthermore, we predict a fibrinolytic shutdown via endothelial upregulation of SERPINE1/PAI-1. Cell-cell interaction analysis revealed macrophage-derived SPP1/osteopontin signalling as a key regulator during early steps of alveolar damage. These results provide a comprehensive, spatially resolved atlas of alveolar damage progression in COVID-19, highlighting the cellular mechanisms underlying pro-inflammatory and pro-fibrotic pathways in severe disease.
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Affiliation(s)
| | - Sam N Barnett
- National Heart and Lung Institute, Imperial College London, London, UK
- British Heart Foundation Centre of Research Excellence, Imperial College London, London, UK
| | | | - Helen Ashwin
- York Biomedical Research Institute, Hull York Medical School, University of York, York, UK
| | - Luke Milross
- Newcastle University Translational and Clinical Research Institute, Newcastle upon Tyne, UK
| | - Jae-Won Cho
- The Gene Lay Institute of Immunology and Inflammation, Brigham and Women's Hospital, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Alik Huseynov
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Benjamin Woodhams
- Wellcome Sanger Institute, Hinxton, UK
- European Bioinformatics Institute, European Molecular Biology Laboratory (EMBL), Cambridge, UK
| | | | - Tong Li
- Wellcome Sanger Institute, Hinxton, UK
| | - Joaquim Majo
- Department of Cellular Pathology, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Patricia Chaves
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Michael Lee
- National Heart and Lung Institute, Imperial College London, London, UK
| | | | - Zuzanna Jablonska
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Vincenzo Arena
- Department of Woman and Child Health and Public Health, Fondazione Policlinico Universitario A. Gemelli IRCCS, Istituto di Anatomia Patologica, Università Cattolica Del Sacro Cuore, Rome, Italy
| | - Brian Hanley
- Department of Cellular Pathology, Northwest London Pathology, Imperial College London NHS Trust, London, UK
| | - Michael Osborn
- Department of Cellular Pathology, Northwest London Pathology, Imperial College London NHS Trust, London, UK
| | - Virginie Uhlmann
- European Bioinformatics Institute, European Molecular Biology Laboratory (EMBL), Cambridge, UK
| | - Xiao-Ning Xu
- Department of Infectious Disease, Imperial College London, London, UK
| | - Gary R McLean
- National Heart and Lung Institute, Imperial College London, London, UK
- London Metropolitan University, London, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Hinxton, UK
- Cambridge Stem Cell Institute & Department of Medicine, University of Cambridge, Cambridge, UK
| | - Anna M Randi
- National Heart and Lung Institute, Imperial College London, London, UK
- British Heart Foundation Centre of Research Excellence, Imperial College London, London, UK
| | - Andrew Filby
- Biosciences Institute and Innovation, Methodology and Application Research Theme, Newcastle University, Newcastle upon Tyne, UK
| | - Paul M Kaye
- York Biomedical Research Institute, Hull York Medical School, University of York, York, UK
| | - Andrew J Fisher
- Newcastle University Translational and Clinical Research Institute, Newcastle upon Tyne, UK.
- Institute of Transplantation, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK.
| | - Martin Hemberg
- The Gene Lay Institute of Immunology and Inflammation, Brigham and Women's Hospital, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA.
| | - Michela Noseda
- National Heart and Lung Institute, Imperial College London, London, UK.
- British Heart Foundation Centre of Research Excellence, Imperial College London, London, UK.
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17
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Amancherla K, Taravella Oill AM, Bledsoe X, Williams AL, Chow N, Zhao S, Sheng Q, Bearl DW, Hoffman RD, Menachem JN, Siddiqi HK, Brinkley DM, Mee ED, Hadad N, Agrawal V, Schmeckpepper J, Rali AS, Tsai S, Farber-Eger EH, Wells QS, Freedman JE, Tucker NR, Schlendorf KH, Gamazon ER, Shah RV, Banovich N. Dynamic responses to rejection in the transplanted human heart revealed through spatial transcriptomics. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.02.28.640852. [PMID: 40093136 PMCID: PMC11908199 DOI: 10.1101/2025.02.28.640852] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/19/2025]
Abstract
Allograft rejection following solid-organ transplantation is a major cause of graft dysfunction and mortality. Current approaches to diagnosis rely on histology, which exhibits wide diagnostic variability and lacks access to molecular phenotypes that may stratify therapeutic response. Here, we leverage image-based spatial transcriptomics at sub-cellular resolution in longitudinal human cardiac biopsies to characterize transcriptional heterogeneity in 62 adult and pediatric heart transplant (HT) recipients during and following histologically-diagnosed rejection. Across 28 cell types, we identified significant differences in abundance in CD4 + and CD8 + T cells, fibroblasts, and endothelial cells across different biological classes of rejection (cellular, mixed, antibody-mediated). We observed a broad overlap in cellular transcriptional states across histologic rejection severity and biological class and significant heterogeneity within rejection severity grades that would qualify for immunomodulatory treatment. Individuals who had resolved rejection after therapy had a distinct transcriptomic profile relative to those with persistent rejection, including 216 genes across 6 cell types along pathways of inflammation, IL6-JAK-STAT3 signaling, IFNα/IFNγ response, and TNFα signaling. Spatial transcriptomics also identified genes linked to long-term prognostic outcomes post-HT. These results underscore importance of subtyping immunologic states during rejection to stratify immune-cardiac interactions following HT that are therapeutically relevant to short- and long-term rejection-related outcomes.
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18
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Sadasivan C, Gagnon LR, Ma CH, Dion J, Kim DH, Oudit GY. Advanced Biventricular Heart Failure Precipitated by Large Territory Stroke in a Patient With Carvajal Syndrome. JACC Case Rep 2025; 30:103191. [PMID: 40054907 PMCID: PMC11911878 DOI: 10.1016/j.jaccas.2024.103191] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2024] [Revised: 11/08/2024] [Accepted: 11/21/2024] [Indexed: 03/20/2025]
Abstract
Stroke-heart syndrome describes the neurocardiogenic mechanisms that lead to the development of poststroke cardiovascular complications. We describe a 25-year-old man with Carvajal syndrome who developed advanced biventricular heart failure 2 months after a large territory ischemic stroke. His condition was managed with inotropic support initially and required biventricular assist devices as a bridge to possible heart transplantation. This case highlights the increased risk of cardiovascular complications after stroke through dysregulation of the brain-heart axis. Poststroke neuron death leads to systemic and local inflammation through noradrenaline, interleukin-1, and other proinflammatory cells. This cumulatively leads to endothelial dysfunction and cardiomyocyte fibrosis/necrosis within the heart.
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Affiliation(s)
- Chandu Sadasivan
- Division of Cardiology, Department of Medicine, Mazankowski Alberta Heart Institute, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Luke R Gagnon
- Division of Cardiology, Department of Medicine, Mazankowski Alberta Heart Institute, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Chen Hsiang Ma
- Division of Cardiology, Department of Medicine, Mazankowski Alberta Heart Institute, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Josiane Dion
- Division of Cardiology, Department of Medicine, Mazankowski Alberta Heart Institute, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Daniel H Kim
- Division of Cardiology, Department of Medicine, Mazankowski Alberta Heart Institute, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada
| | - Gavin Y Oudit
- Division of Cardiology, Department of Medicine, Mazankowski Alberta Heart Institute, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada.
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19
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Xu X, Su J, Zhu R, Li K, Zhao X, Fan J, Mao F. From morphology to single-cell molecules: high-resolution 3D histology in biomedicine. Mol Cancer 2025; 24:63. [PMID: 40033282 PMCID: PMC11874780 DOI: 10.1186/s12943-025-02240-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2024] [Accepted: 01/18/2025] [Indexed: 03/05/2025] Open
Abstract
High-resolution three-dimensional (3D) tissue analysis has emerged as a transformative innovation in the life sciences, providing detailed insights into the spatial organization and molecular composition of biological tissues. This review begins by tracing the historical milestones that have shaped the development of high-resolution 3D histology, highlighting key breakthroughs that have facilitated the advancement of current technologies. We then systematically categorize the various families of high-resolution 3D histology techniques, discussing their core principles, capabilities, and inherent limitations. These 3D histology techniques include microscopy imaging, tomographic approaches, single-cell and spatial omics, computational methods and 3D tissue reconstruction (e.g. 3D cultures and spheroids). Additionally, we explore a wide range of applications for single-cell 3D histology, demonstrating how single-cell and spatial technologies are being utilized in the fields such as oncology, cardiology, neuroscience, immunology, developmental biology and regenerative medicine. Despite the remarkable progress made in recent years, the field still faces significant challenges, including high barriers to entry, issues with data robustness, ambiguous best practices for experimental design, and a lack of standardization across methodologies. This review offers a thorough analysis of these challenges and presents recommendations to surmount them, with the overarching goal of nurturing ongoing innovation and broader integration of cellular 3D tissue analysis in both biology research and clinical practice.
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Affiliation(s)
- Xintian Xu
- Institute of Medical Innovation and Research, Peking University Third Hospital, Beijing, China
- Cancer Center, Peking University Third Hospital, Beijing, China
- 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, Beijing, China
| | - Jimeng Su
- Institute of Medical Innovation and Research, Peking University Third Hospital, Beijing, China
- Cancer Center, Peking University Third Hospital, Beijing, China
- College of Animal Science and Technology, Yangzhou University, Yangzhou, Jiangsu, China
| | - Rongyi Zhu
- 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, Beijing, China
| | - Kailong Li
- 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, Beijing, China
| | - Xiaolu Zhao
- State Key Laboratory of Female Fertility Promotion, Center for Reproductive Medicine, Department of Obstetrics and GynecologyNational Clinical Research Center for Obstetrics and Gynecology (Peking University Third Hospital)Key Laboratory of Assisted Reproduction (Peking University), Ministry of EducationBeijing Key Laboratory of Reproductive Endocrinology and Assisted Reproductive Technology, Peking University Third Hospital, Beijing, China.
| | - Jibiao Fan
- College of Animal Science and Technology, Yangzhou University, Yangzhou, Jiangsu, China.
| | - Fengbiao Mao
- Institute of Medical Innovation and Research, Peking University Third Hospital, Beijing, China.
- Cancer Center, Peking University Third Hospital, Beijing, China.
- Beijing Key Laboratory for Interdisciplinary Research in Gastrointestinal Oncology (BLGO), Beijing, China.
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20
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Mulleners OJ, van der Maarel LE, Christoffels VM, Jensen B. The trabecular and compact myocardium of adult vertebrate ventricles are transcriptionally similar despite morphological differences. Ann N Y Acad Sci 2025; 1545:76-90. [PMID: 39934982 PMCID: PMC11918530 DOI: 10.1111/nyas.15296] [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] [Indexed: 02/13/2025]
Abstract
A poorly understood, major event in heart evolution is the convergent prioritization in mammals and birds of compact myocardium over trabecular myocardium. Compact myocardium is thought to facilitate the greater cardiac outputs that distinguish endothermic mammals and birds from ectotherms, but the underlying mechanism remains unclear. We used transcriptomics to investigate whether the compact layer myocardium is intrinsically different from that of the trabecular layer. In the embryonic mouse heart, spatial transcriptomics revealed that 3% of detected genes were differentially expressed between trabecular and compact myocardium. In the adult, this analysis yielded only 0.2% differentially expressed genes. Additionally, the transcriptomes of both embryonic trabecular and compact myocardium greatly differed from those of the adult myocardium. Reanalysis of available single-cell transcriptomes showed relationships between human embryonic and adult trabecular and compact myocardium similar to those in mice. Analysis of new and published transcriptomes from adult zebra finch, zebrafish, and tuna revealed few differentially expressed genes (<0.6%) and no conservation between species. We conclude that the transcriptional states of developing trabecular and compact myocardium do not persist into adulthood. In adult hearts, the compact layer myocardium is not intrinsically different from that of the trabecular layer despite the overt morphological differences.
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Affiliation(s)
- Otto J. Mulleners
- Department of Medical Biology, Amsterdam Cardiovascular SciencesAmsterdam UMCAmsterdamThe Netherlands
| | - Lieve E. van der Maarel
- Department of Medical Biology, Amsterdam Cardiovascular SciencesAmsterdam UMCAmsterdamThe Netherlands
| | - Vincent M. Christoffels
- Department of Medical Biology, Amsterdam Cardiovascular SciencesAmsterdam UMCAmsterdamThe Netherlands
| | - Bjarke Jensen
- Department of Medical Biology, Amsterdam Cardiovascular SciencesAmsterdam UMCAmsterdamThe Netherlands
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21
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Tadros R, Zheng SL, Grace C, Jordà P, Francis C, West DM, Jurgens SJ, Thomson KL, Harper AR, Ormondroyd E, Xu X, Theotokis PI, Buchan RJ, McGurk KA, Mazzarotto F, Boschi B, Pelo E, Lee M, Noseda M, Varnava A, Vermeer AMC, Walsh R, Amin AS, van Slegtenhorst MA, Roslin NM, Strug LJ, Salvi E, Lanzani C, de Marvao A, Roberts JD, Tremblay-Gravel M, Giraldeau G, Cadrin-Tourigny J, L'Allier PL, Garceau P, Talajic M, Gagliano Taliun SA, Pinto YM, Rakowski H, Pantazis A, Bai W, Baksi J, Halliday BP, Prasad SK, Barton PJR, O'Regan DP, Cook SA, de Boer RA, Christiaans I, Michels M, Kramer CM, Ho CY, Neubauer S, Matthews PM, Wilde AAM, Tardif JC, Olivotto I, Adler A, Goel A, Ware JS, Bezzina CR, Watkins H. Large-scale genome-wide association analyses identify novel genetic loci and mechanisms in hypertrophic cardiomyopathy. Nat Genet 2025; 57:530-538. [PMID: 39966646 PMCID: PMC11906354 DOI: 10.1038/s41588-025-02087-4] [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: 01/25/2023] [Accepted: 01/10/2025] [Indexed: 02/20/2025]
Abstract
Hypertrophic cardiomyopathy (HCM) is an important cause of morbidity and mortality with both monogenic and polygenic components. Here, we report results from a large genome-wide association study and multitrait analysis including 5,900 HCM cases, 68,359 controls and 36,083 UK Biobank participants with cardiac magnetic resonance imaging. We identified 70 loci (50 novel) associated with HCM and 62 loci (20 novel) associated with relevant left ventricular traits. Among the prioritized genes in the HCM loci, we identify a novel HCM disease gene, SVIL, which encodes the actin-binding protein supervillin, showing that rare truncating SVIL variants confer a roughly tenfold increased risk of HCM. Mendelian randomization analyses support a causal role of increased left ventricular contractility in both obstructive and nonobstructive forms of HCM, suggesting common disease mechanisms and anticipating shared response to therapy. Taken together, these findings increase our understanding of the genetic basis of HCM, with potential implications for disease management.
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Affiliation(s)
- Rafik Tadros
- Cardiovascular Genetics Centre and Research Centre, Montreal Heart Institute, Montreal, Quebec, Canada.
- Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada.
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands.
| | - Sean L Zheng
- National Heart and Lung Institute, Imperial College London, London, UK
- MRC Laboratory of Medical Sciences, Imperial College London, London, UK
- Royal Brompton and Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Christopher Grace
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, John Radcliffe Hospital, Oxford, UK
| | - Paloma Jordà
- Cardiovascular Genetics Centre and Research Centre, Montreal Heart Institute, Montreal, Quebec, Canada
- Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada
| | - Catherine Francis
- National Heart and Lung Institute, Imperial College London, London, UK
- Royal Brompton and Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Dominique M West
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, John Radcliffe Hospital, Oxford, UK
| | - Sean J Jurgens
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Kate L Thomson
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, John Radcliffe Hospital, Oxford, UK
- Oxford Genetics Laboratories, Churchill Hospital, Oxford, UK
| | - Andrew R Harper
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, John Radcliffe Hospital, Oxford, UK
| | - Elizabeth Ormondroyd
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, John Radcliffe Hospital, Oxford, UK
| | - Xiao Xu
- MRC Laboratory of Medical Sciences, Imperial College London, London, UK
| | - Pantazis I Theotokis
- National Heart and Lung Institute, Imperial College London, London, UK
- MRC Laboratory of Medical Sciences, Imperial College London, London, UK
- Royal Brompton and 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, Imperial College London, London, UK
- Royal Brompton and Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Kathryn A McGurk
- National Heart and Lung Institute, Imperial College London, London, UK
- MRC Laboratory of Medical Sciences, Imperial College London, London, UK
| | - Francesco Mazzarotto
- National Heart and Lung Institute, Imperial College London, London, UK
- Department of Molecular and Translational Medicine, University of Brescia, Brescia, Italy
| | | | | | - Michael Lee
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Michela Noseda
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Amanda Varnava
- National Heart and Lung Institute, Imperial College London, London, UK
- Imperial College Healthcare NHS Trust, Imperial College London, London, UK
| | - Alexa M C Vermeer
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
- Department of Clinical Genetics, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
- European Reference Network for Rare and Low Prevalence Complex Diseases of the Heart (ERN GUARD-HEART), Amsterdam, the Netherlands
| | - Roddy Walsh
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
| | - Ahmad S Amin
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
- European Reference Network for Rare and Low Prevalence Complex Diseases of the Heart (ERN GUARD-HEART), Amsterdam, the Netherlands
- Department of Clinical Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
| | - Marjon A van Slegtenhorst
- Department of Clinical Genetics, Erasmus Medical Center, University Medical Center Rotterdam, Rotterdam, the Netherlands
| | - Nicole M Roslin
- Program in Genetics and Genome Biology and The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Lisa J Strug
- Program in Genetics and Genome Biology and The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, Ontario, Canada
- Departments of Statistical Sciences and Computer Science, University of Toronto, Toronto, Ontario, Canada
- Division of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Erika Salvi
- Neuroalgology Unit, Fondazione IRCCS Istituto Neurologico 'Carlo Besta', Milan, Italy
| | - Chiara Lanzani
- Genomics of Renal Diseases and Hypertension Unit and Nephrology Operative Unit, IRCCS San Raffaele Hospital, Milan, Italy
- Vita-Salute San Raffaele University, Milan, Italy
| | - Antonio de Marvao
- MRC Laboratory of Medical Sciences, Imperial College London, London, UK
- King's College London, London, UK
| | - Jason D Roberts
- Department of Medicine, Section of Cardiac Electrophysiology, Division of Cardiology, Western University, London, Ontario, Canada
| | - Maxime Tremblay-Gravel
- Cardiovascular Genetics Centre and Research Centre, Montreal Heart Institute, Montreal, Quebec, Canada
- Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada
| | - Genevieve Giraldeau
- Cardiovascular Genetics Centre and Research Centre, Montreal Heart Institute, Montreal, Quebec, Canada
- Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada
| | - Julia Cadrin-Tourigny
- Cardiovascular Genetics Centre and Research Centre, Montreal Heart Institute, Montreal, Quebec, Canada
- Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada
| | - Philippe L L'Allier
- Cardiovascular Genetics Centre and Research Centre, Montreal Heart Institute, Montreal, Quebec, Canada
- Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada
| | - Patrick Garceau
- Cardiovascular Genetics Centre and Research Centre, Montreal Heart Institute, Montreal, Quebec, Canada
- Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada
| | - Mario Talajic
- Cardiovascular Genetics Centre and Research Centre, Montreal Heart Institute, Montreal, Quebec, Canada
- Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada
| | - Sarah A Gagliano Taliun
- Cardiovascular Genetics Centre and Research Centre, Montreal Heart Institute, Montreal, Quebec, Canada
- Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada
| | - Yigal M Pinto
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
- European Reference Network for Rare and Low Prevalence Complex Diseases of the Heart (ERN GUARD-HEART), Amsterdam, the Netherlands
- Department of Clinical Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
| | - Harry Rakowski
- Division of Cardiology, Peter Munk Cardiac Centre, University Health Network, Toronto, Ontario, Canada
| | - Antonis Pantazis
- Royal Brompton and Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Wenjia Bai
- Department of Computing, Imperial College London, London, UK
- Department of Brain Sciences, Imperial College London, London, UK
- Data Science Institute, Imperial College London, London, UK
| | - John Baksi
- National Heart and Lung Institute, Imperial College London, London, UK
- Royal Brompton and Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Brian P Halliday
- National Heart and Lung Institute, Imperial College London, London, UK
- Royal Brompton and Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Sanjay K Prasad
- National Heart and Lung Institute, Imperial College London, London, UK
- Royal Brompton and 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, Imperial College London, London, UK
- Royal Brompton and Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Declan P O'Regan
- MRC Laboratory of Medical Sciences, Imperial College London, London, UK
| | - Stuart A Cook
- MRC Laboratory of Medical Sciences, Imperial College London, London, UK
- National Heart Centre, Singapore, Singapore
- Duke-National University of Singapore Medical School, Singapore, Singapore
| | - Rudolf A de Boer
- Department of Cardiology, Thorax Center, Cardiovascular Institute, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Imke Christiaans
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Michelle Michels
- European Reference Network for Rare and Low Prevalence Complex Diseases of the Heart (ERN GUARD-HEART), Amsterdam, the Netherlands
- Department of Cardiology, Thorax Center, Cardiovascular Institute, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Christopher M Kramer
- Department of Medicine, Cardiovascular Division, University of Virginia Health, Charlottesville, VA, USA
| | - Carolyn Y Ho
- Cardiovascular Division, Brigham and Women's Hospital, Boston, MA, USA
| | - Stefan Neubauer
- Radcliffe Department of Medicine, University of Oxford, Division of Cardiovascular Medicine, NIHR Oxford Biomedical Research Centre, Oxford, UK
| | - Paul M Matthews
- Department of Brain Sciences, Imperial College London, London, UK
- UK Dementia Research Institute, Imperial College London, London, UK
| | - Arthur A M Wilde
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
- European Reference Network for Rare and Low Prevalence Complex Diseases of the Heart (ERN GUARD-HEART), Amsterdam, the Netherlands
- Department of Clinical Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands
- ECGen, Cardiogenetics Focus Group of EHRA, Biot, France
| | - Jean-Claude Tardif
- Cardiovascular Genetics Centre and Research Centre, Montreal Heart Institute, Montreal, Quebec, Canada
- Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada
| | | | - Arnon Adler
- Division of Cardiology, Peter Munk Cardiac Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Anuj Goel
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, John Radcliffe Hospital, Oxford, UK
| | - James S Ware
- National Heart and Lung Institute, Imperial College London, London, UK.
- MRC Laboratory of Medical Sciences, Imperial College London, London, UK.
- Royal Brompton and Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK.
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
| | - Connie R Bezzina
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, University of Amsterdam, Amsterdam UMC, Amsterdam, the Netherlands.
- European Reference Network for Rare and Low Prevalence Complex Diseases of the Heart (ERN GUARD-HEART), Amsterdam, the Netherlands.
| | - Hugh Watkins
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, John Radcliffe Hospital, Oxford, UK.
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22
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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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23
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Soussi S, Maione AS, Lefèvre L, Pizzinat N, Iacovoni J, Gonzalez-Fuentes I, Cussac D, Iengo L, Santin Y, Tundo F, Tondo C, Pompilio G, Parini A, Douin-Echinard V, Sommariva E. Analysis of effector/memory regulatory T cells from arrhythmogenic cardiomyopathy patients identified IL-32 as a novel player in ACM pathogenesis. Cell Death Dis 2025; 16:87. [PMID: 39934117 PMCID: PMC11814135 DOI: 10.1038/s41419-025-07364-y] [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: 11/27/2024] [Revised: 12/23/2024] [Accepted: 01/16/2025] [Indexed: 02/13/2025]
Abstract
Arrhythmogenic cardiomyopathy (ACM) is an inherited cardiac disorder that causes sudden cardiac death and progressive heart failure. Besides fibro-fatty replacement and myocyte degenerative changes, inflammatory patchy infiltrates are found in myocardial histological analysis of ACM patients. Inflammatory cells could actively participate in ACM pathogenesis, contributing to the alteration of cardiac microenvironment homeostasis, thus triggering disease evolution. In order to characterize the immune-derived mediators involved in ACM pathogenesis, peripheral blood mononuclear cells from ACM patients were characterized and compared to healthy controls' ones. Flow cytometry analysis revealed a lower frequency of CD4+ T helper type 1 cells, NK cells, and terminally differentiated CD8+ EMRA+ T cells in ACM patients compared to age-matched controls. In contrast, a higher proportion of effector/memory FOXP3+ CCR4+ CD45RO+ regulatory CD4+ T cells (Treg) were found in ACM patients. Single-cell RNA-seq performed on isolated memory Treg cells (mTreg) from ACM patients and healthy controls identified 6 clusters characterized by specific gene signatures related to tissue repair and immunosuppressive pathways. Notably, interleukin 32 (IL-32) was the most differentially expressed gene in ACM patients mTreg with respect to healthy controls. Treatment of human cardiac mesenchymal stromal cells with recombinant IL-32 in vitro promoted lipid droplet accumulation and collagen deposition, thus identifying IL-32 as a new potential player in the immune-mediated trigger of cardiac fibro-fatty replacement in ACM. Overall, we here provide the first complete characterization of circulating ACM immune cells, revealing an abundance of Treg. The high expression of IL-32 in ACM Treg may contribute to accelerated cardiac remodeling in ACM patients' hearts.
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Affiliation(s)
| | - Angela Serena Maione
- Unit of Inherited Cardiomyopathies, Centro Cardiologico Monzino IRCCS, 20138, Milan, Italy
| | - Lise Lefèvre
- I2MC, INSERM, UMR-1297, Toulouse, France
- RESTORE Research Center, UMR-1301, Paul Sabatier University, Toulouse, France
| | | | | | | | | | - Lara Iengo
- Unit of Inherited Cardiomyopathies, Centro Cardiologico Monzino IRCCS, 20138, Milan, Italy
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Milan, Italy
| | - Yohan Santin
- Unit of Inherited Cardiomyopathies, Centro Cardiologico Monzino IRCCS, 20138, Milan, Italy
| | - Fabrizio Tundo
- Department of Clinical Electrophysiology and Cardiac Pacing, Centro Cardiologico Monzino IRCCS, 20138, Milan, Italy
| | - Claudio Tondo
- Department of Clinical Electrophysiology and Cardiac Pacing, Centro Cardiologico Monzino IRCCS, 20138, Milan, Italy
- Department of Biomedical, Surgical and Dental Sciences, Università degli Studi di Milano, Milan, Italy
| | - Giulio Pompilio
- Unit of Inherited Cardiomyopathies, Centro Cardiologico Monzino IRCCS, 20138, Milan, Italy
- Department of Biomedical, Surgical and Dental Sciences, Università degli Studi di Milano, Milan, Italy
| | | | - Victorine Douin-Echinard
- I2MC, INSERM, UMR-1297, Toulouse, France
- RESTORE Research Center, UMR-1301, Paul Sabatier University, Toulouse, France
| | - Elena Sommariva
- Unit of Inherited Cardiomyopathies, Centro Cardiologico Monzino IRCCS, 20138, Milan, Italy
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24
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Fayyaz AU, Eltony M, Prokop LJ, Koepp KE, Borlaug BA, Dasari S, Bois MC, Margulies KB, Maleszewski JJ, Wang Y, Redfield MM. Pathophysiological insights into HFpEF from studies of human cardiac tissue. Nat Rev Cardiol 2025; 22:90-104. [PMID: 39198624 PMCID: PMC11750620 DOI: 10.1038/s41569-024-01067-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 07/18/2024] [Indexed: 09/01/2024]
Abstract
Heart failure with preserved ejection fraction (HFpEF) is a major, worldwide health-care problem. Few therapies for HFpEF exist because the pathophysiology of this condition is poorly defined and, increasingly, postulated to be diverse. Although perturbations in other organs contribute to the clinical profile in HFpEF, altered cardiac structure, function or both are the primary causes of this heart failure syndrome. Therefore, studying myocardial tissue is fundamental to improve pathophysiological insights and therapeutic discovery in HFpEF. Most studies of myocardial changes in HFpEF have relied on cardiac tissue from animal models without (or with limited) confirmatory studies in human cardiac tissue. Animal models of HFpEF have evolved based on theoretical HFpEF aetiologies, but these models might not reflect the complex pathophysiology of human HFpEF. The focus of this Review is the pathophysiological insights gained from studies of human HFpEF myocardium. We outline the rationale for these studies, the challenges and opportunities in obtaining myocardial tissue from patients with HFpEF and relevant comparator groups, the analytical approaches, the pathophysiological insights gained to date and the remaining knowledge gaps. Our objective is to provide a roadmap for future studies of cardiac tissue from diverse cohorts of patients with HFpEF, coupling discovery biology with measures to account for pathophysiological diversity.
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Affiliation(s)
- Ahmed U Fayyaz
- Department of Cardiovascular Disease, Division of Circulatory Failure, Mayo Clinic, Rochester, MN, USA
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Muhammad Eltony
- Department of Cardiovascular Disease, Division of Circulatory Failure, Mayo Clinic, Rochester, MN, USA
| | - Larry J Prokop
- Mayo Clinic College of Medicine and Science, Library Reference Service, Rochester, MN, USA
| | - Katlyn E Koepp
- Department of Cardiovascular Disease, Division of Circulatory Failure, Mayo Clinic, Rochester, MN, USA
| | - Barry A Borlaug
- Department of Cardiovascular Disease, Division of Circulatory Failure, Mayo Clinic, Rochester, MN, USA
| | - Surendra Dasari
- Mayo Clinic College of Medicine and Science, Computational Biology, Rochester, MN, USA
| | - Melanie C Bois
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Kenneth B Margulies
- Cardiovascular Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Joesph J Maleszewski
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Ying Wang
- Department of Cardiovascular Disease, Division of Circulatory Failure, Mayo Clinic, Rochester, MN, USA
| | - Margaret M Redfield
- Department of Cardiovascular Disease, Division of Circulatory Failure, Mayo Clinic, Rochester, MN, USA.
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25
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Saldanha OL, Goepp V, Pfeiffer K, Kim H, Zhu JF, Kramann R, Hayat S, Kather JN. SwarmMAP: Swarm Learning for Decentralized Cell Type Annotation in Single Cell Sequencing Data. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.01.13.632775. [PMID: 39868099 PMCID: PMC11761033 DOI: 10.1101/2025.01.13.632775] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 01/28/2025]
Abstract
Rapid technological advancements have made it possible to generate single-cell data at a large scale. Several laboratories around the world can now generate single-cell transcriptomic data from different tissues. Unsupervised clustering, followed by annotation of the cell type of the identified clusters, is a crucial step in single-cell analyses. However, there is no consensus on the marker genes to use for annotation, and cell-type annotation is currently mostly done by manual inspection of marker genes, which is irreproducible, and poorly scalable. Additionally, patient-privacy is also a critical issue with human datasets. There is a critical need to standardize and automate cell-type annotation across datasets in a privacy-preserving manner. Here, we developed SwarmMAP that uses Swarm Learning to train machine learning models for cell-type classification based on single-cell sequencing data in a decentralized way. SwarmMAP does not require any exchange of raw data between data centers. SwarmMAP has a F1-score of 0.93, 0.98, and 0.88 for cell type classification in human heart, lung, and breast datasets, respectively. Swarm Learning-based models yield an average performance of 0.907 which is on par with the performance achieved by models trained on centralized data (p-val=0.937, Mann-Whitney U Test). We also find that increasing the number of datasets increases cell-type prediction accuracy and enables handling higher cell-type diversity. Together, these findings demonstrate that Swarm Learning is a viable approach to automate cell-type annotation. SwarmMAP is available at https://github.com/hayatlab/SwarmMAP.
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Affiliation(s)
- Oliver Lester Saldanha
- Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Fetscherstraße 74, Dresden, 01307, Saxony, Germany
| | - Vivien Goepp
- Department of Medicine 2, RWTH Aachen University, Medical Faculty, Pauwelsstrasse 30, Aachen, 52074, North Rhine-Westphalia, Germany
| | - Kevin Pfeiffer
- Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Fetscherstraße 74, Dresden, 01307, Saxony, Germany
| | - Hyojin Kim
- Department of Medicine I, Faculty of Medicine and University Hospital Carl Gustav Carus, Technical University Dresden Fetscherstraße 74, Dresden, 01307, Saxony, Germany
| | - Jie Fu Zhu
- Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Fetscherstraße 74, Dresden, 01307, Saxony, Germany
| | - Rafael Kramann
- Department of Medicine 2, RWTH Aachen University, Medical Faculty, Pauwelsstrasse 30, Aachen, 52074, North Rhine-Westphalia, Germany
| | - Sikander Hayat
- Department of Medicine 2, RWTH Aachen University, Medical Faculty, Pauwelsstrasse 30, Aachen, 52074, North Rhine-Westphalia, Germany
| | - Jakob Nikolas Kather
- Else Kroener Fresenius Center for Digital Health, Technical University Dresden, Fetscherstraße 74, Dresden, 01307, Saxony, Germany
- Department of Medicine I, Faculty of Medicine and University Hospital Carl Gustav Carus, Technical University Dresden Fetscherstraße 74, Dresden, 01307, Saxony, Germany
- Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Im Neuenheimer Feld 460, Heidelberg, 69120, Baden-Wuerttemberg, Germany
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26
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O'Leary TS, Mikucki EE, Tangwancharoen S, Boyd JR, Frietze S, Helms Cahan S, Lockwood BL. Single-nuclei multiome ATAC and RNA sequencing reveals the molecular basis of thermal plasticity in Drosophila melanogaster embryos. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.01.08.631745. [PMID: 39829925 PMCID: PMC11741353 DOI: 10.1101/2025.01.08.631745] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 01/22/2025]
Abstract
Embryogenesis is remarkably robust to temperature variability, yet there is limited understanding of the homeostatic mechanisms that offset thermal effects during early development. Here, we measured the thermal acclimation response of upper thermal limits and profiled chromatin state and the transcriptome of D. melanogaster embryos (Bownes Stage 11) using single-nuclei multiome ATAC and RNA sequencing. We report that thermal acclimation, while preserving a common set of primordial cell types, rapidly shifted the upper thermal limit. Cool-acclimated embryos showed a homeostatic response characterized by increased chromatin accessibility at transcription factor binding motifs for the transcriptional activator Zelda, along with enhanced activity of gene regulatory networks in the primordial cell types including the foregut and hindgut, mesoderm, and peripheral nervous system. In addition, cool-acclimated embryos had higher expression of genes encoding ribosomal proteins and enzymes involved in oxidative phosphorylation. Despite the hypothesis that differential heat tolerance might be explained by differential expression of molecular chaperones, we did not observe widespread differences in the chromatin accessibility or expression of heat shock genes. Overall, our results suggest that environmental robustness to temperature during embryogenesis necessitates homeostatic gene expression responses that regulate the speed of development, potentially imposing metabolic costs that constrain upper thermal limits.
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Affiliation(s)
- Thomas S O'Leary
- Department of Biology, University of Vermont, Burlington, VT 05405
| | - Emily E Mikucki
- Department of Biology, University of Vermont, Burlington, VT 05405
| | | | - Joseph R Boyd
- Department of Biomedical and Health Sciences, University of Vermont, Burlington, VT 05401
| | - Seth Frietze
- Department of Biomedical and Health Sciences, University of Vermont, Burlington, VT 05401
| | - Sara Helms Cahan
- Department of Biology, University of Vermont, Burlington, VT 05405
| | - Brent L Lockwood
- Department of Biology, University of Vermont, Burlington, VT 05405
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27
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Caudal A, Liu Y, Pang PD, Maison DP, Nakasuka K, Feng J, Schwarzer-Sperber HS, Schwarzer R, Moffatt E, Henrich TJ, Padmanabhan A, Connolly AJ, Wu JC, Tseng ZH. Transcriptomic Profiling of Human Myocardium at Sudden Death to Define Vulnerable Substrate for Lethal Arrhythmias. JACC Clin Electrophysiol 2025; 11:143-155. [PMID: 39545913 PMCID: PMC11809765 DOI: 10.1016/j.jacep.2024.08.013] [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: 08/15/2024] [Accepted: 08/20/2024] [Indexed: 11/17/2024]
Abstract
BACKGROUND While some chronic pathological substrates for sudden cardiac death (SCD) are well known (eg, coronary artery disease and left ventricular [LV] dysfunction), the acute vulnerable myocardial state predisposing to fatal arrhythmia remains a critical barrier to near-term SCD prevention. OBJECTIVES This study sought to define the distinct myocardial transcriptomic profile of autopsy-defined arrhythmic sudden deaths, compared to nonarrhythmic sudden deaths and trauma deaths, to determine the acute vulnerable state in the hours to days before SCD. METHODS We used autopsy to adjudicate arrhythmic from nonarrhythmic causes in 1,265 sudden deaths in San Francisco County from 2011 to 2018. We performed a degradation-tolerant transcriptomic evaluation of LVs sampled at the time of SCD from 245 consented cases using a curated panel of 448 gene probes with known or hypothesized association with SCD. RESULTS The targeted transcriptome of arrhythmic (n = 129) vs nonarrhythmic (n = 90 nonarrhythmic sudden deaths + 26 trauma deaths) LV samples revealed 31 differentially up-regulated and 36 down-regulated genes (adjusted P < 0.05) related to the collagen-containing extracellular matrix (up-regulation of FAP, FMOD, and LTBP2), regulation of ion transport (up-regulation of KCNA5 and KCNN3 and down-regulation of KCNJ8, KCNK1, and KCNJ5), and contraction (down-regulation of MYH6). Fibrosis-related genes showed the highest magnitude increased expression in arrhythmic vs nonarrhythmic deaths and vs published transcriptomes from end-stage heart failure. After molecular stratification by known markers for mature (COL1A1, COL1A2, COL3A1) and active (POSTN, MEOX1) fibrosis, cases with the highest expression of both had the largest proportion of arrhythmic cause of death (n = 27 of 36 [75%]) vs cases with low expression of both markers (n = 87 of 181 [38%]) (P = 0.006) or vs mature only (n = 10 of 14 [71%]) or active only (n = 5 of 14 [36%]). Activated fibroblast gene expression signature was enriched in arrhythmic female vs arrhythmic male cases, among other sex-specific differences in ion-channel and myosin (up-regulation of SCN4B, SCN8A, and KCNAB1 in females and KCNJ4 and MYH7B in males) expression. CONCLUSIONS RNA profiling of the myocardium at SCD identifies active fibrosis, undetectable by conventional clinical methods, in the presence of fixed scar and selected ion-channel dysregulation (more pronounced among female cases) as an acute vulnerable substrate for fatal arrhythmias. These findings may represent novel directions to identify patients at elevated near-term risk for SCD and critical pathways for intervention to reduce acute lethal arrhythmias.
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Affiliation(s)
- Arianne Caudal
- Stanford Cardiovascular Institute, Department of Medicine, Stanford University School of Medicine, Stanford, California, USA; Division of Cardiovascular Medicine, Department of Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Yu Liu
- Stanford Cardiovascular Institute, Department of Medicine, Stanford University School of Medicine, Stanford, California, USA; Division of Cardiovascular Medicine, Department of Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Paul D Pang
- Stanford Cardiovascular Institute, Department of Medicine, Stanford University School of Medicine, Stanford, California, USA; Division of Cardiovascular Medicine, Department of Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - David P Maison
- Division of Experimental Medicine, University of California-San Francisco, San Francisco, California, USA
| | - Kosuke Nakasuka
- Cardiac Electrophysiology, Cardiology Division, School of Medicine, University of California-San Francisco, San Francisco, California, USA
| | - Jean Feng
- Department of Epidemiology and Biostatistics, School of Medicine, University of California-San Francisco, San Francisco, California, USA
| | - H S Schwarzer-Sperber
- Institute for the Research on HIV and AIDS-Associated Diseases, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Roland Schwarzer
- Institute for the Research on HIV and AIDS-Associated Diseases, University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Ellen Moffatt
- Office of the Chief Medical Examiner, City and County of San Francisco, San Francisco, California, USA
| | - Timothy J Henrich
- Division of Experimental Medicine, University of California-San Francisco, San Francisco, California, USA
| | - Arun Padmanabhan
- Department of Medicine, University of California-San Francisco, San Francisco, California, USA; Gladstone Institute for Cardiovascular Disease, San Francisco, California, USA; Chan Zuckerberg Biohub San Francisco, California, USA
| | - Andrew J Connolly
- Department of Pathology, School of Medicine, University of California-San Francisco, San Francisco, California, USA
| | - Joseph C Wu
- Stanford Cardiovascular Institute, Department of Medicine, Stanford University School of Medicine, Stanford, California, USA; Division of Cardiovascular Medicine, Department of Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Zian H Tseng
- Cardiac Electrophysiology, Cardiology Division, School of Medicine, University of California-San Francisco, San Francisco, California, USA; Department of Medicine, University of California-San Francisco, San Francisco, California, USA.
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28
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Penna VR, Amrute JM, Engel M, Shiel EA, Farra W, Cannon EN, Leu-Turner C, Ma P, Villanueva A, Shin H, Parvathaneni A, Jager J, Bueno-Beti C, Asimaki A, Lavine KJ, Saffitz JE, Chelko SP. Interleukin-1β Drives Disease Progression in Arrhythmogenic Cardiomyopathy. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.12.11.628020. [PMID: 39763850 PMCID: PMC11702578 DOI: 10.1101/2024.12.11.628020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/14/2025]
Abstract
Arrhythmogenic cardiomyopathy (ACM) is a genetic form of heart failure that affects 1 in 5000 people globally and is caused by mutations in cardiac desmosomal proteins including PKP2, DSP, and DSG2. Individuals with ACM suffer from ventricular arrhythmias, sudden cardiac death, and heart failure. There are few effective treatments and heart transplantation remains the best option for many affected individuals. Here we performed single nucleus RNA sequencing (snRNAseq) and spatial transcriptomics on myocardial samples from patients with ACM and control donors. We identified disease-associated spatial niches characterized by co-existence of fibrotic and inflammatory cell types and failing cardiac myocytes. The inflammatory-fibrotic niche co-localized to areas of cardiac myocyte loss and was comprised of FAP (fibroblast activation protein) and POSTN (periostin) expressing fibroblasts and macrophages expressing NLRP3 (NLR family pyrin domain containing 3) and NFκB activated genes. Using homozygous Desmoglein-2 mutant (Dsg2 mut/mut ) mice, we identified analogous populations of Postn expressing fibroblasts and inflammatory macrophage populations that co-localized within diseased areas. Detailed single cell RNA sequencing analysis of inflammatory macrophage subsets that were increased in ACM samples revealed high levels of interleukin-1β (Il1b) expression. To delineate the possible benefit of targeting IL-1β in ACM, we treated Dsg2 mut/mut mice with an anti-IL-1β neutralizing antibody and observed attenuated fibrosis, reduced levels of inflammatory cytokines and chemokines, preserved cardiac function, and diminished conduction slowing and automaticity, key mechanisms of arrhythmogenesis. These results suggest that currently approved therapeutics that target IL-1β or IL-1 signaling may improve outcomes for patients with ACM.
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Affiliation(s)
- Vinay R. Penna
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University in St. Louis School of Medicine; St. Louis, MO, USA
| | - Junedh M. Amrute
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University in St. Louis School of Medicine; St. Louis, MO, USA
| | - Morgan Engel
- Department of Biomedical Sciences, Florida State University College of Medicine; Tallahassee, FL, USA
| | - Emily A. Shiel
- Department of Biomedical Sciences, Florida State University College of Medicine; Tallahassee, FL, USA
| | - Waleed Farra
- Department of Biomedical Sciences, Florida State University College of Medicine; Tallahassee, FL, USA
| | - Elisa N. Cannon
- Department of Biomedical Sciences, Florida State University College of Medicine; Tallahassee, FL, USA
| | - Colleen Leu-Turner
- Department of Biomedical Sciences, Florida State University College of Medicine; Tallahassee, FL, USA
- Creighton University, School of Medicine, Emergency Medicine, Phoenix, AZ, USA
| | - Pan Ma
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University in St. Louis School of Medicine; St. Louis, MO, USA
| | - Ana Villanueva
- Department of Pathology and Immunology, Washington University in St. Louis School of Medicine; St. Louis, MO, USA
| | - Haewon Shin
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University in St. Louis School of Medicine; St. Louis, MO, USA
| | - Alekhya Parvathaneni
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University in St. Louis School of Medicine; St. Louis, MO, USA
| | - Joanna Jager
- Cardiovascular and Genomics Research Institute, School of Health & Medical Sciences, City St George’s, University of London
| | - Carlos Bueno-Beti
- Cardiovascular and Genomics Research Institute, School of Health & Medical Sciences, City St George’s, University of London
| | - Angeliki Asimaki
- Cardiovascular and Genomics Research Institute, School of Health & Medical Sciences, City St George’s, University of London
| | - Kory J. Lavine
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University in St. Louis School of Medicine; St. Louis, MO, USA
- Department of Pathology and Immunology, Washington University in St. Louis School of Medicine; St. Louis, MO, USA
- Department of Developmental Biology, Washington University in St. Louis School of Medicine; St. Louis, MO, USA
| | - Jeffrey E. Saffitz
- Department of Pathology, Beth Israel Deaconess Medical Center and Harvard Medical School; Boston, MA, USA
| | - Stephen P. Chelko
- Department of Biomedical Sciences, Florida State University College of Medicine; Tallahassee, FL, USA
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29
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Tuleta I, Hanna A, Humeres C, Aguilan JT, Sidoli S, Zhu F, Frangogiannis NG. Fibroblast-specific TGF-β signaling mediates cardiac dysfunction, fibrosis, and hypertrophy in obese diabetic mice. Cardiovasc Res 2024; 120:2047-2063. [PMID: 39373248 PMCID: PMC12097992 DOI: 10.1093/cvr/cvae210] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Revised: 06/10/2024] [Accepted: 08/07/2024] [Indexed: 10/08/2024] Open
Abstract
AIMS Transforming growth factor (TGF)-β is up-regulated in the diabetic myocardium and may mediate fibroblast activation. We aimed at examining the role of TGF-β-induced fibroblast activation in the pathogenesis of diabetic cardiomyopathy. METHODS AND RESULTS We generated lean and obese db/db mice with fibroblast-specific loss of TbR2, the Type 2 receptor-mediating signaling through all three TGF-β isoforms, and mice with fibroblast-specific Smad3 disruption. Systolic and diastolic function, myocardial fibrosis, and hypertrophy were assessed. Transcriptomic studies and in vitro experiments were used to dissect mechanisms of fibroblast activation. Fibroblast-specific TbR2 loss attenuated systolic and diastolic dysfunction in db/db mice. The protective effects of fibroblast TbR2 loss in db/db mice were associated with attenuated fibrosis and reduced cardiomyocyte hypertrophy, suggesting that in addition to their role in fibrous tissue deposition, TGF-β-stimulated fibroblasts may also exert paracrine actions on cardiomyocytes. Fibroblast-specific Smad3 loss phenocopied the protective effects of fibroblast TbR2 loss in db/db mice. Db/db fibroblasts had increased expression of genes associated with oxidative response (such as Fmo2, encoding flavin-containing monooxygenase 2), matricellular genes (such as Thbs4 and Fbln2), and Lox (encoding lysyl oxidase). Ingenuity pathway analysis (IPA) predicted that neurohumoral mediators, cytokines, and growth factors (such as AGT, TGFB1, and TNF) may serve as important upstream regulators of the transcriptomic profile of diabetic mouse fibroblasts. IPA of scRNA-seq data identified TGFB1, p53, MYC, PDGF-BB, EGFR, and WNT3A/CTNNB1 as important upstream regulators underlying fibroblast activation in db/db hearts. Comparison of the transcriptome of fibroblasts from db/db mice with fibroblast-specific Smad3 loss and db/db Smad3 fl/fl controls identified Thbs4 [encoding thrombospondin-4 (TSP-4), a marker of activated fibroblasts] as a candidate diabetes-induced fibrogenic mediator. However, in vitro experiments showed no significant activating effects of matricellular or intracellular TSP-4 on cardiac fibroblasts. CONCLUSION Fibroblast-specific TGF-β/Smad3 signaling mediates ventricular fibrosis, hypertrophy, and dysfunction in Type 2 diabetes.
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MESH Headings
- Animals
- Fibrosis
- Fibroblasts/metabolism
- Fibroblasts/pathology
- Signal Transduction
- Transforming Growth Factor beta/metabolism
- Diabetic Cardiomyopathies/metabolism
- Diabetic Cardiomyopathies/pathology
- Diabetic Cardiomyopathies/physiopathology
- Diabetic Cardiomyopathies/genetics
- Diabetic Cardiomyopathies/etiology
- Obesity/metabolism
- Obesity/physiopathology
- Obesity/genetics
- Obesity/pathology
- Cells, Cultured
- Ventricular Function, Left
- Mice, Inbred C57BL
- Smad3 Protein/metabolism
- Smad3 Protein/genetics
- Disease Models, Animal
- Ventricular Remodeling
- Male
- Myocardium/metabolism
- Myocardium/pathology
- Ventricular Dysfunction, Left/metabolism
- Ventricular Dysfunction, Left/physiopathology
- Ventricular Dysfunction, Left/genetics
- Ventricular Dysfunction, Left/pathology
- Cardiomegaly/metabolism
- Cardiomegaly/pathology
- Cardiomegaly/physiopathology
- Cardiomegaly/genetics
- Myocytes, Cardiac/metabolism
- Myocytes, Cardiac/pathology
- Mice
- Hypertrophy, Left Ventricular/metabolism
- Hypertrophy, Left Ventricular/physiopathology
- Hypertrophy, Left Ventricular/pathology
- Hypertrophy, Left Ventricular/genetics
- Mice, Knockout
- Paracrine Communication
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Affiliation(s)
- Izabela Tuleta
- Department of Medicine (Cardiology), Albert Einstein College of Medicine, The Wilf Family Cardiovascular Research Institute, 1300 Morris Park Avenue Forchheimer G46B, Bronx, NY 10461, USA
- Department of Microbiology and Immunology, Albert Einstein College of Medicine, The Wilf Family Cardiovascular Research Institute, 1300 Morris Park Avenue Forchheimer G46B, Bronx, NY 10461, USA
| | - Anis Hanna
- Department of Medicine (Cardiology), Albert Einstein College of Medicine, The Wilf Family Cardiovascular Research Institute, 1300 Morris Park Avenue Forchheimer G46B, Bronx, NY 10461, USA
- Department of Microbiology and Immunology, Albert Einstein College of Medicine, The Wilf Family Cardiovascular Research Institute, 1300 Morris Park Avenue Forchheimer G46B, Bronx, NY 10461, USA
| | - Claudio Humeres
- Department of Medicine (Cardiology), Albert Einstein College of Medicine, The Wilf Family Cardiovascular Research Institute, 1300 Morris Park Avenue Forchheimer G46B, Bronx, NY 10461, USA
- Department of Microbiology and Immunology, Albert Einstein College of Medicine, The Wilf Family Cardiovascular Research Institute, 1300 Morris Park Avenue Forchheimer G46B, Bronx, NY 10461, USA
| | - Jennifer T Aguilan
- Department of Biochemistry, Albert Einstein College of Medicine, 1300 Morris Park Avenue Forchheimer G46B, Bronx, NY 10461, USA
| | - Simone Sidoli
- Department of Biochemistry, Albert Einstein College of Medicine, 1300 Morris Park Avenue Forchheimer G46B, Bronx, NY 10461, USA
| | - Fenglan Zhu
- Department of Medicine (Cardiology), Albert Einstein College of Medicine, The Wilf Family Cardiovascular Research Institute, 1300 Morris Park Avenue Forchheimer G46B, Bronx, NY 10461, USA
- Department of Microbiology and Immunology, Albert Einstein College of Medicine, The Wilf Family Cardiovascular Research Institute, 1300 Morris Park Avenue Forchheimer G46B, Bronx, NY 10461, USA
| | - Nikolaos G Frangogiannis
- Department of Medicine (Cardiology), Albert Einstein College of Medicine, The Wilf Family Cardiovascular Research Institute, 1300 Morris Park Avenue Forchheimer G46B, Bronx, NY 10461, USA
- Department of Microbiology and Immunology, Albert Einstein College of Medicine, The Wilf Family Cardiovascular Research Institute, 1300 Morris Park Avenue Forchheimer G46B, Bronx, NY 10461, USA
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30
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Lunde IG, Rypdal KB, Van Linthout S, Diez J, González A. Myocardial fibrosis from the perspective of the extracellular matrix: Mechanisms to clinical impact. Matrix Biol 2024; 134:1-22. [PMID: 39214156 DOI: 10.1016/j.matbio.2024.08.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Revised: 08/08/2024] [Accepted: 08/28/2024] [Indexed: 09/04/2024]
Abstract
Fibrosis is defined by the excessive accumulation of extracellular matrix (ECM) and constitutes a central pathophysiological process that underlies tissue dysfunction, across organs, in multiple chronic diseases and during aging. Myocardial fibrosis is a key contributor to dysfunction and failure in numerous diseases of the heart and is a strong predictor of poor clinical outcome and mortality. The excess structural and matricellular ECM proteins deposited by cardiac fibroblasts, is found between cardiomyocytes (interstitial fibrosis), in focal areas where cardiomyocytes have died (replacement fibrosis), and around vessels (perivascular fibrosis). Although myocardial fibrosis has important clinical prognostic value, access to cardiac tissue biopsies for histological evaluation is limited. Despite challenges with sensitivity and specificity, cardiac magnetic resonance imaging (CMR) is the most applicable diagnostic tool in the clinic, and the scientific community is currently actively searching for blood biomarkers reflecting myocardial fibrosis, to complement the imaging techniques. The lack of mechanistic insights into specific pro- and anti-fibrotic molecular pathways has hampered the development of effective treatments to prevent or reverse myocardial fibrosis. Development and implementation of anti-fibrotic therapies is expected to improve patient outcomes and is an urgent medical need. Here, we discuss the importance of the ECM in the heart, the central role of fibrosis in heart disease, and mechanistic pathways likely to impact clinical practice with regards to diagnostics of myocardial fibrosis, risk stratification of patients, and anti-fibrotic therapy.
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Affiliation(s)
- Ida G Lunde
- Oslo Center for Clinical Heart Research, Department of Cardiology, Oslo University Hospital Ullevaal, Oslo, Norway; KG Jebsen Center for Cardiac Biomarkers, Campus Ahus, University of Oslo, Oslo, Norway.
| | - Karoline B Rypdal
- Oslo Center for Clinical Heart Research, Department of Cardiology, Oslo University Hospital Ullevaal, Oslo, Norway; KG Jebsen Center for Cardiac Biomarkers, Campus Ahus, University of Oslo, Oslo, Norway
| | - Sophie Van Linthout
- Berlin Institute of Health at Charité - Universitätsmedizin Berlin, BIH Center for Regenerative Therapies (BCRT), Berlin, Germany; German Center for Cardiovascular Research (DZHK), Partner Site Berlin, Berlin, Germany
| | - Javier Diez
- Program of Cardiovascular Diseases, CIMA Universidad de Navarra, Department of Cardiology, Clínica Universidad de Navarra and IdiSNA Pamplona, Spain; CIBERCV, Carlos III Institute of Health, Madrid, Spain
| | - Arantxa González
- Program of Cardiovascular Diseases, CIMA Universidad de Navarra, Department of Cardiology, Clínica Universidad de Navarra and IdiSNA Pamplona, Spain; CIBERCV, Carlos III Institute of Health, Madrid, Spain
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31
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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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32
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Lanzer JD, Wienecke LM, Ramirez Flores RO, Zylla MM, Kley C, Hartmann N, Sicklinger F, Schultz JH, Frey N, Saez-Rodriguez J, Leuschner F. Single-cell transcriptomics reveal distinctive patterns of fibroblast activation in heart failure with preserved ejection fraction. Basic Res Cardiol 2024; 119:1001-1028. [PMID: 39311911 PMCID: PMC11628589 DOI: 10.1007/s00395-024-01074-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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Revised: 08/02/2024] [Accepted: 08/02/2024] [Indexed: 12/10/2024]
Abstract
Inflammation, fibrosis and metabolic stress critically promote heart failure with preserved ejection fraction (HFpEF). Exposure to high-fat diet and nitric oxide synthase inhibitor N[w]-nitro-l-arginine methyl ester (L-NAME) recapitulate features of HFpEF in mice. To identify disease-specific traits during adverse remodeling, we profiled interstitial cells in early murine HFpEF using single-cell RNAseq (scRNAseq). Diastolic dysfunction and perivascular fibrosis were accompanied by an activation of cardiac fibroblast and macrophage subsets. Integration of fibroblasts from HFpEF with two murine models for heart failure with reduced ejection fraction (HFrEF) identified a catalog of conserved fibroblast phenotypes across mouse models. Moreover, HFpEF-specific characteristics included induced metabolic, hypoxic and inflammatory transcription factors and pathways, including enhanced expression of Angiopoietin-like 4 (Angptl4) next to basement membrane compounds, such as collagen IV (Col4a1). Fibroblast activation was further dissected into transcriptional and compositional shifts and thereby highly responsive cell states for each HF model were identified. In contrast to HFrEF, where myofibroblast and matrifibrocyte activation were crucial features, we found that these cell states played a subsidiary role in early HFpEF. These disease-specific fibroblast signatures were corroborated in human myocardial bulk transcriptomes. Furthermore, we identified a potential cross-talk between macrophages and fibroblasts via SPP1 and TNFɑ with estimated fibroblast target genes including Col4a1 and Angptl4. Treatment with recombinant ANGPTL4 ameliorated the murine HFpEF phenotype and diastolic dysfunction by reducing collagen IV deposition from fibroblasts in vivo and in vitro. In line, ANGPTL4, was elevated in plasma samples of HFpEF patients and particularly high levels associated with a preserved global-longitudinal strain. Taken together, our study provides a comprehensive characterization of molecular fibroblast activation patterns in murine HFpEF, as well as the identification of Angiopoietin-like 4 as central mechanistic regulator with protective effects.
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Affiliation(s)
- Jan D Lanzer
- Institute for Computational Biomedicine, Heidelberg University, Im Neuenheimer Feld 130.3, 69120, Heidelberg, Germany
- Internal Medicine II, Heidelberg University Hospital, Heidelberg, Germany
- Informatics for Life, Heidelberg, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Heidelberg, Heidelberg, Germany
| | - Laura M Wienecke
- German Center for Cardiovascular Research (DZHK), Partner Site Heidelberg, Heidelberg, Germany
- Department of Cardiology, Internal Medicine III, Heidelberg University Hospital, Im Neuenheimer Feld 410, 69120, Heidelberg, Germany
| | - Ricardo O Ramirez Flores
- Institute for Computational Biomedicine, Heidelberg University, Im Neuenheimer Feld 130.3, 69120, Heidelberg, Germany
- Informatics for Life, Heidelberg, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Heidelberg, Heidelberg, Germany
| | - Maura M Zylla
- Department of Cardiology, Internal Medicine III, Heidelberg University Hospital, Im Neuenheimer Feld 410, 69120, Heidelberg, Germany
| | - Celina Kley
- German Center for Cardiovascular Research (DZHK), Partner Site Heidelberg, Heidelberg, Germany
- Department of Cardiology, Internal Medicine III, Heidelberg University Hospital, Im Neuenheimer Feld 410, 69120, Heidelberg, Germany
| | - Niklas Hartmann
- German Center for Cardiovascular Research (DZHK), Partner Site Heidelberg, Heidelberg, Germany
- Department of Cardiology, Internal Medicine III, Heidelberg University Hospital, Im Neuenheimer Feld 410, 69120, Heidelberg, Germany
| | - Florian Sicklinger
- German Center for Cardiovascular Research (DZHK), Partner Site Heidelberg, Heidelberg, Germany
- Department of Cardiology, Internal Medicine III, Heidelberg University Hospital, Im Neuenheimer Feld 410, 69120, Heidelberg, Germany
| | | | - Norbert Frey
- German Center for Cardiovascular Research (DZHK), Partner Site Heidelberg, Heidelberg, Germany
- Department of Cardiology, Internal Medicine III, Heidelberg University Hospital, Im Neuenheimer Feld 410, 69120, Heidelberg, Germany
| | - Julio Saez-Rodriguez
- Institute for Computational Biomedicine, Heidelberg University, Im Neuenheimer Feld 130.3, 69120, Heidelberg, Germany.
- Informatics for Life, Heidelberg, Germany.
- German Center for Cardiovascular Research (DZHK), Partner Site Heidelberg, Heidelberg, Germany.
| | - Florian Leuschner
- German Center for Cardiovascular Research (DZHK), Partner Site Heidelberg, Heidelberg, Germany.
- Department of Cardiology, Internal Medicine III, Heidelberg University Hospital, Im Neuenheimer Feld 410, 69120, Heidelberg, Germany.
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33
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Barnett SN, Cujba AM, Yang L, Maceiras AR, Li S, Kedlian VR, Pett JP, Polanski K, Miranda AMA, Xu C, Cranley J, Kanemaru K, Lee M, Mach L, Perera S, Tudor C, Joseph PD, Pritchard S, Toscano-Rivalta R, Tuong ZK, Bolt L, Petryszak R, Prete M, Cakir B, Huseynov A, Sarropoulos I, Chowdhury RA, Elmentaite R, Madissoon E, Oliver AJ, Campos L, Brazovskaja A, Gomes T, Treutlein B, Kim CN, Nowakowski TJ, Meyer KB, Randi AM, Noseda M, Teichmann SA. An organotypic atlas of human vascular cells. Nat Med 2024; 30:3468-3481. [PMID: 39566559 PMCID: PMC11645277 DOI: 10.1038/s41591-024-03376-x] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Accepted: 10/25/2024] [Indexed: 11/22/2024]
Abstract
The human vascular system, comprising endothelial cells (ECs) and mural cells, covers a vast surface area in the body, providing a critical interface between blood and tissue environments. Functional differences exist across specific vascular beds, but their molecular determinants across tissues remain largely unknown. In this study, we integrated single-cell transcriptomics data from 19 human organs and tissues and defined 42 vascular cell states from approximately 67,000 cells (62 donors), including angiotypic transitional signatures along the arterial endothelial axis from large to small caliber vessels. We also characterized organotypic populations, including splenic littoral and blood-brain barrier ECs, thus clarifying the molecular profiles of these important cell states. Interrogating endothelial-mural cell molecular crosstalk revealed angiotypic and organotypic communication pathways related to Notch, Wnt, retinoic acid, prostaglandin and cell adhesion signaling. Transcription factor network analysis revealed differential regulation of downstream target genes in tissue-specific modules, such as those of FOXF1 across multiple lung vascular subpopulations. Additionally, we make mechanistic inferences of vascular drug targets within different vascular beds. This open-access resource enhances our understanding of angiodiversity and organotypic molecular signatures in human vascular cells, and has therapeutic implications for vascular diseases across tissues.
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Affiliation(s)
- Sam N Barnett
- National Heart and Lung Institute, Imperial College London, London, UK
- British Heart Foundation Centre of Research Excellence, Imperial College London, London, UK
| | - Ana-Maria Cujba
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- Cambridge Stem Cell Institute and Department of Medicine, University of Cambridge, Cambridge, UK
| | - Lu Yang
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Ana Raquel Maceiras
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- Cambridge Stem Cell Institute and Department of Medicine, University of Cambridge, Cambridge, UK
| | - Shuang Li
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- Cambridge Stem Cell Institute and Department of Medicine, University of Cambridge, Cambridge, UK
| | - Veronika R Kedlian
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- Cambridge Stem Cell Institute and Department of Medicine, University of Cambridge, Cambridge, UK
| | - J Patrick Pett
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Krzysztof Polanski
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- Cambridge Stem Cell Institute and Department of Medicine, University of Cambridge, Cambridge, UK
| | | | - Chuan Xu
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- Cambridge Stem Cell Institute and Department of Medicine, University of Cambridge, Cambridge, UK
| | - James Cranley
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- Cambridge Stem Cell Institute and Department of Medicine, University of Cambridge, Cambridge, UK
| | - Kazumasa Kanemaru
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- Cambridge Stem Cell Institute and Department of Medicine, University of Cambridge, Cambridge, UK
| | - Michael Lee
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Lukas Mach
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Shani Perera
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- Cambridge Stem Cell Institute and Department of Medicine, University of Cambridge, Cambridge, UK
| | - Catherine Tudor
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | | | | | | | - Zewen K Tuong
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- Ian Frazer Centre for Children's Immunotherapy Research, Child Health Research Centre, University of Queensland, Brisbane, Queensland, Australia
| | - Liam Bolt
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | | | - Martin Prete
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Batuhan Cakir
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Alik Huseynov
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Ioannis Sarropoulos
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- Cambridge Stem Cell Institute and Department of Medicine, University of Cambridge, Cambridge, UK
| | - Rasheda A Chowdhury
- National Heart and Lung Institute, Imperial College London, London, UK
- British Heart Foundation Centre of Research Excellence, Imperial College London, London, UK
| | - Rasa Elmentaite
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
- Ensocell Therapeutics, BioData Innovation Centre, Wellcome Genome Campus, Cambridge, UK
| | - Elo Madissoon
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Amanda J Oliver
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Lia Campos
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | | | - Tomás Gomes
- Department of Biosystems Science and Engineering, ETH Zürich, Basel, Switzerland
| | - Barbara Treutlein
- Max Planck Institute for Evolutionary Anthropology, Leipzig, Germany
- Department of Biosystems Science and Engineering, ETH Zürich, Basel, Switzerland
| | - Chang N Kim
- Eli and Edythe Broad Center for Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, CA, USA
- Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
- Department of Anatomy, University of California, San Francisco, San Francisco, CA, USA
- Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, San Francisco, CA, USA
| | - Tomasz J Nowakowski
- Eli and Edythe Broad Center for Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, CA, USA
- Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA, USA
- Department of Anatomy, University of California, San Francisco, San Francisco, CA, USA
- Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, San Francisco, CA, USA
- Department of Neurological Surgery, University of California, San Francisco, San Francisco, CA, USA
- Chan Zuckerberg Biohub, San Francisco, CA, USA
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Anna M Randi
- National Heart and Lung Institute, Imperial College London, London, UK
- British Heart Foundation Centre of Research Excellence, Imperial College London, London, UK
| | - Michela Noseda
- National Heart and Lung Institute, Imperial College London, London, UK.
- British Heart Foundation Centre of Research Excellence, Imperial College London, London, UK.
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.
- Cambridge Stem Cell Institute and Department of Medicine, University of Cambridge, Cambridge, UK.
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34
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Jurgens SJ, Rämö JT, Kramarenko DR, Wijdeveld LFJM, Haas J, Chaffin MD, Garnier S, Gaziano L, Weng LC, Lipov A, Zheng SL, Henry A, Huffman JE, Challa S, Rühle F, Verdugo CD, Krijger Juárez C, Kany S, van Orsouw CA, Biddinger K, Poel E, Elliott AL, Wang X, Francis C, Ruan R, Koyama S, Beekman L, Zimmerman DS, Deleuze JF, Villard E, Trégouët DA, Isnard R, Boomsma DI, de Geus EJC, Tadros R, Pinto YM, Wilde AAM, Hottenga JJ, Sinisalo J, Niiranen T, Walsh R, Schmidt AF, Choi SH, Chang KM, Tsao PS, Matthews PM, Ware JS, Lumbers RT, van der Crabben S, Laukkanen J, Palotie A, Amin AS, Charron P, Meder B, Ellinor PT, Daly M, Aragam KG, Bezzina CR. Genome-wide association study reveals mechanisms underlying dilated cardiomyopathy and myocardial resilience. Nat Genet 2024; 56:2636-2645. [PMID: 39572784 PMCID: PMC11631763 DOI: 10.1038/s41588-024-01975-5] [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: 12/08/2023] [Accepted: 10/08/2024] [Indexed: 12/06/2024]
Abstract
Dilated cardiomyopathy (DCM) is a heart muscle disease that represents an important cause of morbidity and mortality, yet causal mechanisms remain largely elusive. Here, we perform a large-scale genome-wide association study and multitrait analysis for DCM using 9,365 cases and 946,368 controls. We identify 70 genome-wide significant loci, which show broad replication in independent samples and map to 63 prioritized genes. Tissue, cell type and pathway enrichment analyses highlight the central role of the cardiomyocyte and contractile apparatus in DCM pathogenesis. Polygenic risk scores constructed from our genome-wide association study predict DCM across different ancestry groups, show differing contributions to DCM depending on rare pathogenic variant status and associate with systolic heart failure across various clinical settings. Mendelian randomization analyses reveal actionable potential causes of DCM, including higher bodyweight and higher systolic blood pressure. Our findings provide insights into the genetic architecture and mechanisms underlying DCM and myocardial function more broadly.
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Affiliation(s)
- Sean J Jurgens
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, Heart Failure & Arrhythmias, Amsterdam UMC location, University of Amsterdam, Amsterdam, the Netherlands
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Joel T Rämö
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Institute for Molecular Medicine Finland (FIMM), Helsinki Institute of Life Science (HiLIFE), University of Helsinki, Helsinki, Finland
| | - Daria R Kramarenko
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, Heart Failure & Arrhythmias, Amsterdam UMC location, University of Amsterdam, Amsterdam, the Netherlands
- European Reference Network for rare low prevalence and complex diseases of the heart: ERN GUARD-Heart, Amsterdam, the Netherlands
| | - Leonoor F J M Wijdeveld
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Physiology, Amsterdam UMC location, Vrije Universiteit, Amsterdam, the Netherlands
| | - Jan Haas
- Department of Medicine III, Institute for Cardiomyopathies Heidelberg (ICH), University Hospital Heidelberg, Heidelberg, Germany
- Site Heidelberg/Mannheim, DZHK, Heidelberg, Germany
| | - Mark D Chaffin
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Sophie Garnier
- Research Unit on Cardiovascular Disorders, Metabolism and Nutrition, Team Genomics and Pathophysiology of Cardiovascular Disease, Sorbone Université, INSERM, Paris, France
- ICAN Institute for Cardiometabolism and Nutrition, Paris, France
| | - Liam Gaziano
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Lu-Chen Weng
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Alex Lipov
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, Heart Failure & Arrhythmias, Amsterdam UMC location, University of Amsterdam, Amsterdam, the Netherlands
| | - Sean L Zheng
- National Heart and Lung Institute, Imperial College London, London, UK
- MRC Laboratory of Medical Sciences, Imperial College London, London, UK
- Royal Brompton and 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
| | - Jennifer E Huffman
- Massachusetts Veterans Epidemiology Research and Information Center (MAVERIC), VA Boston Healthcare System, Boston, MA, USA
- Palo Alto Veterans Institute for Research (PAVIR), Palo Alto Health Care System, Palo Alto, CA, USA
- Harvard Medical School, Boston, MA, USA
| | - Saketh Challa
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Frank Rühle
- Bioinformatics Core Facility, Institute of Molecular Biology gGmbH (IMB), Mainz, Germany
- Department of Genetic Epidemiology, Institute of Human Genetics, University of Münster, Münster, Germany
| | - Carmen Diaz Verdugo
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Christian Krijger Juárez
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, Heart Failure & Arrhythmias, Amsterdam UMC location, University of Amsterdam, Amsterdam, the Netherlands
| | - Shinwan Kany
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Department of Cardiology, University Heart and Vascular Center, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Constance A van Orsouw
- Department of Clinical Genetics, Amsterdam UMC location, University of Amsterdam, Amsterdam, the Netherlands
| | - Kiran Biddinger
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Edwin Poel
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, Heart Failure & Arrhythmias, Amsterdam UMC location, University of Amsterdam, Amsterdam, the Netherlands
| | - Amanda L Elliott
- Institute for Molecular Medicine Finland (FIMM), Helsinki Institute of Life Science (HiLIFE), University of Helsinki, Helsinki, Finland
- Harvard Medical School, Boston, MA, USA
- Department of Psychiatry and Center for Genomic Medicine, Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Xin Wang
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Catherine Francis
- National Heart and Lung Institute, Imperial College London, London, UK
- Royal Brompton and Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
| | - Richard Ruan
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Satoshi Koyama
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Leander Beekman
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, Heart Failure & Arrhythmias, Amsterdam UMC location, University of Amsterdam, Amsterdam, the Netherlands
| | - Dominic S Zimmerman
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, Heart Failure & Arrhythmias, Amsterdam UMC location, University of Amsterdam, Amsterdam, the Netherlands
| | - Jean-François Deleuze
- CEA, Centre National de Recherche en Génomique Humaine, Université Paris-Saclay, Evry, France
- Laboratory of Excellence in Medical Genomics, GENMED, Evry, France
- Fondation Jean Dausset, Centre d'Etude du Polymorphisme Humain, Paris, France
| | - Eric Villard
- Research Unit on Cardiovascular Disorders, Metabolism and Nutrition, Team Genomics and Pathophysiology of Cardiovascular Disease, Sorbone Université, INSERM, Paris, France
- ICAN Institute for Cardiometabolism and Nutrition, Paris, France
| | - David-Alexandre Trégouët
- Laboratory of Excellence in Medical Genomics, GENMED, Evry, France
- Bordeaux Population Health Research Center, UMR 1219, University of Bordeaux, INSERM, Bordeaux, France
| | - Richard Isnard
- Research Unit on Cardiovascular Disorders, Metabolism and Nutrition, Team Genomics and Pathophysiology of Cardiovascular Disease, Sorbone Université, INSERM, Paris, France
- ICAN Institute for Cardiometabolism and Nutrition, Paris, France
- APHP, Cardiology and Genetics Departments, Pitié-Salpêtrière Hospital, Paris, France
| | - Dorret I Boomsma
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Eco J C de Geus
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Amsterdam Public Health Research Institute, Amsterdam UMC location, Vrije Universiteit, Amsterdam, the Netherlands
| | - Rafik Tadros
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, Heart Failure & Arrhythmias, Amsterdam UMC location, University of Amsterdam, Amsterdam, the Netherlands
- Cardiovascular Genetics Centre, Montreal Heart Institute, Montreal, QC, Canada
- Faculty of Medicine, Université de Montréal, Montreal, QC, Canada
| | - Yigal M Pinto
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, Heart Failure & Arrhythmias, Amsterdam UMC location, University of Amsterdam, Amsterdam, the Netherlands
- European Reference Network for rare low prevalence and complex diseases of the heart: ERN GUARD-Heart, Amsterdam, the Netherlands
- Department of Clinical Cardiology, Amsterdam Cardiovascular Sciences, Heart Failure and Arrhythmias, Amsterdam UMC location, University of Amsterdam, Amsterdam, the Netherlands
| | - Arthur A M Wilde
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, Heart Failure & Arrhythmias, Amsterdam UMC location, University of Amsterdam, Amsterdam, the Netherlands
- European Reference Network for rare low prevalence and complex diseases of the heart: ERN GUARD-Heart, Amsterdam, the Netherlands
- Department of Clinical Cardiology, Amsterdam Cardiovascular Sciences, Heart Failure and Arrhythmias, Amsterdam UMC location, University of Amsterdam, Amsterdam, the Netherlands
| | - Jouke-Jan Hottenga
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- The Netherlands Twin Register, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Juha Sinisalo
- Department of Cardiology, Helsinki University Hospital, Helsinki, Finland
- Heart and Lung Center, Helsinki University Hospital and Helsinki University, Helsinki, Finland
| | - Teemu Niiranen
- Department of Internal Medicine, University of Turku, Helsinki, Finland
- Division of Medicine, Turku University Hospital, Helsinki, Finland
- Finnish Institute for Health and Welfare (THL), Helsinki, Finland
| | - Roddy Walsh
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, Heart Failure & Arrhythmias, Amsterdam UMC location, University of Amsterdam, Amsterdam, the Netherlands
| | - Amand F Schmidt
- Department of Clinical Cardiology, Amsterdam Cardiovascular Sciences, Heart Failure and Arrhythmias, Amsterdam UMC location, University of Amsterdam, Amsterdam, the Netherlands
- Institute of Cardiovascular Science, Faculty of Population Health, University College London, London, UK
- University College London British Heart Foundation Research Accelerator, London, UK
- Department of Cardiology, Division Heart and Lungs, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Seung Hoan Choi
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Biostatistics, Boston University, Boston, MA, USA
| | - Kyong-Mi Chang
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Philip S Tsao
- Palo Alto Health Care System, Palo Alto, CA, USA
- Department of Medicine and Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - Paul M Matthews
- National Heart and Lung Institute, Imperial College London, London, UK
- MRC Laboratory of Medical Sciences, Imperial College London, London, UK
| | - James S Ware
- National Heart and Lung Institute, Imperial College London, London, UK
- MRC Laboratory of Medical Sciences, Imperial College London, London, UK
- Royal Brompton and Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
- Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - R Thomas Lumbers
- Institute of Health Informatics, University College London, London, UK
- The National Institute for Health Research, University College London Hospitals Biomedical Research Centre, University College London, London, UK
| | - Saskia van der Crabben
- Department of Clinical Genetics, Amsterdam UMC location, University of Amsterdam, Amsterdam, the Netherlands
| | - Jari Laukkanen
- Department of Medicine, Institute of Clinical Medicine, University of Eastern Finland, Kuopio, Finland
- Central Finland Biobank, Central Finland Health Care District, Jyväskylä, Finland
| | - Aarno Palotie
- Institute for Molecular Medicine Finland (FIMM), Helsinki Institute of Life Science (HiLIFE), University of Helsinki, Helsinki, Finland
- Program in Medical and Population Genetics and Stanley Center for Psychiatric Research, Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Ahmad S Amin
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, Heart Failure & Arrhythmias, Amsterdam UMC location, University of Amsterdam, Amsterdam, the Netherlands
- European Reference Network for rare low prevalence and complex diseases of the heart: ERN GUARD-Heart, Amsterdam, the Netherlands
- Department of Clinical Cardiology, Amsterdam Cardiovascular Sciences, Heart Failure and Arrhythmias, Amsterdam UMC location, University of Amsterdam, Amsterdam, the Netherlands
| | - Philippe Charron
- Research Unit on Cardiovascular Disorders, Metabolism and Nutrition, Team Genomics and Pathophysiology of Cardiovascular Disease, Sorbone Université, INSERM, Paris, France
- ICAN Institute for Cardiometabolism and Nutrition, Paris, France
- APHP, Cardiology and Genetics Departments, Pitié-Salpêtrière Hospital, Paris, France
| | - Benjamin Meder
- Department of Medicine III, Institute for Cardiomyopathies Heidelberg (ICH), University Hospital Heidelberg, Heidelberg, Germany
- Site Heidelberg/Mannheim, DZHK, Heidelberg, Germany
| | - Patrick T Ellinor
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA.
| | - Mark Daly
- Institute for Molecular Medicine Finland (FIMM), Helsinki Institute of Life Science (HiLIFE), University of Helsinki, Helsinki, Finland.
- Program in Medical and Population Genetics and Stanley Center for Psychiatric Research, Broad Institute of Harvard and MIT, Cambridge, MA, USA.
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA.
| | - Krishna G Aragam
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA.
| | - Connie R Bezzina
- Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, Heart Failure & Arrhythmias, Amsterdam UMC location, University of Amsterdam, Amsterdam, the Netherlands.
- European Reference Network for rare low prevalence and complex diseases of the heart: ERN GUARD-Heart, Amsterdam, the Netherlands.
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35
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Kosyakovsky LB, de Boer RA, Ho JE. Screening for Heart Failure: Biomarkers to Detect Heightened Risk in the General Population. Curr Heart Fail Rep 2024; 21:591-603. [PMID: 39287754 DOI: 10.1007/s11897-024-00686-6] [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] [Accepted: 09/04/2024] [Indexed: 09/19/2024]
Abstract
PURPOSE OF REVIEW Heart failure (HF) represents a growing global burden of morbidity and mortality. Identifying individuals at risk for HF development is increasingly important, particularly given the advent of disease-modifying therapies for HF as well as its major risk factors such as obesity actalnd diabetes. We aim to review the key circulating biomarkers associated with future HF which may contribute to HF risk prediction. RECENT FINDINGS While current guidelines recommend the use of natriuretic peptides and cardiac troponins in HF risk stratification, there are a diverse array of other emerging protein, metabolic, transcriptomic, and genomic biomarkers of future HF development. These biomarkers not only lend insight into the underlying pathophysiology of HF, which spans inflammation to cardiac fibrosis, but also offer an opportunity to further refine HF risk in addition to established biomarkers. As evolving techniques in molecular biology enable an increased understanding of the complex biologic contributions to HF pathophysiology, there is an important opportunity to construct integrated clinical and multi-omic models to best capture HF risk. Moving forward, future studies should seek to understand the contributions of sex differences, underlying comorbidity burden, and HF subtypes to an individual's HF risk. Further studies are necessary to fully define the clinical utility of biomarker screening approaches to refine HF risk assessment, as well as to link risk assessment directly to preventive strategies for HF.
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Affiliation(s)
- Leah B Kosyakovsky
- Division of Cardiology, E/CLS 945, Beth Israel Deaconess Medical Center, 330 Brookline Avenue, Boston, MA, 02215-5491, USA
| | - Rudolf A de Boer
- Department of Cardiology, Cardiovascular Institute, Thorax Center, Erasmus MC, Rotterdam, the Netherlands
| | - Jennifer E Ho
- Division of Cardiology, E/CLS 945, Beth Israel Deaconess Medical Center, 330 Brookline Avenue, Boston, MA, 02215-5491, USA.
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36
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Kip P, Sluiter TJ, MacArthur MR, Tao M, Kruit N, Mitchell SJ, Jung J, Kooijman S, Gorham J, Seidman JG, Quax PHA, Decano JL, Aikawa M, Ozaki CK, Mitchell JR, de Vries MR. Preoperative methionine restriction induces perivascular adipose tissue browning and improves vein graft remodeling in male mice. Nat Commun 2024; 15:9652. [PMID: 39511181 PMCID: PMC11544300 DOI: 10.1038/s41467-024-53844-8] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Accepted: 10/24/2024] [Indexed: 11/15/2024] Open
Abstract
Short-term preoperative methionine restriction (MetR) is a promising translatable strategy to mitigate surgical injury response. However, its application to improve post-interventional vascular remodeling remains underexplored. Here we find that MetR protects from arterial intimal hyperplasia in a focal stenosis model and pathologic vascular remodeling following vein graft surgery in male mice. RNA sequencing reveals that MetR enhances browning in arterial (thoracic aorta) perivascular adipose tissue (PVAT) and induces it in venous (caval vein) PVAT. Specifically, Ppara is highly upregulated in PVAT-adipocytes upon MetR. Furthermore, MetR dampens the postoperative pro-inflammatory response to surgery in PVAT-macrophages in vivo and in vitro. This study shows that the detrimental effects of dysfunctional PVAT on vascular remodeling can be reversed by MetR, and identifies pathways involved in MetR-induced browning of PVAT. Furthermore, we demonstrate the potential of short-term preoperative MetR as a simple intervention to ameliorate vascular remodeling after vascular surgery.
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Affiliation(s)
- Peter Kip
- Department of Surgery, Brigham & Women's Hospital, Harvard Medical School, Boston, MA, USA
- Department of Molecular Metabolism, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Einthoven Laboratory for Experimental Vascular Medicine and Regenerative Medicine, Leiden University Medical Center, Leiden, The Netherlands
- Department of Surgery, Leiden University Medical Center, Leiden, The Netherlands
| | - Thijs J Sluiter
- Department of Surgery, Brigham & Women's Hospital, Harvard Medical School, Boston, MA, USA
- Department of Molecular Metabolism, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Einthoven Laboratory for Experimental Vascular Medicine and Regenerative Medicine, Leiden University Medical Center, Leiden, The Netherlands
- Department of Surgery, Leiden University Medical Center, Leiden, The Netherlands
| | - Michael R MacArthur
- Department of Molecular Metabolism, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ, USA
| | - Ming Tao
- Department of Surgery, Brigham & Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Nicky Kruit
- Einthoven Laboratory for Experimental Vascular Medicine and Regenerative Medicine, Leiden University Medical Center, Leiden, The Netherlands
- Department of Surgery, Leiden University Medical Center, Leiden, The Netherlands
- Division of Endocrinology, Department of Medicine, Leiden University Medical Center, Leiden, The Netherlands
| | - Sarah J Mitchell
- Ludwig Princeton Branch, Ludwig Institute for Cancer Research, Princeton University, Princeton, NJ, USA
| | - Jonathan Jung
- Department of Molecular Metabolism, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Department of Surgery, University of Pennsylvania, Philadelphia, PA, USA
| | - Sander Kooijman
- Division of Endocrinology, Department of Medicine, Leiden University Medical Center, Leiden, The Netherlands
| | - Josh Gorham
- Department of Genetics, Harvard Medical School, Boston, MA, USA
| | | | - Paul H A Quax
- Einthoven Laboratory for Experimental Vascular Medicine and Regenerative Medicine, Leiden University Medical Center, Leiden, The Netherlands
- Department of Surgery, Leiden University Medical Center, Leiden, The Netherlands
| | - Julius L Decano
- Center for Interdisciplinary Cardiovascular Sciences, Cardiovascular Division, Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Masanori Aikawa
- Center for Interdisciplinary Cardiovascular Sciences, Cardiovascular Division, Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - C Keith Ozaki
- Department of Surgery, Brigham & Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - James R Mitchell
- Department of Molecular Metabolism, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Margreet R de Vries
- Department of Surgery, Brigham & Women's Hospital, Harvard Medical School, Boston, MA, USA.
- Einthoven Laboratory for Experimental Vascular Medicine and Regenerative Medicine, Leiden University Medical Center, Leiden, The Netherlands.
- Department of Surgery, Leiden University Medical Center, Leiden, The Netherlands.
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37
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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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38
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Amrute JM, Luo X, Penna V, Yang S, Yamawaki T, Hayat S, Bredemeyer A, Jung IH, Kadyrov FF, Heo GS, Venkatesan R, Shi SY, Parvathaneni A, Koenig AL, Kuppe C, Baker C, Luehmann H, Jones C, Kopecky B, Zeng X, Bleckwehl T, Ma P, Lee P, Terada Y, Fu A, Furtado M, Kreisel D, Kovacs A, Stitziel NO, Jackson S, Li CM, Liu Y, Rosenthal NA, Kramann R, Ason B, Lavine KJ. Targeting immune-fibroblast cell communication in heart failure. Nature 2024; 635:423-433. [PMID: 39443792 DOI: 10.1038/s41586-024-08008-5] [Citation(s) in RCA: 30] [Impact Index Per Article: 30.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Accepted: 09/03/2024] [Indexed: 10/25/2024]
Abstract
Inflammation and tissue fibrosis co-exist and are causally linked to organ dysfunction1,2. However, the molecular mechanisms driving immune-fibroblast cell communication in human cardiac disease remain unexplored and there are at present no approved treatments that directly target cardiac fibrosis3,4. Here we performed multiomic single-cell gene expression, epitope mapping and chromatin accessibility profiling in 45 healthy donor, acutely infarcted and chronically failing human hearts. We identified a disease-associated fibroblast trajectory that diverged into distinct populations reminiscent of myofibroblasts and matrifibrocytes, the latter expressing fibroblast activator protein (FAP) and periostin (POSTN). Genetic lineage tracing of FAP+ fibroblasts in vivo showed that they contribute to the POSTN lineage but not the myofibroblast lineage. We assessed the applicability of experimental systems to model cardiac fibroblasts and demonstrated that three different in vivo mouse models of cardiac injury were superior compared with cultured human heart and dermal fibroblasts in recapitulating the human disease phenotype. Ligand-receptor analysis and spatial transcriptomics predicted that interactions between C-C chemokine receptor type 2 (CCR2) macrophages and fibroblasts mediated by interleukin-1β (IL-1β) signalling drove the emergence of FAP/POSTN fibroblasts within spatially defined niches. In vivo, we deleted the IL-1 receptor on fibroblasts and the IL-1β ligand in CCR2+ monocytes and macrophages, and inhibited IL-1β signalling using a monoclonal antibody, and showed reduced FAP/POSTN fibroblasts, diminished myocardial fibrosis and improved cardiac function. These findings highlight the broader therapeutic potential of targeting inflammation to treat tissue fibrosis and preserve organ function.
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Affiliation(s)
- Junedh M Amrute
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
| | - Xin Luo
- Amgen Discovery Research, Amgen Inc., South San Francisco, CA, USA
| | - Vinay Penna
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
| | - Steven Yang
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
| | - Tracy Yamawaki
- Amgen Discovery Research, Amgen Inc., South San Francisco, CA, USA
| | - Sikander Hayat
- Institute of Experimental Medicine and Systems Biology, Faculty of Medicine, RWTH Aachen University, Aachen, Germany
| | - Andrea Bredemeyer
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
| | - In-Hyuk Jung
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
| | - Farid F Kadyrov
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
| | - Gyu Seong Heo
- Mallinckrodt Institute of Radiology, Washington University School of Medicine, Saint Louis, MO, USA
| | - Rajiu Venkatesan
- Mallinckrodt Institute of Radiology, Washington University School of Medicine, Saint Louis, MO, USA
| | - Sally Yu Shi
- Amgen Discovery Research, Amgen Inc., South San Francisco, CA, USA
| | - Alekhya Parvathaneni
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
| | - Andrew L Koenig
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
| | - Christoph Kuppe
- Institute of Experimental Medicine and Systems Biology, Faculty of Medicine, RWTH Aachen University, Aachen, Germany
- Department of Nephrology, Faculty of Medicine, RWTH Aachen University, Aachen, Germany
| | | | - Hannah Luehmann
- Mallinckrodt Institute of Radiology, Washington University School of Medicine, Saint Louis, MO, USA
| | - Cameran Jones
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
| | - Benjamin Kopecky
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
| | - Xue Zeng
- Amgen Discovery Research, Amgen Inc., South San Francisco, CA, USA
| | - Tore Bleckwehl
- Institute of Experimental Medicine and Systems Biology, Faculty of Medicine, RWTH Aachen University, Aachen, Germany
| | - Pan Ma
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
| | - Paul Lee
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
| | - Yuriko Terada
- Division of Cardiothoracic Surgery, Department of Surgery, Washington University School of Medicine, Saint Louis, MO, USA
| | - Angela Fu
- Amgen Discovery Research, Amgen Inc., South San Francisco, CA, USA
| | - Milena Furtado
- Amgen Discovery Research, Amgen Inc., South San Francisco, CA, USA
| | - Daniel Kreisel
- Division of Cardiothoracic Surgery, Department of Surgery, Washington University School of Medicine, Saint Louis, MO, USA
- Department of Pathology and Immunology, Washington University School of Medicine, Saint Louis, MO, USA
| | - Atilla Kovacs
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
| | - Nathan O Stitziel
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA
- Department of Genetics, Washington University School of Medicine, Saint Louis, MO, USA
- McDonnell Genome Institute, Washington University School of Medicine, Saint Louis, MO, USA
| | - Simon Jackson
- Amgen Discovery Research, Amgen Inc., South San Francisco, CA, USA
| | - Chi-Ming Li
- Amgen Discovery Research, Amgen Inc., South San Francisco, CA, USA
| | - Yongjian Liu
- Mallinckrodt Institute of Radiology, Washington University School of Medicine, Saint Louis, MO, USA
| | | | - Rafael Kramann
- Institute of Experimental Medicine and Systems Biology, Faculty of Medicine, RWTH Aachen University, Aachen, Germany
- Department of Nephrology, Faculty of Medicine, RWTH Aachen University, Aachen, Germany
- Department of Internal Medicine, Nephrology and Transplantation, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Brandon Ason
- Amgen Discovery Research, Amgen Inc., South San Francisco, CA, USA
| | - Kory J Lavine
- Center for Cardiovascular Research, Division of Cardiology, Department of Medicine, Washington University School of Medicine, Saint Louis, MO, USA.
- Department of Pathology and Immunology, Washington University School of Medicine, Saint Louis, MO, USA.
- Department of Developmental Biology, Washington University School of Medicine, Saint Louis, MO, USA.
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39
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Ding R, Cao W, Chen Y, Zhu Y, Yin D. SnRNA-seq reveals differential functional transcriptional pathway alterations in three mutant types of dilated cardiomyopathy. Int J Biol Macromol 2024; 281:136353. [PMID: 39395510 DOI: 10.1016/j.ijbiomac.2024.136353] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2024] [Revised: 09/26/2024] [Accepted: 10/04/2024] [Indexed: 10/14/2024]
Abstract
Dilated cardiomyopathy (DCM) is a leading cause of heart failure, characterized by ventricular dilation, thinning of the ventricular walls, and systolic dysfunction in either the left or both ventricles, often accompanied by fibrosis. Human cardiac tissue is composed of various cell types, including cardiomyocytes (CMs), fibroblasts (FBs), endothelial cells (ECs), macrophages, lymphocytes and so on. In DCM patients, these cells frequently undergo functional and phenotypic changes, contributing to contractile dysfunction, inflammation, fibrosis, and cell death, thereby increasing the risk of heart failure. This study focuses on DCM patients with mutations (LMNA, RBM20, and TTN) and analyzes functional changes in subpopulations of four cardiac cell types. The study involves functional annotation of subpopulations within each cell type and explores the association between gene mutations and specific functions and pathways. Additionally, the SCENIC method is employed of a particular cell subpopulation with significant functional importance, aiming to identify key transcriptional regulators in specific cell states. By analyzing the expression levels of ligand-receptor pairs in vCM4, vFB2, EC5.0, T cells, and NK cells across the DCM mutant genotypes, we predicted their signaling pathways and communications. This research provides insights into the molecular mechanisms of DCM and potential therapeutic targets.
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Affiliation(s)
- Rui Ding
- State Key Laboratory of Biocatalysis and Enzyme Engineering, School of Life Science, Hubei University, Wuhan 430062, China
| | - Wenzhao Cao
- State Key Laboratory of Biocatalysis and Enzyme Engineering, School of Life Science, Hubei University, Wuhan 430062, China
| | - Yongbo Chen
- State Key Laboratory of Biocatalysis and Enzyme Engineering, School of Life Science, Hubei University, Wuhan 430062, China
| | - Yanrui Zhu
- State Key Laboratory of Biocatalysis and Enzyme Engineering, School of Life Science, Hubei University, Wuhan 430062, China
| | - Dan Yin
- State Key Laboratory of Biocatalysis and Enzyme Engineering, School of Life Science, Hubei University, Wuhan 430062, China.
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40
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Ruiz-Orera J, Miller DC, Greiner J, Genehr C, Grammatikaki A, Blachut S, Mbebi J, Patone G, Myronova A, Adami E, Dewani N, Liang N, Hummel O, Muecke MB, Hildebrandt TB, Fritsch G, Schrade L, Zimmermann WH, Kondova I, Diecke S, van Heesch S, Hübner N. Evolution of translational control and the emergence of genes and open reading frames in human and non-human primate hearts. NATURE CARDIOVASCULAR RESEARCH 2024; 3:1217-1235. [PMID: 39317836 PMCID: PMC11473369 DOI: 10.1038/s44161-024-00544-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/04/2024] [Accepted: 08/28/2024] [Indexed: 09/26/2024]
Abstract
Evolutionary innovations can be driven by changes in the rates of RNA translation and the emergence of new genes and small open reading frames (sORFs). In this study, we characterized the transcriptional and translational landscape of the hearts of four primate and two rodent species through integrative ribosome and transcriptomic profiling, including adult left ventricle tissues and induced pluripotent stem cell-derived cardiomyocyte cell cultures. We show here that the translational efficiencies of subunits of the mitochondrial oxidative phosphorylation chain complexes IV and V evolved rapidly across mammalian evolution. Moreover, we discovered hundreds of species-specific and lineage-specific genomic innovations that emerged during primate evolution in the heart, including 551 genes, 504 sORFs and 76 evolutionarily conserved genes displaying human-specific cardiac-enriched expression. Overall, our work describes the evolutionary processes and mechanisms that have shaped cardiac transcription and translation in recent primate evolution and sheds light on how these can contribute to cardiac development and disease.
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Affiliation(s)
- Jorge Ruiz-Orera
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany.
| | - Duncan C Miller
- Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Technology Platform Pluripotent Stem Cells, Berlin, Germany
| | - Johannes Greiner
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Carolin Genehr
- Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Technology Platform Pluripotent Stem Cells, Berlin, Germany
| | - Aliki Grammatikaki
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Susanne Blachut
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Jeanne Mbebi
- 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
| | - Anna Myronova
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Eleonora Adami
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Nikita Dewani
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Ning Liang
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Oliver Hummel
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Michael B Muecke
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Thomas B Hildebrandt
- Leibniz Institute for Zoo and Wildlife Research, Berlin, Germany
- Freie Universitaet Berlin, Berlin, Germany
| | - Guido Fritsch
- Leibniz Institute for Zoo and Wildlife Research, Berlin, Germany
| | - Lisa Schrade
- Leibniz Institute for Zoo and Wildlife Research, Berlin, Germany
| | - Wolfram H Zimmermann
- Institute of Pharmacology and Toxicology, University Medical Center Göttingen, Göttingen, Germany
- DZHK (German Center for Cardiovascular Research), Partner Site Lower Saxony, Göttingen, Germany
- DZNE (German Center for Neurodegenerative Diseases), Göttingen, Germany
- Fraunhofer Institute for Translational Medicine and Pharmacology (ITMP), Göttingen, Germany
| | - Ivanela Kondova
- Biomedical Primate Research Centre (BPRC), Rijswijk, The Netherlands
| | - Sebastian Diecke
- Max-Delbrück-Center for Molecular Medicine in the Helmholtz Association (MDC), Technology Platform Pluripotent Stem Cells, Berlin, Germany
- DZHK (German Center for Cardiovascular Research), Partner Site Berlin, Berlin, Germany
| | - Sebastiaan van Heesch
- Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
- Oncode Institute, Utrecht, The Netherlands
| | - Norbert Hübner
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany.
- DZHK (German Center for Cardiovascular Research), Partner Site Berlin, Berlin, Germany.
- Charité-Universitätsmedizin, 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.
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41
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Zhang D, Wen Q, Zhang R, Kou K, Lin M, Zhang S, Yang J, Shi H, Yang Y, Tan X, Yin S, Ou X. From Cell to Gene: Deciphering the Mechanism of Heart Failure With Single-Cell Sequencing. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2308900. [PMID: 39159065 PMCID: PMC11497092 DOI: 10.1002/advs.202308900] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/19/2023] [Revised: 07/24/2024] [Indexed: 08/21/2024]
Abstract
Heart failure (HF) is a prevalent cardiovascular disease with significant morbidity and mortality rates worldwide. Due to the intricate structure of the heart, diverse cell types, and the complex pathogenesis of HF, further in-depth investigation into the underlying mechanisms is required. The elucidation of the heterogeneity of cardiomyocytes and the intercellular communication network is particularly important. Traditional high-throughput sequencing methods provide an average measure of gene expression, failing to capture the "heterogeneity" between cells and impacting the accuracy of gene function knowledge. In contrast, single-cell sequencing techniques allow for the amplification of the entire genome or transcriptome at the individual cell level, facilitating the examination of gene structure and expression with unparalleled precision. This approach offers valuable insights into disease mechanisms, enabling the identification of changes in cellular components and gene expressions during hypertrophy associated with HF. Moreover, it reveals distinct cell populations and their unique roles in the HF microenvironment, providing a comprehensive understanding of the cellular landscape that underpins HF pathogenesis. This review focuses on the insights provided by single-cell sequencing techniques into the mechanisms underlying HF and discusses the challenges encountered in current cardiovascular research.
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Affiliation(s)
- Dan Zhang
- Key Laboratory of Medical Electrophysiology of Ministry of EducationInstitute of Cardiovascular MedicineDepartment of Cardiology of the Affiliated HospitalSouthwest Medical UniversityLuzhouSichuan646000China
- Department of Rehabilitation MedicineSouthwest Medical UniversityLuzhouSichuan646000China
| | - Qiang Wen
- Department of CardiologyUnion HospitalTongji Medical CollegeHuazhong University of Science and Technology1277 Jiefang RdWuhanHubei430022China
| | - Rui Zhang
- Key Laboratory of Medical Electrophysiology of Ministry of EducationInstitute of Cardiovascular MedicineDepartment of Cardiology of the Affiliated HospitalSouthwest Medical UniversityLuzhouSichuan646000China
| | - Kun Kou
- Key Laboratory of Medical Electrophysiology of Ministry of EducationInstitute of Cardiovascular MedicineDepartment of Cardiology of the Affiliated HospitalSouthwest Medical UniversityLuzhouSichuan646000China
| | - Miao Lin
- Key Laboratory of Medical Electrophysiology of Ministry of EducationInstitute of Cardiovascular MedicineDepartment of Cardiology of the Affiliated HospitalSouthwest Medical UniversityLuzhouSichuan646000China
| | - Shiyu Zhang
- Key Laboratory of Medical Electrophysiology of Ministry of EducationInstitute of Cardiovascular MedicineDepartment of Cardiology of the Affiliated HospitalSouthwest Medical UniversityLuzhouSichuan646000China
| | - Jun Yang
- Key Laboratory of Medical Electrophysiology of Ministry of EducationInstitute of Cardiovascular MedicineDepartment of Cardiology of the Affiliated HospitalSouthwest Medical UniversityLuzhouSichuan646000China
| | - Hangchuan Shi
- Department of Clinical & Translational ResearchUniversity of Rochester Medical Center265 Crittenden BlvdRochesterNY14642USA
- Department of Pathology and Laboratory MedicineUniversity of Rochester Medical Center601 Elmwood AveRochesterNY14642USA
| | - Yan Yang
- Key Laboratory of Medical Electrophysiology of Ministry of EducationInstitute of Cardiovascular MedicineDepartment of Cardiology of the Affiliated HospitalSouthwest Medical UniversityLuzhouSichuan646000China
| | - Xiaoqiu Tan
- Key Laboratory of Medical Electrophysiology of Ministry of EducationInstitute of Cardiovascular MedicineDepartment of Cardiology of the Affiliated HospitalSouthwest Medical UniversityLuzhouSichuan646000China
- Department of PhysiologySchool of Basic Medical SciencesSouthwest Medical UniversityLuzhouSichuan646000China
| | - Shigang Yin
- Luzhou Key Laboratory of Nervous system disease and Brain FunctionSouthwest Medical UniversityLuzhouSichuan646000China
| | - Xianhong Ou
- Key Laboratory of Medical Electrophysiology of Ministry of EducationInstitute of Cardiovascular MedicineDepartment of Cardiology of the Affiliated HospitalSouthwest Medical UniversityLuzhouSichuan646000China
- State Key Laboratory for Chemistry and Molecular Engineering of Medicinal ResourcesGuangxi Normal UniversityGuilinGuangxi541004China
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42
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Zhang YZ, Wu Y, Li MJ, Mijiti A, Cheng LF. Identification of macrophage driver genes in fibrosis caused by different heart diseases based on omics integration. J Transl Med 2024; 22:839. [PMID: 39267173 PMCID: PMC11391649 DOI: 10.1186/s12967-024-05624-7] [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: 07/03/2024] [Accepted: 08/15/2024] [Indexed: 09/14/2024] Open
Abstract
BACKGROUND Myocardial fibrosis, a hallmark of heart disease, is closely associated with macrophages, yet the genetic pathophysiology remains incompletely understood. In this study, we utilized integrated single-cell transcriptomics and bulk RNA-seq analysis to investigate the relationship between macrophages and myocardial fibrosis across omics integration. METHODS We examined and curated existing single-cell data from dilated cardiomyopathy (DCM), ischemic cardiomyopathy (ICM), myocardial infarction (MI), and heart failure (HF), and analyzed the integrated data using cell communication, transcription factor identification, high dimensional weighted gene co-expression network analysis (hdWGCNA), and functional enrichment to elucidate the drivers of macrophage polarization and the macrophage-to-myofibroblast transition (MMT). Additionally, we assessed the accuracy of single-cell data from the perspective of driving factors, cell typing, anti-fibrosis performance of left ventricular assist device (LVAD). Candidate drugs were screened using L1000FWD. RESULTS All four heart diseases exhibit myocardial fibrosis, with only MI showing an increase in macrophage proportions. Macrophages participate in myocardial fibrosis through various fibrogenic molecules, especially evident in DCM and MI. Abnormal RNA metabolism and dysregulated transcription are significant drivers of macrophage-mediated fibrosis. Furthermore, profibrotic macrophages exhibit M1 polarization and increased MMT. In HF patients, those responding to LVAD therapy showed a significant decrease in driver gene expression, M1 polarization, and MMT. Drug repurposing identified cinobufagin as a potential therapeutic agent. CONCLUSION Using integrated single-cell transcriptomics, we identified the drivers of macrophage-mediated myocardial fibrosis in four heart diseases and confirmed the therapeutic effect of LVAD on improving HF with single-cell accuracy, providing novel insights into the diagnosis and treatment of myocardial fibrosis.
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Affiliation(s)
- Yong-Zheng Zhang
- Department of Pharmacology, School of Pharmacy, Xinjiang Medical University, Urumqi, China
| | - Yang Wu
- Department of Pharmacology, School of Pharmacy, Xinjiang Medical University, Urumqi, China
| | - Meng-Jia Li
- Department of Pharmacology, School of Pharmacy, Xinjiang Medical University, Urumqi, China
| | - Aerzu Mijiti
- Department of Pharmacology, School of Pharmacy, Xinjiang Medical University, Urumqi, China
| | - Lu-Feng Cheng
- Department of Pharmacology, School of Pharmacy, Xinjiang Medical University, Urumqi, China.
- Xinjiang Key Laboratory of Biopharmaceuticals and Medical Devices, Urumqi, China.
- Engineering Research Center of Xinjiang and Central Asian Medicine Resources, Ministry of Education, Urumqi, China.
- Xinjiang Key Laboratory of Natural Medicines Active Components and Drug Release Technology, Urumqi, China.
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Shi K, Chen X, Zhao Y, Li P, Chai J, Qiu J, Shen Z, Guo J, Jie W. Identification of potential therapeutic targets for nonischemic cardiomyopathy in European ancestry: an integrated multiomics analysis. Cardiovasc Diabetol 2024; 23:338. [PMID: 39267096 PMCID: PMC11396958 DOI: 10.1186/s12933-024-02431-8] [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: 06/17/2024] [Accepted: 09/04/2024] [Indexed: 09/14/2024] Open
Abstract
BACKGROUND Nonischemic cardiomyopathy (NISCM) is a clinical challenge with limited therapeutic targets. This study aims to identify promising drug targets for NISCM. METHODS We utilized cis-pQTLs from the deCODE study, which includes data from 35,559 Icelanders, and SNPs from the FinnGen study, which includes data from 1,754 NISCM cases and 340,815 controls of Finnish ancestry. Mendelian randomization (MR) analysis was performed to estimate the causal relationship between circulating plasma protein levels and NISCM risk. Proteins with significant associations underwent false discovery rate (FDR) correction, followed by Bayesian colocalization analysis. The expression of top two proteins, LILRA5 and NELL1, was further analyzed using various NISCM datasets. Descriptions from the Human Protein Atlas (HPA) validated protein expression. The impact of environmental exposures on LILRA5 was assessed using the Comparative Toxicogenomics Database (CTD), and molecular docking identified the potential small molecule interactions. RESULTS MR analysis identified 255 circulating plasma proteins associated with NISCM, with 16 remaining significant after FDR correction. Bayesian colocalization analysis identified LILRA5 and NELL1 as significant, with PP.H4 > 0.8. LILRA5 has a protective effect (OR = 0.758, 95% CI, 0.670-0.857) while NELL1 displays the risk effect (OR = 1.290, 95% CI, 1.199-1.387) in NISCM. Decreased LILRA5 expression was found in NISCM such as diabetic, hypertrophic, dilated, and inflammatory cardiomyopathy, while NELL1 expression increased in hypertrophic cardiomyopathy. HPA data indicated high LILRA5 expression in neutrophils, macrophages and endothelial cells within normal heart and limited NELL1 expression. Immune infiltration analysis revealed decreased neutrophil in diabetic cardiomyopathy. CTD analysis identified several small molecules that affect LILRA5 mRNA expression. Among these, Estradiol, Estradiol-3-benzoate, Gadodiamide, Topotecan, and Testosterone were found to stably bind to the LILRA5 protein at the conserved VAL-15 or THR-133 residues in the Ig-like C2 domain. CONCLUSION Based on European Ancestry Cohort, this study reveals that LILRA5 and NELL1 are potential therapeutic targets for NISCM, with LILRA5 showing particularly promising prospects in diabetic cardiomyopathy. Several small molecules interact with LILRA5, implying potential clinical implication.
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Affiliation(s)
- Kaijia Shi
- Key Laboratory of Tropical Translational Medicine of Ministry of Education & Key Laboratory for Tropical Cardiovascular Diseases Research of Hainan Province, School of Public Health, Hainan Medical University, Haikou, 571199, China
| | - Xu Chen
- Department of Intensive Care Unit, Yuhuangding Hospital, Yantai, 264000, China
| | - Yangyang Zhao
- Key Laboratory of Tropical Translational Medicine of Ministry of Education & Key Laboratory for Tropical Cardiovascular Diseases Research of Hainan Province, School of Public Health, Hainan Medical University, Haikou, 571199, China
| | - Peihu Li
- Key Laboratory of Tropical Translational Medicine of Ministry of Education & Key Laboratory for Tropical Cardiovascular Diseases Research of Hainan Province, School of Public Health, Hainan Medical University, Haikou, 571199, China
| | - Jinxuan Chai
- Key Laboratory of Tropical Translational Medicine of Ministry of Education & Key Laboratory for Tropical Cardiovascular Diseases Research of Hainan Province, School of Public Health, Hainan Medical University, Haikou, 571199, China
| | - Jianmin Qiu
- Key Laboratory of Tropical Translational Medicine of Ministry of Education & Key Laboratory for Tropical Cardiovascular Diseases Research of Hainan Province, School of Public Health, Hainan Medical University, Haikou, 571199, China
| | - Zhihua Shen
- Department of Pathology and Pathophysiology, School of Basic Medicine Sciences, Guangdong Medical University, Zhanjiang, 524023, China.
| | - Junli Guo
- Key Laboratory of Tropical Translational Medicine of Ministry of Education & Key Laboratory for Tropical Cardiovascular Diseases Research of Hainan Province, School of Public Health, Hainan Medical University, Haikou, 571199, China.
| | - Wei Jie
- Key Laboratory of Tropical Translational Medicine of Ministry of Education & Key Laboratory for Tropical Cardiovascular Diseases Research of Hainan Province, School of Public Health, Hainan Medical University, Haikou, 571199, China.
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Zhang B, Wu Y, Zhou C, Xie J, Zhang Y, Yang X, Xiao J, Wang DW, Shan C, Zhou X, Xiang Y, Yang B. Hyperactivation of ATF4/TGF-β1 signaling contributes to the progressive cardiac fibrosis in Arrhythmogenic cardiomyopathy caused by DSG2 Variant. BMC Med 2024; 22:361. [PMID: 39227800 PMCID: PMC11373413 DOI: 10.1186/s12916-024-03593-8] [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: 03/18/2024] [Accepted: 08/27/2024] [Indexed: 09/05/2024] Open
Abstract
BACKGROUND Arrhythmogenic cardiomyopathy (ACM) is an inherited cardiomyopathy characterized with progressive cardiac fibrosis and heart failure. However, the exact mechanism driving the progression of cardiac fibrosis and heart failure in ACM remains elusive. This study aims to investigate the underlying mechanisms of progressive cardiac fibrosis in ACM caused by newly identified Desmoglein-2 (DSG2) variation. METHODS We identified homozygous DSG2F531C variant in a family with 8 ACM patients using whole-exome sequencing and generated Dsg2F536C knock-in mice. Neonatal and adult mouse ventricular myocytes isolated from Dsg2F536C knock-in mice were used. We performed functional, transcriptomic and mass spectrometry analyses to evaluate the mechanisms of ACM caused by DSG2F531C variant. RESULTS All eight patients with ACM were homozygous for DSG2F531C variant. Dsg2F536C/F536C mice displayed cardiac enlargement, dysfunction, and progressive cardiac fibrosis in both ventricles. Mechanistic investigations revealed that the variant DSG2-F536C protein underwent misfolding, leading to its recognition by BiP within the endoplasmic reticulum, which triggered endoplasmic reticulum stress, activated the PERK-ATF4 signaling pathway and increased ATF4 levels in cardiomyocytes. Increased ATF4 facilitated the expression of TGF-β1 in cardiomyocytes, thereby activating cardiac fibroblasts through paracrine signaling and ultimately promoting cardiac fibrosis in Dsg2F536C/F536C mice. Notably, inhibition of the PERK-ATF4 signaling attenuated progressive cardiac fibrosis and cardiac systolic dysfunction in Dsg2F536C/F536C mice. CONCLUSIONS Hyperactivation of the ATF4/TGF-β1 signaling in cardiomyocytes emerges as a novel mechanism underlying progressive cardiac fibrosis in ACM. Targeting the ATF4/TGF-β1 signaling may be a novel therapeutic target for managing ACM.
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Affiliation(s)
- Baowei Zhang
- Department of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Pudong, Shanghai, 200120, P.R. China
| | - Yizhang Wu
- Department of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Pudong, Shanghai, 200120, P.R. China
| | - Chunjiang Zhou
- Department of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Pudong, Shanghai, 200120, P.R. China
| | - Jiaxi Xie
- Department of Cardiology, the First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Road, Nanjing, 210029, P.R. China
| | - Youming Zhang
- Department of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Pudong, Shanghai, 200120, P.R. China
| | - Xingbo Yang
- Shanghai East Hospital, School of Life Sciences and Technology, Tongji University, 150 Jimo Road, Pudong, Shanghai, 200120, P.R. China
| | - Jing Xiao
- Shanghai East Hospital, School of Life Sciences and Technology, Tongji University, 150 Jimo Road, Pudong, Shanghai, 200120, P.R. China
| | - Dao Wu Wang
- State Key Laboratory of Reproductive Medicine, the Centre for Clinical Reproductive Medicine, Department of Cardiology, the First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Road, Nanjing, 210029, P.R. China
| | - Congjia Shan
- Model Animal Research Center, Nanjing University, Nanjing, China
| | - Xiujuan Zhou
- Department of Cardiology, the First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Road, Nanjing, 210029, P.R. China
| | - Yaozu Xiang
- Shanghai East Hospital, School of Life Sciences and Technology, Tongji University, 150 Jimo Road, Pudong, Shanghai, 200120, P.R. China.
| | - Bing Yang
- Department of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, 150 Jimo Road, Pudong, Shanghai, 200120, P.R. China.
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Dimitrov D, Schäfer PSL, Farr E, Rodriguez-Mier P, Lobentanzer S, Badia-I-Mompel P, Dugourd A, Tanevski J, Ramirez Flores RO, Saez-Rodriguez J. LIANA+ provides an all-in-one framework for cell-cell communication inference. Nat Cell Biol 2024; 26:1613-1622. [PMID: 39223377 PMCID: PMC11392821 DOI: 10.1038/s41556-024-01469-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: 03/15/2024] [Accepted: 07/02/2024] [Indexed: 09/04/2024]
Abstract
The growing availability of single-cell and spatially resolved transcriptomics has led to the development of many approaches to infer cell-cell communication, each capturing only a partial view of the complex landscape of intercellular signalling. Here we present LIANA+, a scalable framework built around a rich knowledge base to decode coordinated inter- and intracellular signalling events from single- and multi-condition datasets in both single-cell and spatially resolved data. By extending and unifying established methodologies, LIANA+ provides a comprehensive set of synergistic components to study cell-cell communication via diverse molecular mediators, including those measured in multi-omics data. LIANA+ is accessible at https://github.com/saezlab/liana-py with extensive vignettes ( https://liana-py.readthedocs.io/ ) and provides an all-in-one solution to intercellular communication inference.
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Affiliation(s)
- Daniel Dimitrov
- Faculty of Medicine and Heidelberg University Hospital, Institute for Computational Biomedicine, Heidelberg University, Heidelberg, Germany
| | - Philipp Sven Lars Schäfer
- Faculty of Medicine and Heidelberg University Hospital, Institute for Computational Biomedicine, Heidelberg University, Heidelberg, Germany
| | - Elias Farr
- Faculty of Medicine and Heidelberg University Hospital, Institute for Computational Biomedicine, Heidelberg University, Heidelberg, Germany
| | - Pablo Rodriguez-Mier
- Faculty of Medicine and Heidelberg University Hospital, Institute for Computational Biomedicine, Heidelberg University, Heidelberg, Germany
| | - Sebastian Lobentanzer
- Faculty of Medicine and Heidelberg University Hospital, Institute for Computational Biomedicine, Heidelberg University, Heidelberg, Germany
| | - Pau Badia-I-Mompel
- Faculty of Medicine and Heidelberg University Hospital, Institute for Computational Biomedicine, Heidelberg University, Heidelberg, Germany
- GSK, Cellzome, Heidelberg, Germany
| | - Aurelien Dugourd
- Faculty of Medicine and Heidelberg University Hospital, Institute for Computational Biomedicine, Heidelberg University, Heidelberg, Germany
| | - Jovan Tanevski
- Faculty of Medicine and Heidelberg University Hospital, Institute for Computational Biomedicine, Heidelberg University, Heidelberg, Germany
| | - Ricardo Omar Ramirez Flores
- Faculty of Medicine and Heidelberg University Hospital, Institute for Computational Biomedicine, Heidelberg University, Heidelberg, Germany
| | - Julio Saez-Rodriguez
- Faculty of Medicine and Heidelberg University Hospital, Institute for Computational Biomedicine, Heidelberg University, Heidelberg, Germany.
- European Bioinformatics Institute, European Molecular Biology Laboratory, Hinxton, UK.
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Read DF, Booth GT, Daza RM, Jackson DL, Gladden RG, Srivatsan SR, Ewing B, Franks JM, Spurrell CH, Gomes AR, O'Day D, Gogate AA, Martin BK, Larson H, Pfleger C, Starita L, Lin Y, Shendure J, Lin S, Trapnell C. Single-cell analysis of chromatin and expression reveals age- and sex-associated alterations in the human heart. Commun Biol 2024; 7:1052. [PMID: 39187646 PMCID: PMC11347658 DOI: 10.1038/s42003-024-06582-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2022] [Accepted: 07/11/2024] [Indexed: 08/28/2024] Open
Abstract
Sex differences and age-related changes in the human heart at the tissue, cell, and molecular level have been well-documented and many may be relevant for cardiovascular disease. However, how molecular programs within individual cell types vary across individuals by age and sex remains poorly characterized. To better understand this variation, we performed single-nucleus combinatorial indexing (sci) ATAC- and RNA-Seq in human heart samples from nine donors. We identify hundreds of differentially expressed genes by age and sex and find epigenetic signatures of variation in ATAC-Seq data in this discovery cohort. We then scale up our single-cell RNA-Seq analysis by combining our data with five recently published single nucleus RNA-Seq datasets of healthy adult hearts. We find variation such as metabolic alterations by sex and immune changes by age in differential expression tests, as well as alterations in abundance of cardiomyocytes by sex and neurons with age. In addition, we compare our adult-derived ATAC-Seq profiles to analogous fetal cell types to identify putative developmental-stage-specific regulatory factors. Finally, we train predictive models of cell-type-specific RNA expression levels utilizing ATAC-Seq profiles to link distal regulatory sequences to promoters, quantifying the predictive value of a simple TF-to-expression regulatory grammar and identifying cell-type-specific TFs. Our analysis represents the largest single-cell analysis of cardiac variation by age and sex to date and provides a resource for further study of healthy cardiac variation and transcriptional regulation at single-cell resolution.
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Affiliation(s)
- David F Read
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
| | - Gregory T Booth
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
| | - Riza M Daza
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
| | - Dana L Jackson
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
| | - Rula Green Gladden
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
| | - Sanjay R Srivatsan
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
| | - Brent Ewing
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
| | - Jennifer M Franks
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
| | | | | | - Diana O'Day
- Brotman Baty Institute for Precision Medicine, Seattle, WA, USA
| | - Aishwarya A Gogate
- Brotman Baty Institute for Precision Medicine, Seattle, WA, USA
- Seattle Children's Research Institute, Seattle, WA, USA
| | - Beth K Martin
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
| | - Haleigh Larson
- Brotman Baty Institute for Precision Medicine, Seattle, WA, USA
| | - Christian Pfleger
- University of Washington School of Medicine, Division of Cardiology, Seattle, WA, USA
| | - Lea Starita
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
- Brotman Baty Institute for Precision Medicine, Seattle, WA, USA
| | - Yiing Lin
- Department of Surgery, Washington University, St Louis, MO, USA
| | - Jay Shendure
- Brotman Baty Institute for Precision Medicine, Seattle, WA, USA.
- Seattle Children's Research Institute, Seattle, WA, USA.
- Howard Hughes Medical Institute, Seattle, WA, USA.
- Allen Discovery Center for Cell Lineage Tracing, Seattle, WA, USA.
| | - Shin Lin
- University of Washington School of Medicine, Division of Cardiology, Seattle, WA, USA.
| | - Cole Trapnell
- Brotman Baty Institute for Precision Medicine, Seattle, WA, USA.
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Paton V, Ramirez Flores RO, Gabor A, Badia-I-Mompel P, Tanevski J, Garrido-Rodriguez M, Saez-Rodriguez J. Assessing the impact of transcriptomics data analysis pipelines on downstream functional enrichment results. Nucleic Acids Res 2024; 52:8100-8111. [PMID: 38943333 DOI: 10.1093/nar/gkae552] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Revised: 06/03/2024] [Accepted: 06/19/2024] [Indexed: 07/01/2024] Open
Abstract
Transcriptomics is widely used to assess the state of biological systems. There are many tools for the different steps, such as normalization, differential expression, and enrichment. While numerous studies have examined the impact of method choices on differential expression results, little attention has been paid to their effects on further downstream functional analysis, which typically provides the basis for interpretation and follow-up experiments. To address this, we introduce FLOP, a comprehensive nextflow-based workflow combining methods to perform end-to-end analyses of transcriptomics data. We illustrate FLOP on datasets ranging from end-stage heart failure patients to cancer cell lines. We discovered effects not noticeable at the gene-level, and observed that not filtering the data had the highest impact on the correlation between pipelines in the gene set space. Moreover, we performed three benchmarks to evaluate the 12 pipelines included in FLOP, and confirmed that filtering is essential in scenarios of expected moderate-to-low biological signal. Overall, our results underscore the impact of carefully evaluating the consequences of the choice of preprocessing methods on downstream enrichment analyses. We envision FLOP as a valuable tool to measure the robustness of functional analyses, ultimately leading to more reliable and conclusive biological findings.
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Affiliation(s)
- Victor Paton
- Heidelberg University, Faculty of Medicine, and Heidelberg University Hospital, Institute for Computational Biomedicine, Heidelberg, Germany
| | - Ricardo Omar Ramirez Flores
- Heidelberg University, Faculty of Medicine, and Heidelberg University Hospital, Institute for Computational Biomedicine, Heidelberg, Germany
| | - Attila Gabor
- Heidelberg University, Faculty of Medicine, and Heidelberg University Hospital, Institute for Computational Biomedicine, Heidelberg, Germany
| | - Pau Badia-I-Mompel
- Heidelberg University, Faculty of Medicine, and Heidelberg University Hospital, Institute for Computational Biomedicine, Heidelberg, Germany
| | - Jovan Tanevski
- Heidelberg University, Faculty of Medicine, and Heidelberg University Hospital, Institute for Computational Biomedicine, Heidelberg, Germany
| | - Martin Garrido-Rodriguez
- Heidelberg University, Faculty of Medicine, and Heidelberg University Hospital, Institute for Computational Biomedicine, Heidelberg, Germany
- Genome Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
| | - Julio Saez-Rodriguez
- Heidelberg University, Faculty of Medicine, and Heidelberg University Hospital, Institute for Computational Biomedicine, Heidelberg, Germany
- European Bioinformatics Institute, European Molecular Biology Laboratory (EMBL-EBI), Wellcome Genome Campus, Hinxton, Cambridgeshire, UK
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Yin Y, Ye L, Chen M, Liu H, Miao J. Unraveling cardiomyocyte responses and intercellular communication alterations in primary carnitine deficiency cardiomyopathy via single-nucleus RNA sequencing. Heliyon 2024; 10:e33581. [PMID: 39091928 PMCID: PMC11292504 DOI: 10.1016/j.heliyon.2024.e33581] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Revised: 06/11/2024] [Accepted: 06/24/2024] [Indexed: 08/04/2024] Open
Abstract
Background Primary Carnitine Deficiency (PCD) is a potentially life-threatening autosomal recessive monogenic disorder arising from mutations in the organic cation transporter 2 (OCTN2) gene. Dilated cardiomyopathy (DCM) is a prevalent symptom associated with this condition, and episodes of metabolic disturbance may lead to sudden death. However, the pathogenic mechanism remains unclear. Here, we sought to investigate the response of cardiomyocytes and alterations in the intercellular communication in individuals with PCD DCM. Methods The GSE211650 dataset was downloaded. Subsequently, modular analysis was performed using hdWGCNA. SCENIC was employed for transcription factor analysis. Monocle2 and SCP were applied to conduct trajectory inference and characterize dynamic features. CellChat was used to investigate intercellular interactions. Results OCTN2-deficient cardiomyocytes displayed transcriptomic alterations indicative of reduced contractility, developmental abnormalities, and fibrosis. The reduced expression of genes encoding troponin, myosin, and calcium ion transporters may underlie the observed decrease in contractility. Suppressed Wnt signaling and downregulated transcription factors associated with myocardial development suggest potential developmental disturbances in cardiomyocytes. Growth arrest-specific 6 (GAS6) secreted by TNNC1 high cardiomyocytes is implicated in myocardial inflammation and fibrosis. Macrophages-derived secreted phosphoprotein 1 (SPP1) promotes the activation of fibroblasts. Furthermore, there was a reduction in neuronal genes in the OCTN2-deficient group. Conclusions Our research has unveiled, for the first time, the responses of cardiomyocytes and alterations in the intercellular communication in PCD DCM, offering valuable insights for the precision treatment of this condition.
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Affiliation(s)
- Yifan Yin
- Department of Pediatrics, Chongqing Health Center for Women and Children, Chongqing, China
- Department of Pediatrics, Women and Children's Hospital of Chongqing Medical University, Chongqing, China
| | - Liang Ye
- Department of Pediatrics, Chongqing Health Center for Women and Children, Chongqing, China
- Department of Pediatrics, Women and Children's Hospital of Chongqing Medical University, Chongqing, China
| | - Min Chen
- Department of Pediatrics, Chongqing Health Center for Women and Children, Chongqing, China
- Department of Pediatrics, Women and Children's Hospital of Chongqing Medical University, Chongqing, China
| | - Hao Liu
- Department of Pediatrics, Chongqing Health Center for Women and Children, Chongqing, China
- Department of Pediatrics, Women and Children's Hospital of Chongqing Medical University, Chongqing, China
| | - Jingkun Miao
- Department of Pediatrics, Chongqing Health Center for Women and Children, Chongqing, China
- Department of Pediatrics, Women and Children's Hospital of Chongqing Medical University, Chongqing, China
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Bartoli-Leonard F, Harris AG, Saunders K, Madden J, Cherrington C, Sheehan K, Baquedano M, Parolari G, Bamber A, Caputo M. Altered Inflammatory State and Mitochondrial Function Identified by Transcriptomics in Paediatric Congenital Heart Patients Prior to Surgical Repair. Int J Mol Sci 2024; 25:7487. [PMID: 39000594 PMCID: PMC11242307 DOI: 10.3390/ijms25137487] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2024] [Revised: 07/01/2024] [Accepted: 07/02/2024] [Indexed: 07/16/2024] Open
Abstract
Congenital heart disease (CHD) remains the most common birth defect, with surgical intervention required in complex cases. Right ventricle (RV) function is known to be a major predictor of sustained cardiac health in these patients; thus, by elucidating the divergent profiles between CHD and the control through tissue analysis, this study aims to identify new avenues of investigation into the mechanisms surrounding reduced RV function. Transcriptomic profiling, in-silico deconvolution and functional network analysis were conducted on RV biopsies, identifying an increase in the mitochondrial dysfunction genes RPPH1 and RMPR (padj = 4.67 × 10-132, 2.23 × 10-107), the cytotoxic T-cell markers CD8a, LAGE3 and CD49a (p = 0.0006, p < 0.0001, and p = 0.0118) and proinflammatory caspase-1 (p = 0.0055) in CHD. Gene-set enrichment identified mitochondrial dysfunctional pathways, predominately changes within oxidative phosphorylation processes. The negative regulation of mitochondrial functions and metabolism was identified in the network analysis, with dysregulation of the mitochondrial complex formation. A histological analysis confirmed an increase in cellular bodies in the CHD RV tissue and positive staining for both CD45 and CD8, which was absent in the control. The deconvolution of bulk RNAseq data suggests a reduction in CD4+ T cells (p = 0.0067) and an increase in CD8+ T cells (p = 0.0223). The network analysis identified positive regulation of the immune system and cytokine signalling clusters in the inflammation functional network, as there were lymphocyte activation and leukocyte differentiation. Utilising RV tissue from paediatric patients undergoing CHD cardiac surgery, this study identifies dysfunctional mitochondrial pathways and an increase in inflammatory T-cell presence prior to reparative surgery.
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Affiliation(s)
- Francesca Bartoli-Leonard
- Bristol Medical School, Faculty of Health Sciences, University of Bristol, Bristol BS8 1UD, UK; (A.G.H.); (M.B.); (M.C.)
- Bristol Heart Institute, University Hospital Bristol and Weston NHS Foundation Trust, Bristol BS2 8ED, UK; (K.S.); (J.M.); (C.C.); (K.S.); (G.P.)
| | - Amy G. Harris
- Bristol Medical School, Faculty of Health Sciences, University of Bristol, Bristol BS8 1UD, UK; (A.G.H.); (M.B.); (M.C.)
| | - Kelly Saunders
- Bristol Heart Institute, University Hospital Bristol and Weston NHS Foundation Trust, Bristol BS2 8ED, UK; (K.S.); (J.M.); (C.C.); (K.S.); (G.P.)
| | - Julie Madden
- Bristol Heart Institute, University Hospital Bristol and Weston NHS Foundation Trust, Bristol BS2 8ED, UK; (K.S.); (J.M.); (C.C.); (K.S.); (G.P.)
| | - Carrie Cherrington
- Bristol Heart Institute, University Hospital Bristol and Weston NHS Foundation Trust, Bristol BS2 8ED, UK; (K.S.); (J.M.); (C.C.); (K.S.); (G.P.)
| | - Karen Sheehan
- Bristol Heart Institute, University Hospital Bristol and Weston NHS Foundation Trust, Bristol BS2 8ED, UK; (K.S.); (J.M.); (C.C.); (K.S.); (G.P.)
| | - Mai Baquedano
- Bristol Medical School, Faculty of Health Sciences, University of Bristol, Bristol BS8 1UD, UK; (A.G.H.); (M.B.); (M.C.)
| | - Giulia Parolari
- Bristol Heart Institute, University Hospital Bristol and Weston NHS Foundation Trust, Bristol BS2 8ED, UK; (K.S.); (J.M.); (C.C.); (K.S.); (G.P.)
| | - Andrew Bamber
- North Bristol NHS Trust, Westbury on Trym, Bristol BS10 5NB, UK
| | - Massimo Caputo
- Bristol Medical School, Faculty of Health Sciences, University of Bristol, Bristol BS8 1UD, UK; (A.G.H.); (M.B.); (M.C.)
- Bristol Heart Institute, University Hospital Bristol and Weston NHS Foundation Trust, Bristol BS2 8ED, UK; (K.S.); (J.M.); (C.C.); (K.S.); (G.P.)
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Liu L, Li C, Yu L, Wang Y, Pan X, Huang J. Deciphering the role of SMARCA4 in cardiac disorders: Insights from single-cell studies on dilated cardiomyopathy and coronary heart disease. Cell Signal 2024; 119:111150. [PMID: 38552892 DOI: 10.1016/j.cellsig.2024.111150] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2023] [Revised: 03/14/2024] [Accepted: 03/22/2024] [Indexed: 04/07/2024]
Abstract
BACKGROUND Dilated cardiomyopathy (DCM) and coronary heart disease (CHD) stand as two of the foremost causes of mortality. However, the comprehensive comprehension of the regulatory mechanisms governing DCM and CHD remains limited, particularly from the vantage point of single-cell transcriptional analysis. METHOD We used the GSE121893 dataset from the GEO database, analyzing single-cell expressions with tools like DropletUtils, Seurat, and Monocle. We also utilized the GSVA package for comparing gene roles in DCM and CHD, Finally, we conducted qRT-PCR and Western blot analyses to measure the expression levels of SMARCA4, Col1A1, Col3A1 and α-SMA, and the role of SMARCA4 on fibroblasts were explored by EdU and Transwell assay. RESULTS Our analysis identified six cell types in heart tissue, with fibroblasts showing the most interaction with other cells. DEGs in fibroblasts were linked to muscle development and morphogenesis. Pseudotime analysis revealed the dynamics of fibroblast changes in both the normal and disease groups and many transcription factors (TFs) potentially involved in this process. Among these TFs, SMARCA4 which was translated into protein BRG1, showed the most significantly difference. In vivo experiments have demonstrated that SMARCA4 indeed promoted fibroblasts proliferation and migration. CONCLUSION This study provides a clearer understanding of cell-type dynamics in heart diseases, emphasizing the role of fibroblasts and the significance of SMARCA4 in their function. Our results offer insights into the cellular mechanisms underlying DCM and CHD, potentially guiding future therapeutic strategies.
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Affiliation(s)
- Li Liu
- Department of Cardiology, Affiliated Hospital of Youjiang Medical University for Nationalities, Youjiang Medical University for Nationalities, Baise 533000, China
| | - Chengban Li
- Graduate School of Youjiang Medical University for Nationalities, Baise 533000, China
| | - Linxing Yu
- Graduate School of Youjiang Medical University for Nationalities, Baise 533000, China
| | - Yubo Wang
- Graduate School of Youjiang Medical University for Nationalities, Baise 533000, China
| | - Xingshou Pan
- Department of Cardiology, Affiliated Hospital of Youjiang Medical University for Nationalities, Baise 533000, China
| | - Jianjun Huang
- Youjiang Medical University for Nationalities, Affiliated Hospital of Youjiang Medical University for Nationalities, Baise 533000, China.
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