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Jacobsen JT, Hu W, R Castro TB, Solem S, Galante A, Lin Z, Allon SJ, Mesin L, Bilate AM, Schiepers A, Shalek AK, Rudensky AY, Victora GD. Expression of Foxp3 by T follicular helper cells in end-stage germinal centers. Science 2021; 373:373/6552/eabe5146. [PMID: 34437125 DOI: 10.1126/science.abe5146] [Citation(s) in RCA: 50] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2020] [Accepted: 05/19/2021] [Indexed: 12/23/2022]
Abstract
Germinal centers (GCs) are the site of immunoglobulin somatic hypermutation and affinity maturation, processes essential to an effective antibody response. The formation of GCs has been studied in detail, but less is known about what leads to their regression and eventual termination, factors that ultimately limit the extent to which antibodies mature within a single reaction. We show that contraction of immunization-induced GCs is immediately preceded by an acute surge in GC-resident Foxp3+ T cells, attributed at least partly to up-regulation of the transcription factor Foxp3 by T follicular helper (TFH) cells. Ectopic expression of Foxp3 in TFH cells is sufficient to decrease GC size, implicating the natural up-regulation of Foxp3 by TFH cells as a potential regulator of GC lifetimes.
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Affiliation(s)
- Johanne T Jacobsen
- Laboratory of Lymphocyte Dynamics, The Rockefeller University, New York, NY, USA.
| | - Wei Hu
- Immunology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Ludwig Center for Cancer Immunotherapy, New York, NY, USA
| | - Tiago B R Castro
- Laboratory of Lymphocyte Dynamics, The Rockefeller University, New York, NY, USA.,Laboratory of Mucosal Immunology, The Rockefeller University, New York, NY, USA
| | - Sigrid Solem
- Laboratory of Lymphocyte Dynamics, The Rockefeller University, New York, NY, USA
| | - Alice Galante
- Laboratory of Lymphocyte Dynamics, The Rockefeller University, New York, NY, USA
| | - Zeran Lin
- Laboratory of Lymphocyte Dynamics, The Rockefeller University, New York, NY, USA
| | - Samuel J Allon
- Institute for Medical Engineering and Science, MIT, Cambridge, MA, USA.,Department of Chemistry, MIT, Cambridge, MA, USA.,Koch Institute for Integrative Cancer Research, MIT, Cambridge, MA, USA.,Ragon Institute of MGH, MIT and Harvard, Cambridge, MA, USA.,Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Luka Mesin
- Laboratory of Lymphocyte Dynamics, The Rockefeller University, New York, NY, USA
| | - Angelina M Bilate
- Laboratory of Mucosal Immunology, The Rockefeller University, New York, NY, USA
| | - Ariën Schiepers
- Laboratory of Lymphocyte Dynamics, The Rockefeller University, New York, NY, USA
| | - Alex K Shalek
- Institute for Medical Engineering and Science, MIT, Cambridge, MA, USA.,Department of Chemistry, MIT, Cambridge, MA, USA.,Koch Institute for Integrative Cancer Research, MIT, Cambridge, MA, USA.,Ragon Institute of MGH, MIT and Harvard, Cambridge, MA, USA.,Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Program in Immunology Harvard Medical School, Boston, MA, USA.,Harvard Stem Cell Institute, Cambridge, MA, USA
| | - Alexander Y Rudensky
- Immunology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Ludwig Center for Cancer Immunotherapy, New York, NY, USA.,Howard Hughes Medical Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Gabriel D Victora
- Laboratory of Lymphocyte Dynamics, The Rockefeller University, New York, NY, USA.
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2
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Muus C, Luecken MD, Eraslan G, Sikkema L, Waghray A, Heimberg G, Kobayashi Y, Vaishnav ED, Subramanian A, Smillie C, Jagadeesh KA, Duong ET, Fiskin E, Triglia ET, Ansari M, Cai P, Lin B, Buchanan J, Chen S, Shu J, Haber AL, Chung H, Montoro DT, Adams TS, Aliee H, Allon SJ, Andrusivova Z, Angelidis I, Ashenberg O, Bassler K, Bécavin C, Benhar I, Bergenstråhle J, Bergenstråhle L, Bolt L, Braun E, Bui LT, Callori S, Chaffin M, Chichelnitskiy E, Chiou J, Conlon TM, Cuoco MS, Cuomo AS, Deprez M, Duclos G, Fine D, Fischer DS, Ghazanfar S, Gillich A, Giotti B, Gould J, Guo M, Gutierrez AJ, Habermann AC, Harvey T, He P, Hou X, Hu L, Hu Y, Jaiswal A, Ji L, Jiang P, Kapellos TS, Kuo CS, Larsson L, Leney-Greene MA, Lim K, Litviňuková M, Ludwig LS, Lukassen S, Luo W, Maatz H, Madissoon E, Mamanova L, Manakongtreecheep K, Leroy S, Mayr CH, Mbano IM, McAdams AM, Nabhan AN, Nyquist SK, Penland L, Poirion OB, Poli S, Qi C, Queen R, Reichart D, Rosas I, Schupp JC, Shea CV, Shi X, Sinha R, Sit RV, Slowikowski K, Slyper M, Smith NP, Sountoulidis A, Strunz M, Sullivan TB, Sun D, Talavera-López C, Tan P, Tantivit J, Travaglini KJ, Tucker NR, Vernon KA, Wadsworth MH, Waldman J, Wang X, Xu K, Yan W, Zhao W, Ziegler CG. Single-cell meta-analysis of SARS-CoV-2 entry genes across tissues and demographics. Nat Med 2021; 27:546-559. [PMID: 33654293 PMCID: PMC9469728 DOI: 10.1038/s41591-020-01227-z] [Citation(s) in RCA: 206] [Impact Index Per Article: 68.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2020] [Accepted: 12/23/2020] [Indexed: 02/01/2023]
Abstract
Angiotensin-converting enzyme 2 (ACE2) and accessory proteases (TMPRSS2 and CTSL) are needed for severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) cellular entry, and their expression may shed light on viral tropism and impact across the body. We assessed the cell-type-specific expression of ACE2, TMPRSS2 and CTSL across 107 single-cell RNA-sequencing studies from different tissues. ACE2, TMPRSS2 and CTSL are coexpressed in specific subsets of respiratory epithelial cells in the nasal passages, airways and alveoli, and in cells from other organs associated with coronavirus disease 2019 (COVID-19) transmission or pathology. We performed a meta-analysis of 31 lung single-cell RNA-sequencing studies with 1,320,896 cells from 377 nasal, airway and lung parenchyma samples from 228 individuals. This revealed cell-type-specific associations of age, sex and smoking with expression levels of ACE2, TMPRSS2 and CTSL. Expression of entry factors increased with age and in males, including in airway secretory cells and alveolar type 2 cells. Expression programs shared by ACE2+TMPRSS2+ cells in nasal, lung and gut tissues included genes that may mediate viral entry, key immune functions and epithelial-macrophage cross-talk, such as genes involved in the interleukin-6, interleukin-1, tumor necrosis factor and complement pathways. Cell-type-specific expression patterns may contribute to the pathogenesis of COVID-19, and our work highlights putative molecular pathways for therapeutic intervention.
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Affiliation(s)
- Christoph Muus
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA; John A. Paulson School of Engineering and Applied Sciences, Harvard, University, Cambridge, MA 02138
| | - Malte D. Luecken
- Institute of Computational Biology, Helmholtz Zentrum München, , Neuherberg, Germany
| | - Gokcen Eraslan
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Lisa Sikkema
- Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany
| | - Avinash Waghray
- Center for Regenerative Medicine, Massachusetts General Hospital, Boston, MA, USA; Departments of Internal Medicine and Pediatrics, Pulmonary and Critical Care Unit, Massachusetts General Hospital, Boston, MA, USA; Harvard Stem Cell Institute, Cambridge, MA, USA
| | - Graham Heimberg
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Yoshihiko Kobayashi
- Department of Cell Biology, Duke University Medical School, Durham, NC 27710, USA
| | - Eeshit Dhaval Vaishnav
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA; Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, 02140, USA
| | - Ayshwarya Subramanian
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Christopher Smillie
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Karthik A. Jagadeesh
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Elizabeth Thu Duong
- University of California San Diego, Department of Pediatrics, Division of Respiratory Medicine
| | - Evgenij Fiskin
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Elena Torlai Triglia
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Meshal Ansari
- Comprehensive Pneumology Center (CPC) / Institute of Lung Biology and Disease (ILBD), Helmholtz Zentrum München, Member of the German Center for Lung Research (DZL), Munich, Germany; Institute of Computational Biology, Helmholtz Zentrum München, Munich, Germany
| | - Peiwen Cai
- Department of Genetics and Genomic Sciences, Icahn School of Medicineat Mount Sinai, New York, NY 10029, USA
| | - Brian Lin
- Center for Regenerative Medicine, Massachusetts General Hospital,Boston, MA, USA; Departments of Internal Medicine and Pediatrics, Pulmonary and Critical Care Unit, Massachusetts General Hospital, Boston, MA, USA; Harvard Stem Cell Institute, Cambridge, MA, USA
| | - Justin Buchanan
- Center for Epigenomics, University of California-San Diego School of Medicine, La Jolla, CA, 92093. Department of Cellular and Molecular Medicine, University of California-San Diego School of Medicine, La Jolla, CA, 92093
| | - Sijia Chen
- Division of Rheumatology, Inflammation, and Immunity, Brigham and Women’s Hospital, Harvard Medical School, Boston, USA
| | - Jian Shu
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA; Whitehead Institute for Biomedical Research, Cambridge, MA, 02142, USA
| | - Adam L. Haber
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA 02215, USA. Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Hattie Chung
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Daniel T. Montoro
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Taylor S. Adams
- Pulmonary, Critical Care and Sleep Medicine, Yale University School of Medicine
| | - Hananeh Aliee
- Institute of Computational Biology, Helmholtz Zentrum München, Munich, Germany
| | - Samuel J. Allon
- Institute for Medical Engineering and Science & Department of Chemistry, MIT; Ragon Institute of MGH, MIT and Harvard; Broad Institute of MIT and Harvard
| | - Zaneta Andrusivova
- SciLifeLab, Department of Gene Technology, KTH Royal Institute of Technology
| | - Ilias Angelidis
- Comprehensive Pneumology Center (CPC) / Institute of Lung Biology and Disease (ILBD), Helmholtz Zentrum München, Member of the German Center for Lung Research (DZL), Munich, Germany
| | - Orr Ashenberg
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Kevin Bassler
- Department for Genomics & Immunoregulation, LIMES-Institute, University of Bonn, 53115 Bonn, Germany
| | | | - Inbal Benhar
- Klarman Cell Observatory, Broad Institute of MIT and Harvard,Cambridge, MA, 02142, USA
| | | | | | - Liam Bolt
- Wellcome Sanger Institute, Hinxton, Cambridgeshire, CB10 1SA, UK
| | - Emelie Braun
- Division of Molecular Neurobiology, Department of Medical Biochemistry and Biophysics, Karolinska Institute
| | - Linh T. Bui
- Translational Genomics Research Institute, Phoenix, AZ
| | - Steven Callori
- Department of Medicine, Boston University School of Medicine; Bioinformatic Program, Boston University
| | - Mark Chaffin
- Precision Cardiology Laboratory, The Broad Institute, Cambridge, MA, USA 02142
| | - Evgeny Chichelnitskiy
- Institute of Transplant Immunology, Hannover Medical School, MHH, Carl-Neuberg Str. 1, 30625 Hannover, Germany, phone +40 511 532 9745; fax +40 511 532 8090; German Center for Infectious Diseases DZIF, TTU-IICH 07.801
| | - Joshua Chiou
- Biomedical Sciences Graduate Program, University of California-San Diego, La Jolla, CA, 92093
| | - Thomas M. Conlon
- Comprehensive Pneumology Center (CPC) / Institute of Lung Biology and Disease (ILBD), Helmholtz Zentrum München, Member of the German Center for Lung Research (DZL), Munich, Germany
| | - Michael S. Cuoco
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Anna S.E. Cuomo
- European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK
| | - Marie Deprez
- Université Côte d’Azur, CNRS, IPMC, Sophia-Antipolis, 06560, France
| | - Grant Duclos
- Boston University School of Medicine, Boston, MA 02118, USA
| | | | - David S. Fischer
- Institute of Computational Biology, Helmholtz Zentrum München, Munich, Germany, TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany
| | - Shila Ghazanfar
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - Astrid Gillich
- Department of Biochemistry and Wall Center for Pulmonary Vascular Disease
| | - Bruno Giotti
- Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029 USA
| | - Joshua Gould
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Minzhe Guo
- Divisions of Pulmonary Biology; Perinatal Institute, Cincinnati Children's Hospital Medical Center
| | | | - Arun C. Habermann
- Division of Allergy, Pulmonary and Critical Care Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
| | - Tyler Harvey
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Peng He
- Wellcome Sanger Institute, Hinxton, Cambridgeshire, CB10 1SA, UK
| | - Xiaomeng Hou
- Center for Epigenomics, University of California-San Diego School of Medicine, La Jolla, CA, 92093. Department of Cellular and Molecular Medicine, University of California-San Diego School of Medicine, La Jolla, CA, 92093
| | - Lijuan Hu
- Division of Molecular Neurobiology, Department of Medical Biochemistry and Biophysics, Karolinska Institute
| | - Yan Hu
- Division of Pulmonary Sciences and Critical Care Medicine, School of Medicine, University of Colorado, Aurora, CO, USA 80045
| | - Alok Jaiswal
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Lu Ji
- Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Shatin, New Territories, Hong Kong SAR, China
| | - Peiyong Jiang
- Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Shatin, New Territories, Hong Kong SAR, China
| | - Theodoro S. Kapellos
- Genomics and Immunoregulation, Life & Medical Sciences (LIMES) Institute, University of Bonn, 53115 Bonn, Germany
| | - Christin S. Kuo
- Department of Biochemistry and Wall Center for Pulmonary Vascular Disease
| | - Ludvig Larsson
- SciLifeLab, Department of Gene Technology, KTH Royal Institute of Technology
| | | | - Kyungtae Lim
- Gurdon Institute, University of Cambridge, Cambridge, CB2 1QN, UK
| | - Monika Litviňuková
- Cellular Genetics Programme, Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, United Kingdom.; Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Leif S. Ludwig
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA Division of Hematology / Oncology, Boston Children’s Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02115, USA
| | - Soeren Lukassen
- Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Charitéplatz 1, 10117 Berlin, Germany; Berlin Institute of Health (BIH), Center for Digital Health, Anna-Louisa-Karsch-Strasse 2, 10178 Berlin, Germany
| | - Wendy Luo
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Henrike Maatz
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Elo Madissoon
- European Molecular Biology Laboratory - European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridgeshire, CB10 1SD, UK; Wellcome Sanger Institute, Cellular Genetics Programme Wellcome Genome Campus, Hinxton, Cambridge, CB10 1HH, UK
| | - Lira Mamanova
- Wellcome Sanger Institute, Hinxton, Cambridgeshire, CB10 1SA, UK
| | - Kasidet Manakongtreecheep
- Broad Institute of MIT and Harvard, Cambridge, MA, USA; Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA; Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Charlestown, MA, USA
| | - Sylvie Leroy
- Université Côte d’Azur, Pulmonology Department, CHU Nice, NICE, France; Institut de Pharmacologie Moléculaire et Cellulaire, Sophia-Antipolis, France
| | - Christoph H. Mayr
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Systems Medicine of Chronic Lung Disease, Member of the German Center for Lung Research (DZL), Munich, Germany
| | - Ian M. Mbano
- Africa Health Research Institute,Durban, South Africa. School of Laboratory Medicine and Medical Sciences, College of Health Sciences, University of Kwazulu Natal, Durban, South Africa
| | - Alexi M. McAdams
- Department of Ophthalmology, Harvard Medical School and Massachusetts Eye and Ear, Boston, MA 02114
| | - Ahmad N. Nabhan
- Department of Biochemistry and Wall Center for Pulmonary Vascular Disease
| | - Sarah K. Nyquist
- Computational and Systems Biology, CSAIL, Institute for Medical Engineering and Science & Department of Chemistry, MIT; Ragon Institute of MGH, MIT and Harvard; Broad Institute of MIT and Harvard
| | - Lolita Penland
- Department of Biochemistry and Wall Center for Pulmonary Vascular Disease
| | - Olivier B. Poirion
- Center for Epigenomics, University of California-San Diego School of Medicine, La Jolla, CA, 92093. Department of Cellular and Molecular Medicine, University of California-San Diego School of Medicine, La Jolla, CA, 92093
| | - Sergio Poli
- Pulmonary, Critical Care and Sleep Medicine, Yale University School of Medicine
| | - CanCan Qi
- Dept. of Pediatric Pulmonology and Pediatric Allergology, Beatrix Children’s Hospital, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands; GRIAC Research Institute, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Rachel Queen
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, International Centre for Life, Bioscience West Building, Newcastle upon Tyne NE1 3 BZ, UK
| | - Daniel Reichart
- Department of Genetics, Harvard Medical School, Boston, MA, United States.; Department of Cardiology, University Heart & Vascular Center, University of Hamburg, Hamburg, Germany
| | - Ivan Rosas
- Pulmonary, Critical Care and Sleep Medicine, Yale University School of Medicine
| | - Jonas C. Schupp
- Section of Pulmonary, Critical Care, and Sleep Medicine, Yale University School of Medicine, New Haven, CT, USA
| | - Conor V. Shea
- Boston University School of Medicine, Boston, MA 02118, USA
| | - Xingyi Shi
- Department of Medicine, Boston University School of Medicine; Bioinformatic Program, Boston University
| | - Rahul Sinha
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford Medicine, Stanford, CA 94305, USA
| | - Rene V. Sit
- Department of Biochemistry and Wall Center for Pulmonary Vascular Disease
| | - Kamil Slowikowski
- Broad Institute of MIT and Harvard, Cambridge, MA, USA; Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA; Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Charlestown, MA, USA
| | - Michal Slyper
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Neal P. Smith
- Massachusetts General Hospital Center for Immunology and Inflammatory Diseases
| | - Alex Sountoulidis
- Stockholm University, Department of Molecular Biosciences, The Wenner-Gren Institute
| | - Maximilian Strunz
- Comprehensive Pneumology Center (CPC) and Institute of Lung Biology and Disease (ILBD), Helmholtz Zentrum München, Member of the German Center for Lung Research (DZL), Munich, Germany
| | | | - Dawei Sun
- Gurdon Institute, University of Cambridge, Cambridge, CB2 1QN, UK
| | - Carlos Talavera-López
- Cellular Genetics Programme, Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, United Kingdom
| | - Peng Tan
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Jessica Tantivit
- Broad Institute of MIT and Harvard, Cambridge, MA, USA; Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA; Center for Immunology and Inflammatory Diseases, Massachusetts General Hospital, Charlestown, MA, USA
| | - Kyle J. Travaglini
- Department of Biochemistry and Wall Center for Pulmonary Vascular Disease
| | - Nathan R. Tucker
- Precision Cardiology Laboratory, The Broad Institute, Cambridge, MA, USA 02142; Masonic Medical Research Institute, Utica, NY, USA 13501
| | - Katherine A. Vernon
- Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, USA; Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Marc H. Wadsworth
- Institute for Medical Engineering and Science, Department of Chemistry & Koch Institute for Integrative Cancer Research, MIT; Ragon Institute of MGH, MIT and Harvard; Broad Institute of MIT and Harvard
| | - Julia Waldman
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Xiuting Wang
- Department of Genetics and Genomic Sciences, Icahn School of Medicineat Mount Sinai, New York, NY 10029, USA
| | - Ke Xu
- Boston University School of Medicine, Boston, MA 02118, USA
| | - Wenjun Yan
- Center for Brain Science, Harvard University, Cambridge, MA 02138; Department of Molecular and Cellular Biology, Harvard University, Cambridge, MA 02138
| | - William Zhao
- Department of Genetics and Genomic Sciences, Icahn School of Medicineat Mount Sinai, New York, NY 10029, USA
| | - Carly G.K. Ziegler
- Harvard-MIT Health Sciences and Technology, Institute for Medical Engineering and Science, Koch Institute for Integrative Cancer Research, MIT; Broad Institute of MIT and Harvard; Ragon Institute of MGH, MIT and Harvard
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3
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Dwyer DF, Ordovas-Montanes J, Allon SJ, Buchheit KM, Vukovic M, Derakhshan T, Feng C, Lai J, Hughes TK, Nyquist SK, Giannetti MP, Berger B, Bhattacharyya N, Roditi RE, Katz HR, Nawijn MC, Berg M, van den Berge M, Laidlaw TM, Shalek AK, Barrett NA, Boyce JA. Human airway mast cells proliferate and acquire distinct inflammation-driven phenotypes during type 2 inflammation. Sci Immunol 2021; 6:eabb7221. [PMID: 33637594 PMCID: PMC8362933 DOI: 10.1126/sciimmunol.abb7221] [Citation(s) in RCA: 73] [Impact Index Per Article: 24.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2020] [Accepted: 01/28/2021] [Indexed: 12/31/2022]
Abstract
Mast cells (MCs) play a pathobiologic role in type 2 (T2) allergic inflammatory diseases of the airway, including asthma and chronic rhinosinusitis with nasal polyposis (CRSwNP). Distinct MC subsets infiltrate the airway mucosa in T2 disease, including subepithelial MCs expressing the proteases tryptase and chymase (MCTC) and epithelial MCs expressing tryptase without chymase (MCT). However, mechanisms underlying MC expansion and the transcriptional programs underlying their heterogeneity are poorly understood. Here, we use flow cytometry and single-cell RNA-sequencing (scRNA-seq) to conduct a comprehensive analysis of human MC hyperplasia in CRSwNP, a T2 cytokine-mediated inflammatory disease. We link discrete cell surface phenotypes to the distinct transcriptomes of CRSwNP MCT and MCTC, which represent polarized ends of a transcriptional gradient of nasal polyp MCs. We find a subepithelial population of CD38highCD117high MCs that is markedly expanded during T2 inflammation. These CD38highCD117high MCs exhibit an intermediate phenotype relative to the expanded MCT and MCTC subsets. CD38highCD117high MCs are distinct from circulating MC progenitors and are enriched for proliferation, which is markedly increased in CRSwNP patients with aspirin-exacerbated respiratory disease, a severe disease subset characterized by increased MC burden and elevated MC activation. We observe that MCs expressing a polyp MCT-like effector program are also found within the lung during fibrotic diseases and asthma, and further identify marked differences between MCTC in nasal polyps and skin. These results indicate that MCs display distinct inflammation-associated effector programs and suggest that in situ MC proliferation is a major component of MC hyperplasia in human T2 inflammation.
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Affiliation(s)
- Daniel F Dwyer
- Jeff and Penny Vinik Immunology Center, Division of Allergy and Clinical Immunology, Brigham and Women's Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Jose Ordovas-Montanes
- Division of Gastroenterology, Boston Children's Hospital, Boston, MA, USA
- Program in Immunology, Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Stem Cell Institute, Cambridge, MA, USA
| | - Samuel J Allon
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Institute for Medical Engineering and Science (IMES), Department of Chemistry, and Koch Institute for Integrative Cancer Research, MIT, Cambridge, MA, USA
- Ragon Institute of MGH, MIT and Harvard, Cambridge, MA, USA
| | - Kathleen M Buchheit
- Jeff and Penny Vinik Immunology Center, Division of Allergy and Clinical Immunology, Brigham and Women's Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Marko Vukovic
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Institute for Medical Engineering and Science (IMES), Department of Chemistry, and Koch Institute for Integrative Cancer Research, MIT, Cambridge, MA, USA
- Ragon Institute of MGH, MIT and Harvard, Cambridge, MA, USA
| | - Tahereh Derakhshan
- Jeff and Penny Vinik Immunology Center, Division of Allergy and Clinical Immunology, Brigham and Women's Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Chunli Feng
- Jeff and Penny Vinik Immunology Center, Division of Allergy and Clinical Immunology, Brigham and Women's Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Juying Lai
- Jeff and Penny Vinik Immunology Center, Division of Allergy and Clinical Immunology, Brigham and Women's Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Travis K Hughes
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Institute for Medical Engineering and Science (IMES), Department of Chemistry, and Koch Institute for Integrative Cancer Research, MIT, Cambridge, MA, USA
- Ragon Institute of MGH, MIT and Harvard, Cambridge, MA, USA
| | - Sarah K Nyquist
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Institute for Medical Engineering and Science (IMES), Department of Chemistry, and Koch Institute for Integrative Cancer Research, MIT, Cambridge, MA, USA
- Ragon Institute of MGH, MIT and Harvard, Cambridge, MA, USA
- Program in Computational and Systems Biology, MIT, Cambridge, MA, USA
| | - Matthew P Giannetti
- Jeff and Penny Vinik Immunology Center, Division of Allergy and Clinical Immunology, Brigham and Women's Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Bonnie Berger
- Computer Science and Artificial Intelligence Lab and Department of Mathematics, MIT, Cambridge, MA, USA
| | - Neil Bhattacharyya
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Department of Surgery, Brigham and Women's Hospital, Boston, MA, USA
| | - Rachel E Roditi
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Department of Surgery, Brigham and Women's Hospital, Boston, MA, USA
| | - Howard R Katz
- Jeff and Penny Vinik Immunology Center, Division of Allergy and Clinical Immunology, Brigham and Women's Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Martijn C Nawijn
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
- Department of Pathology and Medical Biology, Laboratory of Experimental Immunology and Respiratory Research (EXPIRE), University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Marijn Berg
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
- Department of Pathology and Medical Biology, Laboratory of Experimental Immunology and Respiratory Research (EXPIRE), University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Maarten van den Berge
- Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
- Department of Pulmonary Diseases, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Tanya M Laidlaw
- Jeff and Penny Vinik Immunology Center, Division of Allergy and Clinical Immunology, Brigham and Women's Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Alex K Shalek
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Institute for Medical Engineering and Science (IMES), Department of Chemistry, and Koch Institute for Integrative Cancer Research, MIT, Cambridge, MA, USA
- Ragon Institute of MGH, MIT and Harvard, Cambridge, MA, USA
| | - Nora A Barrett
- Jeff and Penny Vinik Immunology Center, Division of Allergy and Clinical Immunology, Brigham and Women's Hospital, Boston, MA, USA.
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Program in Immunology, Harvard Medical School, Boston, MA, USA
| | - Joshua A Boyce
- Jeff and Penny Vinik Immunology Center, Division of Allergy and Clinical Immunology, Brigham and Women's Hospital, Boston, MA, USA.
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Program in Immunology, Harvard Medical School, Boston, MA, USA
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4
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Pae J, Ersching J, Castro TBR, Schips M, Mesin L, Allon SJ, Ordovas-Montanes J, Mlynarczyk C, Melnick A, Efeyan A, Shalek AK, Meyer-Hermann M, Victora GD. Cyclin D3 drives inertial cell cycling in dark zone germinal center B cells. J Exp Med 2020; 218:211603. [PMID: 33332554 PMCID: PMC7754672 DOI: 10.1084/jem.20201699] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2020] [Revised: 11/16/2020] [Accepted: 11/30/2020] [Indexed: 12/23/2022] Open
Abstract
During affinity maturation, germinal center (GC) B cells alternate between proliferation and somatic hypermutation in the dark zone (DZ) and affinity-dependent selection in the light zone (LZ). This anatomical segregation imposes that the vigorous proliferation that allows clonal expansion of positively selected GC B cells takes place ostensibly in the absence of the signals that triggered selection in the LZ, as if by “inertia.” We find that such inertial cycles specifically require the cell cycle regulator cyclin D3. Cyclin D3 dose-dependently controls the extent to which B cells proliferate in the DZ and is essential for effective clonal expansion of GC B cells in response to strong T follicular helper (Tfh) cell help. Introduction into the Ccnd3 gene of a Burkitt lymphoma–associated gain-of-function mutation (T283A) leads to larger GCs with increased DZ proliferation and, in older mice, clonal B cell lymphoproliferation, suggesting that the DZ inertial cell cycle program can be coopted by B cells undergoing malignant transformation.
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Affiliation(s)
- Juhee Pae
- Laboratory of Lymphocyte Dynamics, The Rockefeller University, New York, NY
| | - Jonatan Ersching
- Laboratory of Lymphocyte Dynamics, The Rockefeller University, New York, NY
| | - Tiago B R Castro
- Laboratory of Lymphocyte Dynamics, The Rockefeller University, New York, NY
| | - Marta Schips
- Department of Systems Immunology and Braunschweig Integrated Centre of Systems Biology, Helmholtz Centre for Infection Research, Braunschweig, Germany
| | - Luka Mesin
- Laboratory of Lymphocyte Dynamics, The Rockefeller University, New York, NY
| | - Samuel J Allon
- Institute for Medical Engineering and Science, Department of Chemistry, Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA.,Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard, Cambridge, MA.,Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA
| | - Jose Ordovas-Montanes
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA.,Division of Gastroenterology, Boston Children's Hospital, Boston, MA.,Program in Immunology Harvard Medical School, Boston, MA.,Harvard Stem Cell Institute, Cambridge, MA
| | - Coraline Mlynarczyk
- Department of Medicine, Division of Hematology and Medical Oncology, Weill Cornell Medicine, New York, NY
| | - Ari Melnick
- Department of Medicine, Division of Hematology and Medical Oncology, Weill Cornell Medicine, New York, NY
| | - Alejo Efeyan
- Spanish National Cancer Research Center, Madrid, Spain
| | - Alex K Shalek
- Institute for Medical Engineering and Science, Department of Chemistry, Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA.,Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology and Harvard, Cambridge, MA.,Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA.,Program in Immunology Harvard Medical School, Boston, MA.,Harvard Stem Cell Institute, Cambridge, MA
| | - Michael Meyer-Hermann
- Department of Systems Immunology and Braunschweig Integrated Centre of Systems Biology, Helmholtz Centre for Infection Research, Braunschweig, Germany.,Institute for Biochemistry, Biotechnology and Bioinformatics, Technische Universität Braunschweig, Braunschweig, Germany.,Cluster of Excellence RESIST (EXC 2155), Hannover Medical School, Hannover, Germany
| | - Gabriel D Victora
- Laboratory of Lymphocyte Dynamics, The Rockefeller University, New York, NY
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5
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Ziegler CGK, Allon SJ, Nyquist SK, Mbano IM, Miao VN, Tzouanas CN, Cao Y, Yousif AS, Bals J, Hauser BM, Feldman J, Muus C, Wadsworth MH, Kazer SW, Hughes TK, Doran B, Gatter GJ, Vukovic M, Taliaferro F, Mead BE, Guo Z, Wang JP, Gras D, Plaisant M, Ansari M, Angelidis I, Adler H, Sucre JMS, Taylor CJ, Lin B, Waghray A, Mitsialis V, Dwyer DF, Buchheit KM, Boyce JA, Barrett NA, Laidlaw TM, Carroll SL, Colonna L, Tkachev V, Peterson CW, Yu A, Zheng HB, Gideon HP, Winchell CG, Lin PL, Bingle CD, Snapper SB, Kropski JA, Theis FJ, Schiller HB, Zaragosi LE, Barbry P, Leslie A, Kiem HP, Flynn JL, Fortune SM, Berger B, Finberg RW, Kean LS, Garber M, Schmidt AG, Lingwood D, Shalek AK, Ordovas-Montanes J. SARS-CoV-2 Receptor ACE2 Is an Interferon-Stimulated Gene in Human Airway Epithelial Cells and Is Detected in Specific Cell Subsets across Tissues. Cell 2020; 181:1016-1035.e19. [PMID: 32413319 PMCID: PMC7252096 DOI: 10.1016/j.cell.2020.04.035] [Citation(s) in RCA: 1673] [Impact Index Per Article: 418.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2020] [Revised: 04/03/2020] [Accepted: 04/20/2020] [Indexed: 02/06/2023]
Abstract
There is pressing urgency to understand the pathogenesis of the severe acute respiratory syndrome coronavirus clade 2 (SARS-CoV-2), which causes the disease COVID-19. SARS-CoV-2 spike (S) protein binds angiotensin-converting enzyme 2 (ACE2), and in concert with host proteases, principally transmembrane serine protease 2 (TMPRSS2), promotes cellular entry. The cell subsets targeted by SARS-CoV-2 in host tissues and the factors that regulate ACE2 expression remain unknown. Here, we leverage human, non-human primate, and mouse single-cell RNA-sequencing (scRNA-seq) datasets across health and disease to uncover putative targets of SARS-CoV-2 among tissue-resident cell subsets. We identify ACE2 and TMPRSS2 co-expressing cells within lung type II pneumocytes, ileal absorptive enterocytes, and nasal goblet secretory cells. Strikingly, we discovered that ACE2 is a human interferon-stimulated gene (ISG) in vitro using airway epithelial cells and extend our findings to in vivo viral infections. Our data suggest that SARS-CoV-2 could exploit species-specific interferon-driven upregulation of ACE2, a tissue-protective mediator during lung injury, to enhance infection.
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Affiliation(s)
- Carly G K Ziegler
- Program in Health Sciences & Technology, Harvard Medical School & Massachusetts Institute of Technology, Boston, MA 02115, USA; Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Harvard Graduate Program in Biophysics, Harvard University, Cambridge, MA 02138, USA
| | - Samuel J Allon
- Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Sarah K Nyquist
- Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Program in Computational & Systems Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Computer Science & Artificial Intelligence Lab, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Ian M Mbano
- Africa Health Research Institute, Durban, South Africa; School of Laboratory Medicine and Medical Sciences, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Vincent N Miao
- Program in Health Sciences & Technology, Harvard Medical School & Massachusetts Institute of Technology, Boston, MA 02115, USA; Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Constantine N Tzouanas
- Program in Health Sciences & Technology, Harvard Medical School & Massachusetts Institute of Technology, Boston, MA 02115, USA; Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Yuming Cao
- University of Massachusetts Medical School, Worcester, MA 01655, USA
| | - Ashraf S Yousif
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA
| | - Julia Bals
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA
| | - Blake M Hauser
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA; Department of Microbiology, Harvard Medical School, Boston, MA 02115, USA
| | - Jared Feldman
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA; Department of Microbiology, Harvard Medical School, Boston, MA 02115, USA; Program in Virology, Harvard Medical School, Boston, MA 02115, USA
| | - Christoph Muus
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; John A. Paulson School of Engineering & Applied Sciences, Harvard University, Cambridge, MA 02138, USA
| | - Marc H Wadsworth
- Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Samuel W Kazer
- Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Travis K Hughes
- Program in Health Sciences & Technology, Harvard Medical School & Massachusetts Institute of Technology, Boston, MA 02115, USA; Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Program in Immunology, Harvard Medical School, Boston, MA 02115, USA
| | - Benjamin Doran
- Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Division of Pediatric Hematology/Oncology, Boston Children's Hospital, Boston, MA 02115, USA; Division of Gastroenterology, Hepatology, and Nutrition, Boston Children's Hospital, Boston, MA 02115, USA
| | - G James Gatter
- Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Marko Vukovic
- Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Faith Taliaferro
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Division of Gastroenterology, Hepatology, and Nutrition, Boston Children's Hospital, Boston, MA 02115, USA
| | - Benjamin E Mead
- Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Zhiru Guo
- University of Massachusetts Medical School, Worcester, MA 01655, USA
| | - Jennifer P Wang
- University of Massachusetts Medical School, Worcester, MA 01655, USA
| | - Delphine Gras
- Aix-Marseille University, INSERM, INRA, C2VN, Marseille, France
| | - Magali Plaisant
- Université Côte d'Azur, CNRS, IPMC, Sophia-Antipolis, France
| | - Meshal Ansari
- Comprehensive Pneumology Center & Institute of Lung Biology and Disease, Helmholtz Zentrum München, Munich, Germany; German Center for Lung Research, Munich, Germany; Institute of Computational Biology, Helmholtz Zentrum München, Munich, Germany
| | - Ilias Angelidis
- Comprehensive Pneumology Center & Institute of Lung Biology and Disease, Helmholtz Zentrum München, Munich, Germany; German Center for Lung Research, Munich, Germany
| | - Heiko Adler
- German Center for Lung Research, Munich, Germany; Research Unit Lung Repair and Regeneration, Helmholtz Zentrum München, Munich, Germany
| | - Jennifer M S Sucre
- Division of Neonatology, Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Chase J Taylor
- Divison of Allergy, Pulmonary, and Critical Care Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Brian Lin
- Center for Regenerative Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Avinash Waghray
- Center for Regenerative Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Vanessa Mitsialis
- Division of Gastroenterology, Hepatology, and Nutrition, Boston Children's Hospital, Boston, MA 02115, USA; Division of Gastroenterology, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Daniel F Dwyer
- Division of Allergy and Clinical Immunology, Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Kathleen M Buchheit
- Division of Allergy and Clinical Immunology, Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Joshua A Boyce
- Division of Allergy and Clinical Immunology, Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Nora A Barrett
- Division of Allergy and Clinical Immunology, Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Tanya M Laidlaw
- Division of Allergy and Clinical Immunology, Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA
| | | | | | - Victor Tkachev
- Division of Pediatric Hematology/Oncology, Boston Children's Hospital, Boston, MA 02115, USA; Dana Farber Cancer Institute, Boston, MA 02115, USA; Harvard Medical School, Boston, MA 02115, USA
| | - Christopher W Peterson
- Stem Cell & Gene Therapy Program, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA; Department of Medicine, University of Washington, Seattle, WA 98195, USA
| | - Alison Yu
- Division of Pediatric Hematology/Oncology, Boston Children's Hospital, Boston, MA 02115, USA; Division of Gastroenterology and Hepatology, Seattle Children's Hospital, Seattle, WA 98145, USA
| | - Hengqi Betty Zheng
- University of Washington, Seattle, WA 98195, USA; Division of Gastroenterology and Hepatology, Seattle Children's Hospital, Seattle, WA 98145, USA
| | - Hannah P Gideon
- Department of Microbiology & Molecular Genetics, University of Pittsburgh School of Medicine, Pittsburgh, PA 15219, USA; Center for Vaccine Research, University of Pittsburgh School of Medicine, Pittsburgh, PA 15261, USA
| | - Caylin G Winchell
- Department of Microbiology & Molecular Genetics, University of Pittsburgh School of Medicine, Pittsburgh, PA 15219, USA; Center for Vaccine Research, University of Pittsburgh School of Medicine, Pittsburgh, PA 15261, USA; Division of Pulmonary, Allergy, and Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA 15213, USA
| | - Philana Ling Lin
- Center for Vaccine Research, University of Pittsburgh School of Medicine, Pittsburgh, PA 15261, USA; UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA 15224, USA; Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, PA 15224, USA
| | - Colin D Bingle
- Department of Infection, Immunity & Cardiovascular Disease, The Medical School and The Florey Institute for Host Pathogen Interactions, University of Sheffield, Sheffield, S10 2TN, UK
| | - Scott B Snapper
- Division of Gastroenterology, Hepatology, and Nutrition, Boston Children's Hospital, Boston, MA 02115, USA; Division of Gastroenterology, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Jonathan A Kropski
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232, USA; Department of Cell and Developmental Biology, Vanderbilt University Medical Center, Nashville, TN 37240, USA; Department of Veterans Affairs Medical Center, Nashville, TN 37212, USA
| | - Fabian J Theis
- Institute of Computational Biology, Helmholtz Zentrum München, Munich, Germany
| | - Herbert B Schiller
- Comprehensive Pneumology Center & Institute of Lung Biology and Disease, Helmholtz Zentrum München, Munich, Germany; German Center for Lung Research, Munich, Germany
| | | | - Pascal Barbry
- Université Côte d'Azur, CNRS, IPMC, Sophia-Antipolis, France
| | - Alasdair Leslie
- Africa Health Research Institute, Durban, South Africa; School of Laboratory Medicine and Medical Sciences, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa; Department of Infection & Immunity, University College London, London, UK
| | - Hans-Peter Kiem
- Stem Cell & Gene Therapy Program, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA; Department of Medicine, University of Washington, Seattle, WA 98195, USA
| | - JoAnne L Flynn
- Department of Microbiology & Molecular Genetics, University of Pittsburgh School of Medicine, Pittsburgh, PA 15219, USA; Center for Vaccine Research, University of Pittsburgh School of Medicine, Pittsburgh, PA 15261, USA
| | - Sarah M Fortune
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - Bonnie Berger
- Computer Science & Artificial Intelligence Lab, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Department of Mathematics, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Robert W Finberg
- University of Massachusetts Medical School, Worcester, MA 01655, USA
| | - Leslie S Kean
- Division of Pediatric Hematology/Oncology, Boston Children's Hospital, Boston, MA 02115, USA; Dana Farber Cancer Institute, Boston, MA 02115, USA; Harvard Medical School, Boston, MA 02115, USA
| | - Manuel Garber
- University of Massachusetts Medical School, Worcester, MA 01655, USA
| | - Aaron G Schmidt
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA; Department of Microbiology, Harvard Medical School, Boston, MA 02115, USA
| | - Daniel Lingwood
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA
| | - Alex K Shalek
- Program in Health Sciences & Technology, Harvard Medical School & Massachusetts Institute of Technology, Boston, MA 02115, USA; Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Harvard Graduate Program in Biophysics, Harvard University, Cambridge, MA 02138, USA; Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Program in Computational & Systems Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Program in Immunology, Harvard Medical School, Boston, MA 02115, USA; Harvard Medical School, Boston, MA 02115, USA; Harvard Stem Cell Institute, Cambridge, MA 02138, USA.
| | - Jose Ordovas-Montanes
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Program in Immunology, Harvard Medical School, Boston, MA 02115, USA; Division of Gastroenterology, Hepatology, and Nutrition, Boston Children's Hospital, Boston, MA 02115, USA; Harvard Stem Cell Institute, Cambridge, MA 02138, USA.
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6
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Tsankov AM, Wadsworth MH, Akopian V, Charlton J, Allon SJ, Arczewska A, Mead BE, Drake RS, Smith ZD, Mikkelsen TS, Shalek AK, Meissner A. Loss of DNA methyltransferase activity in primed human ES cells triggers increased cell-cell variability and transcriptional repression. Development 2019; 146:dev174722. [PMID: 31515224 PMCID: PMC6803377 DOI: 10.1242/dev.174722] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2018] [Accepted: 08/12/2019] [Indexed: 01/23/2023]
Abstract
Maintenance of pluripotency and specification towards a new cell fate are both dependent on precise interactions between extrinsic signals and transcriptional and epigenetic regulators. Directed methylation of cytosines by the de novo methyltransferases DNMT3A and DNMT3B plays an important role in facilitating proper differentiation, whereas DNMT1 is essential for maintaining global methylation levels in all cell types. Here, we generated single-cell mRNA expression data from wild-type, DNMT3A, DNMT3A/3B and DNMT1 knockout human embryonic stem cells and observed a widespread increase in cellular and transcriptional variability, even with limited changes in global methylation levels in the de novo knockouts. Furthermore, we found unexpected transcriptional repression upon either loss of the de novo methyltransferase DNMT3A or the double knockout of DNMT3A/3B that is further propagated upon differentiation to mesoderm and ectoderm. Taken together, our single-cell RNA-sequencing data provide a high-resolution view into the consequences of depleting the three catalytically active DNMTs in human pluripotent stem cells.
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Affiliation(s)
- Alexander M Tsankov
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Marc H Wadsworth
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Institute for Medical Engineering & Science (IMES), Department of Chemistry and Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Ragon Institute of MGH, MIT and Harvard, Cambridge, MA 02139, USA
| | - Veronika Akopian
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA 02138, USA
| | - Jocelyn Charlton
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA 02138, USA
- Department of Genome Regulation, Max Planck Institute for Molecular Genetics, 14195 Berlin, Germany
| | - Samuel J Allon
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Institute for Medical Engineering & Science (IMES), Department of Chemistry and Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Ragon Institute of MGH, MIT and Harvard, Cambridge, MA 02139, USA
| | - Aleksandra Arczewska
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA 02138, USA
- Department of Genome Regulation, Max Planck Institute for Molecular Genetics, 14195 Berlin, Germany
| | - Benjamin E Mead
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Institute for Medical Engineering & Science (IMES), Department of Chemistry and Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Ragon Institute of MGH, MIT and Harvard, Cambridge, MA 02139, USA
| | - Riley S Drake
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Institute for Medical Engineering & Science (IMES), Department of Chemistry and Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Ragon Institute of MGH, MIT and Harvard, Cambridge, MA 02139, USA
| | - Zachary D Smith
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA 02138, USA
| | | | - Alex K Shalek
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Institute for Medical Engineering & Science (IMES), Department of Chemistry and Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Ragon Institute of MGH, MIT and Harvard, Cambridge, MA 02139, USA
| | - Alexander Meissner
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA 02138, USA
- Department of Genome Regulation, Max Planck Institute for Molecular Genetics, 14195 Berlin, Germany
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7
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Cole BS, Tapescu I, Allon SJ, Mallory MJ, Qiu J, Lake RJ, Fan HY, Fu XD, Lynch KW. Global analysis of physical and functional RNA targets of hnRNP L reveals distinct sequence and epigenetic features of repressed and enhanced exons. RNA 2015; 21:2053-66. [PMID: 26437669 PMCID: PMC4647460 DOI: 10.1261/rna.052969.115] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/23/2015] [Accepted: 08/24/2015] [Indexed: 05/27/2023]
Abstract
HnRNP L is a ubiquitous splicing-regulatory protein that is critical for the development and function of mammalian T cells. Previous work has identified a few targets of hnRNP L-dependent alternative splicing in T cells and has described transcriptome-wide association of hnRNP L with RNA. However, a comprehensive analysis of the impact of hnRNP L on mRNA expression remains lacking. Here we use next-generation sequencing to identify transcriptome changes upon depletion of hnRNP L in a model T-cell line. We demonstrate that hnRNP L primarily regulates cassette-type alternative splicing, with minimal impact of hnRNP L depletion on transcript abundance, intron retention, or other modes of alternative splicing. Strikingly, we find that binding of hnRNP L within or flanking an exon largely correlates with exon repression by hnRNP L. In contrast, exons that are enhanced by hnRNP L generally lack proximal hnRNP L binding. Notably, these hnRNP L-enhanced exons share sequence and context features that correlate with poor nucleosome positioning, suggesting that hnRNP may enhance inclusion of a subset of exons via a cotranscriptional or epigenetic mechanism. Our data demonstrate that hnRNP L controls inclusion of a broad spectrum of alternative cassette exons in T cells and suggest both direct RNA regulation as well as indirect mechanisms sensitive to the epigenetic landscape.
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Affiliation(s)
- Brian S Cole
- Department of Biochemistry and Biophysics Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - Iulia Tapescu
- Department of Biochemistry and Biophysics Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - Samuel J Allon
- Department of Biochemistry and Biophysics Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - Michael J Mallory
- Department of Biochemistry and Biophysics Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - Jinsong Qiu
- Department of Cell and Molecular Medicine, University of California San Diego, San Diego, California 92093, USA
| | - Robert J Lake
- Department of Biochemistry and Biophysics Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA Epigenetics Program, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - Hua-Ying Fan
- Department of Biochemistry and Biophysics Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA Epigenetics Program, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - Xiang-Dong Fu
- Department of Cell and Molecular Medicine, University of California San Diego, San Diego, California 92093, USA
| | - Kristen W Lynch
- Department of Biochemistry and Biophysics Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
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