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Yoshida M, Worlock KB, Huang N, Lindeboom RGH, Butler CR, Kumasaka N, Dominguez Conde C, Mamanova L, Bolt L, Richardson L, Polanski K, Madissoon E, Barnes JL, Allen-Hyttinen J, Kilich E, Jones BC, de Wilton A, Wilbrey-Clark A, Sungnak W, Pett JP, Weller J, Prigmore E, Yung H, Mehta P, Saleh A, Saigal A, Chu V, Cohen JM, Cane C, Iordanidou A, Shibuya S, Reuschl AK, Herczeg IT, Argento AC, Wunderink RG, Smith SB, Poor TA, Gao CA, Dematte JE, Reynolds G, Haniffa M, Bowyer GS, Coates M, Clatworthy MR, Calero-Nieto FJ, Göttgens B, O'Callaghan C, Sebire NJ, Jolly C, De Coppi P, Smith CM, Misharin AV, Janes SM, Teichmann SA, Nikolić MZ, Meyer KB. Local and systemic responses to SARS-CoV-2 infection in children and adults. Nature 2022; 602:321-327. [PMID: 34937051 PMCID: PMC8828466 DOI: 10.1038/s41586-021-04345-x] [Citation(s) in RCA: 147] [Impact Index Per Article: 73.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2021] [Accepted: 12/14/2021] [Indexed: 02/03/2023]
Abstract
It is not fully understood why COVID-19 is typically milder in children1-3. Here, to examine the differences between children and adults in their response to SARS-CoV-2 infection, we analysed paediatric and adult patients with COVID-19 as well as healthy control individuals (total n = 93) using single-cell multi-omic profiling of matched nasal, tracheal, bronchial and blood samples. In the airways of healthy paediatric individuals, we observed cells that were already in an interferon-activated state, which after SARS-CoV-2 infection was further induced especially in airway immune cells. We postulate that higher paediatric innate interferon responses restrict viral replication and disease progression. The systemic response in children was characterized by increases in naive lymphocytes and a depletion of natural killer cells, whereas, in adults, cytotoxic T cells and interferon-stimulated subpopulations were significantly increased. We provide evidence that dendritic cells initiate interferon signalling in early infection, and identify epithelial cell states associated with COVID-19 and age. Our matching nasal and blood data show a strong interferon response in the airways with the induction of systemic interferon-stimulated populations, which were substantially reduced in paediatric patients. Together, we provide several mechanisms that explain the milder clinical syndrome observed in children.
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Affiliation(s)
- Masahiro Yoshida
- UCL Respiratory, Division of Medicine, University College London, London, UK
- Division of Respiratory Diseases, Department of Internal Medicine, Jikei University School of Medicine, Tokyo, Japan
| | - Kaylee B Worlock
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Ni Huang
- Wellcome Sanger Institute, Cambridge, UK
| | | | - Colin R Butler
- NIHR Great Ormond Street BRC and UCL Institute of Child Health, London, UK
- Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | | | | | | | - Liam Bolt
- Wellcome Sanger Institute, Cambridge, UK
| | | | | | - Elo Madissoon
- Wellcome Sanger Institute, Cambridge, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute, Cambridge, UK
| | - Josephine L Barnes
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | | | - Eliz Kilich
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Brendan C Jones
- NIHR Great Ormond Street BRC and UCL Institute of Child Health, London, UK
- Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | - Angus de Wilton
- University College London Hospitals NHS Foundation Trust, London, UK
| | | | | | | | | | | | - Henry Yung
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Puja Mehta
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Aarash Saleh
- Royal Free Hospital NHS Foundation Trust, London, UK
| | - Anita Saigal
- Royal Free Hospital NHS Foundation Trust, London, UK
| | - Vivian Chu
- Royal Free Hospital NHS Foundation Trust, London, UK
| | - Jonathan M Cohen
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Clare Cane
- Royal Free Hospital NHS Foundation Trust, London, UK
| | | | - Soichi Shibuya
- NIHR Great Ormond Street BRC and UCL Institute of Child Health, London, UK
| | - Ann-Kathrin Reuschl
- UCL Division of Infection and Immunity, University College London, London, UK
| | - Iván T Herczeg
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - A Christine Argento
- Division of Pulmonary and Critical Care Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Richard G Wunderink
- Division of Pulmonary and Critical Care Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Sean B Smith
- Division of Pulmonary and Critical Care Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Taylor A Poor
- Division of Pulmonary and Critical Care Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Catherine A Gao
- Division of Pulmonary and Critical Care Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Jane E Dematte
- Division of Pulmonary and Critical Care Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Gary Reynolds
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Muzlifah Haniffa
- Wellcome Sanger Institute, Cambridge, UK
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | | | - Matthew Coates
- Department of Medicine, University of Cambridge, Cambridge, UK
- Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | - Menna R Clatworthy
- Wellcome Sanger Institute, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge, UK
| | | | - Berthold Göttgens
- Wellcome, MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Christopher O'Callaghan
- NIHR Great Ormond Street BRC and UCL Institute of Child Health, London, UK
- Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | - Neil J Sebire
- NIHR Great Ormond Street BRC and UCL Institute of Child Health, London, UK
- Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | - Clare Jolly
- UCL Division of Infection and Immunity, University College London, London, UK
| | - Paolo De Coppi
- NIHR Great Ormond Street BRC and UCL Institute of Child Health, London, UK
- Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | - Claire M Smith
- NIHR Great Ormond Street BRC and UCL Institute of Child Health, London, UK
| | - Alexander V Misharin
- Division of Pulmonary and Critical Care Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Sam M Janes
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Cambridge, UK
- Department of Physics, Cavendish Laboratory, University of Cambridge, Cambridge, UK
| | - Marko Z Nikolić
- UCL Respiratory, Division of Medicine, University College London, London, UK.
- University College London Hospitals NHS Foundation Trust, London, UK.
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2
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Stephenson E, Reynolds G, Botting RA, Calero-Nieto FJ, Morgan MD, Tuong ZK, Bach K, Sungnak W, Worlock KB, Yoshida M, Kumasaka N, Kania K, Engelbert J, Olabi B, Spegarova JS, Wilson NK, Mende N, Jardine L, Gardner LCS, Goh I, Horsfall D, McGrath J, Webb S, Mather MW, Lindeboom RGH, Dann E, Huang N, Polanski K, Prigmore E, Gothe F, Scott J, Payne RP, Baker KF, Hanrath AT, Schim van der Loeff ICD, Barr AS, Sanchez-Gonzalez A, Bergamaschi L, Mescia F, Barnes JL, Kilich E, de Wilton A, Saigal A, Saleh A, Janes SM, Smith CM, Gopee N, Wilson C, Coupland P, Coxhead JM, Kiselev VY, van Dongen S, Bacardit J, King HW, Rostron AJ, Simpson AJ, Hambleton S, Laurenti E, Lyons PA, Meyer KB, Nikolić MZ, Duncan CJA, Smith KGC, Teichmann SA, Clatworthy MR, Marioni JC, Göttgens B, Haniffa M. Single-cell multi-omics analysis of the immune response in COVID-19. Nat Med 2021; 27:904-916. [PMID: 33879890 PMCID: PMC8121667 DOI: 10.1038/s41591-021-01329-2] [Citation(s) in RCA: 321] [Impact Index Per Article: 107.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2021] [Accepted: 03/23/2021] [Indexed: 02/07/2023]
Abstract
Analysis of human blood immune cells provides insights into the coordinated response to viral infections such as severe acute respiratory syndrome coronavirus 2, which causes coronavirus disease 2019 (COVID-19). We performed single-cell transcriptome, surface proteome and T and B lymphocyte antigen receptor analyses of over 780,000 peripheral blood mononuclear cells from a cross-sectional cohort of 130 patients with varying severities of COVID-19. We identified expansion of nonclassical monocytes expressing complement transcripts (CD16+C1QA/B/C+) that sequester platelets and were predicted to replenish the alveolar macrophage pool in COVID-19. Early, uncommitted CD34+ hematopoietic stem/progenitor cells were primed toward megakaryopoiesis, accompanied by expanded megakaryocyte-committed progenitors and increased platelet activation. Clonally expanded CD8+ T cells and an increased ratio of CD8+ effector T cells to effector memory T cells characterized severe disease, while circulating follicular helper T cells accompanied mild disease. We observed a relative loss of IgA2 in symptomatic disease despite an overall expansion of plasmablasts and plasma cells. Our study highlights the coordinated immune response that contributes to COVID-19 pathogenesis and reveals discrete cellular components that can be targeted for therapy.
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Affiliation(s)
- Emily Stephenson
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Gary Reynolds
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Rachel A Botting
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | | | - Michael D Morgan
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge, UK
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Zewen Kelvin Tuong
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge, UK
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Karsten Bach
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge, UK
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Waradon Sungnak
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Kaylee B Worlock
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Masahiro Yoshida
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | | | - Katarzyna Kania
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Justin Engelbert
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Bayanne Olabi
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | | | - Nicola K Wilson
- Wellcome - MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Nicole Mende
- Wellcome - MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Laura Jardine
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Louis C S Gardner
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Issac Goh
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Dave Horsfall
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Jim McGrath
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Simone Webb
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Michael W Mather
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
| | | | - Emma Dann
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Ni Huang
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | | | - Elena Prigmore
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Florian Gothe
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
- Department of Pediatrics, Dr. von Hauner Children's Hospital, University Hospital, Ludwig-Maximilians-Universität Munich, Munich, Germany
| | - Jonathan Scott
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Rebecca P Payne
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Kenneth F Baker
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
- NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Aidan T Hanrath
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
- Department of Infection and Tropical Medicine, Newcastle upon Tyne Hospitals NHS Foundation, Newcastle upon Tyne, UK
| | | | - Andrew S Barr
- Department of Infection and Tropical Medicine, Newcastle upon Tyne Hospitals NHS Foundation, Newcastle upon Tyne, UK
| | - Amada Sanchez-Gonzalez
- Department of Infection and Tropical Medicine, Newcastle upon Tyne Hospitals NHS Foundation, Newcastle upon Tyne, UK
| | - Laura Bergamaschi
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, Cambridge Biomedical Campus, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
| | - Federica Mescia
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, Cambridge Biomedical Campus, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
| | - Josephine L Barnes
- UCL Respiratory, Division of Medicine, University College London, London, UK
| | - Eliz Kilich
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Angus de Wilton
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Anita Saigal
- Royal Free Hospital NHS Foundation Trust, London, UK
| | - Aarash Saleh
- Royal Free Hospital NHS Foundation Trust, London, UK
| | - Sam M Janes
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Claire M Smith
- UCL Great Ormond Street Institute of Child Health, London, UK
| | - Nusayhah Gopee
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
- Department of Dermatology, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Caroline Wilson
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
- The Innovation Lab Integrated COVID Hub North East, Newcastle Upon Tyne, UK
| | - Paul Coupland
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | | | | | - Stijn van Dongen
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Jaume Bacardit
- School of Computing, Newcastle University, Newcastle Upon Tyne, UK
| | - Hamish W King
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Centre for Immunobiology, Blizard Institute, Queen Mary University of London, London, UK
| | - Anthony J Rostron
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
- Integrated Critical Care Unit, Sunderland Royal Hospital, South Tyneside and Sunderland NHS Foundation Trust, Sunderland, UK
| | - A John Simpson
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Sophie Hambleton
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
| | - Elisa Laurenti
- Wellcome - MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Paul A Lyons
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, Cambridge Biomedical Campus, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
| | - Kerstin B Meyer
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Marko Z Nikolić
- UCL Respiratory, Division of Medicine, University College London, London, UK
- University College London Hospitals NHS Foundation Trust, London, UK
| | - Christopher J A Duncan
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, UK
- Department of Infection and Tropical Medicine, Newcastle upon Tyne Hospitals NHS Foundation, Newcastle upon Tyne, UK
| | - Kenneth G C Smith
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, Cambridge Biomedical Campus, Cambridge, UK
- Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
- Theory of Condensed Matter Group, Cavendish Laboratory/Department of Physics, University of Cambridge, Cambridge, UK.
| | - Menna R Clatworthy
- Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge, UK.
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
- Department of Medicine, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK.
- Cambridge Institute for Therapeutic Immunology and Infectious Disease, Cambridge Biomedical Campus, Cambridge, UK.
- NIHR Cambridge Biomedical Research Centre, Cambridge, UK.
| | - John C Marioni
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Cambridge, UK.
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK.
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
| | - Berthold Göttgens
- Wellcome - MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK.
| | - Muzlifah Haniffa
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK.
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK.
- NIHR Newcastle Biomedical Research Centre, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK.
- Department of Dermatology, Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK.
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3
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Sungnak W, Wagner A, Kowalczyk MS, Bod L, Kye YC, Sage PT, Sharpe AH, Sobel RA, Quintana FJ, Rozenblatt-Rosen O, Regev A, Wang C, Yosef N, Kuchroo VK. T Follicular Regulatory Cell-Derived Fibrinogen-like Protein 2 Regulates Production of Autoantibodies and Induction of Systemic Autoimmunity. J Immunol 2020; 205:3247-3262. [PMID: 33168576 DOI: 10.4049/jimmunol.2000748] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/14/2020] [Accepted: 10/15/2020] [Indexed: 11/19/2022]
Abstract
T follicular regulatory (TFR) cells limit Ab responses, but the underlying mechanisms remain largely unknown. In this study, we identify Fgl2 as a soluble TFR cell effector molecule through single-cell gene expression profiling. Highly expressed by TFR cells, Fgl2 directly binds to B cells, especially light-zone germinal center B cells, as well as to T follicular helper (TFH) cells, and directly regulates B cells and TFH in a context-dependent and type 2 Ab isotype-specific manner. In TFH cells, Fgl2 induces the expression of Prdm1 and a panel of checkpoint molecules, including PD1, TIM3, LAG3, and TIGIT, resulting in TFH cell dysfunction. Mice deficient in Fgl2 had dysregulated Ab responses at steady-state and upon immunization. In addition, loss of Fgl2 results in expansion of autoreactive B cells upon immunization. Consistent with this observation, aged Fgl2-/- mice spontaneously developed autoimmunity associated with elevated autoantibodies. Thus, Fgl2 is a TFR cell effector molecule that regulates humoral immunity and limits systemic autoimmunity.
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Affiliation(s)
- Waradon Sungnak
- Evergrande Center for Immunologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115
| | - Allon Wagner
- Department of Electrical Engineering and Computer Science, Center for Computational Biology, University of California, Berkeley, CA 94720
| | - Monika S Kowalczyk
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142
| | - Lloyd Bod
- Evergrande Center for Immunologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115
| | - Yoon-Chul Kye
- Evergrande Center for Immunologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115
| | - Peter T Sage
- Evergrande Center for Immunologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115.,Department of Microbiology and Immunobiology, Harvard Medical School, Boston, MA 02115
| | - Arlene H Sharpe
- Evergrande Center for Immunologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115.,Department of Microbiology and Immunobiology, Harvard Medical School, Boston, MA 02115
| | - Raymond A Sobel
- Department of Pathology, Stanford University, Stanford, CA 94305; and
| | - Francisco J Quintana
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, MA 02115
| | | | - Aviv Regev
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142
| | - Chao Wang
- Evergrande Center for Immunologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115
| | - Nir Yosef
- Department of Electrical Engineering and Computer Science, Center for Computational Biology, University of California, Berkeley, CA 94720
| | - Vijay K Kuchroo
- Evergrande Center for Immunologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115; .,Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142.,Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, MA 02115
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4
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Sungnak W, Huang N, Bécavin C, Berg M, Queen R, Litvinukova M, Talavera-Lopez C, Maatz H, Reichart D, Sampaziotis F, Worlock KB, Yoshida M, Barnes JL. SARS-CoV-2 entry factors are highly expressed in nasal epithelial cells together with innate immune genes. Nat Med 2020; 26:681-687. [PMID: 32327758 PMCID: PMC8637938 DOI: 10.1038/s41591-020-0868-6] [Citation(s) in RCA: 1837] [Impact Index Per Article: 459.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2020] [Accepted: 03/31/2020] [Indexed: 02/06/2023]
Abstract
We investigated SARS-CoV-2 potential tropism by surveying expression of viral entry-associated genes in single-cell RNA-sequencing data from multiple tissues from healthy human donors. We co-detected these transcripts in specific respiratory, corneal and intestinal epithelial cells, potentially explaining the high efficiency of SARS-CoV-2 transmission. These genes are co-expressed in nasal epithelial cells with genes involved in innate immunity, highlighting the cells' potential role in initial viral infection, spread and clearance. The study offers a useful resource for further lines of inquiry with valuable clinical samples from COVID-19 patients and we provide our data in a comprehensive, open and user-friendly fashion at www.covid19cellatlas.org.
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Affiliation(s)
| | - Ni Huang
- Wellcome Sanger Institute, Cambridge, UK
| | | | - Marijn Berg
- Department of Pathology and Medical Biology, University Medical Centre Groningen, University of Groningen, Groningen, Netherlands
- Groningen Research Institute for Asthma and COPD, University Medical Centre Groningen, University of Groningen, Groningen, Netherlands
| | - Rachel Queen
- Bioinformatics Core Facility, Newcastle University Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle-upon-Tyne, UK
| | - Monika Litvinukova
- Wellcome Sanger Institute, Cambridge, UK
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | | | - Henrike Maatz
- Cardiovascular and Metabolic Sciences, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
| | - Daniel Reichart
- Department of Genetics, Harvard Medical School, Boston, MA 02115, United States
| | - Fotios Sampaziotis
- Wellcome and MRC Cambridge Stem Cell Institute, University of Cambridge, Jeffrey Cheah Biomedical Centre Biomedical Campus, Puddicombe Way, Cambridge CB2 0AW, UK
- Department of Medicine, Addenbrookes Hospital, Box 157, Hills Road, Cambridge CB2 0QQ, UK
- Cambridge Liver Unit, Cambridge University Hospitals, Cambridge Biomedical Campus, Hills Road, Cambridge CB2 0QQ, UK
| | - Kaylee B. Worlock
- UCL Respiratory, Division of Medicine, University College London, WC1E 6JF, London, UK
| | - Masahiro Yoshida
- UCL Respiratory, Division of Medicine, University College London, WC1E 6JF, London, UK
| | - Josephine L. Barnes
- UCL Respiratory, Division of Medicine, University College London, WC1E 6JF, London, UK
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5
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Sungnak W, Huang N, Bécavin C, Berg M, Queen R, Litvinukova M, Talavera-López C, Maatz H, Reichart D, Sampaziotis F, Worlock KB, Yoshida M, Barnes JL. SARS-CoV-2 entry factors are highly expressed in nasal epithelial cells together with innate immune genes. Nat Med 2020. [DOI: 78495111110.1038/s41591-020-0868-6' target='_blank'>'"<>78495111110.1038/s41591-020-0868-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [78495111110.1038/s41591-020-0868-6','', 'Waradon Sungnak')">Reference Citation Analysis] [78495111110.1038/s41591-020-0868-6', 5)">What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
78495111110.1038/s41591-020-0868-6" />
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6
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Sungnak W, Huang N, Bécavin C, Berg M. SARS-CoV-2 Entry Genes Are Most Highly Expressed in Nasal Goblet and Ciliated Cells within Human Airways. ArXiv 2020:arXiv:2003.06122v1. [PMID: 32550242 PMCID: PMC7280877] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 10/31/2022]
Abstract
The SARS-CoV-2 coronavirus, the etiologic agent responsible for COVID-19 coronavirus disease, is a global threat. To better understand viral tropism, we assessed the RNA expression of the coronavirus receptor, ACE2, as well as the viral S protein priming protease TMPRSS2 thought to govern viral entry in single-cell RNA-sequencing (scRNA-seq) datasets from healthy individuals generated by the Human Cell Atlas consortium. We found that ACE2, as well as the protease TMPRSS2, are differentially expressed in respiratory and gut epithelial cells. In-depth analysis of epithelial cells in the respiratory tree reveals that nasal epithelial cells, specifically goblet/secretory cells and ciliated cells, display the highest ACE2 expression of all the epithelial cells analyzed. The skewed expression of viral receptors/entry-associated proteins towards the upper airway may be correlated with enhanced transmissivity. Finally, we showed that many of the top genes associated with ACE2 airway epithelial expression are innate immune-associated, antiviral genes, highly enriched in the nasal epithelial cells. This association with immune pathways might have clinical implications for the course of infection and viral pathology, and highlights the specific significance of nasal epithelia in viral infection. Our findings underscore the importance of the availability of the Human Cell Atlas as a reference dataset. In this instance, analysis of the compendium of data points to a particularly relevant role for nasal goblet and ciliated cells as early viral targets and potential reservoirs of SARS-CoV-2 infection. This, in turn, serves as a biological framework for dissecting viral transmission and developing clinical strategies for prevention and therapy.
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Affiliation(s)
- Waradon Sungnak
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge, CB10 1SA, UK
| | - Ni Huang
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton,
Cambridge, CB10 1SA, UK
| | | | - Marijn Berg
- Department of Pathology and Medical Biology, University
Medical Centre Groningen, University of Groningen, 9713 AV Groningen,
Netherlands
- Groningen Research Institute for Asthma and COPD,
University Medical Centre Groningen, University of Groningen, 9713 AV Groningen,
Netherlands
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7
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Abstract
CD4 T cells are major immune cell types that mediate effector responses appropriate for diverse incoming threats. These cells have been categorized into different subsets based on how they are induced, expression of specific master transcription factors, and the resulting effector cell phenotypes as defined by expression of signature cytokines. However, recent studies assessing the expression of gene modules in single CD4 T cells, rather than expression of one or a few signature genes, have provided a more complex picture in which the canonical model does not fit as cleanly as proposed. Here, we review the concepts of lineage commitment, plasticity and functional heterogeneity in the context of this greater complexity. We then apply our current understanding of CD4 T cell subsets to discuss outstanding questions regarding follicular helper T cells and follicular regulatory T cells with respect to their shared features with other known CD4 T cell subsets.
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Affiliation(s)
- Waradon Sungnak
- Evergrande Center for Immunologic Diseases, Harvard Medical School and Brigham and Women's Hospital, Boston, MA, United States
| | - Chao Wang
- Evergrande Center for Immunologic Diseases, Harvard Medical School and Brigham and Women's Hospital, Boston, MA, United States
| | - Vijay K Kuchroo
- Evergrande Center for Immunologic Diseases, Harvard Medical School and Brigham and Women's Hospital, Boston, MA, United States; Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Boston, MA, United States.
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Koblansky AA, Jankovic D, Oh H, Hieny S, Sungnak W, Mathur R, Hayden MS, Akira S, Sher A, Ghosh S. Recognition of profilin by Toll-like receptor 12 is critical for host resistance to Toxoplasma gondii. Immunity 2012; 38:119-30. [PMID: 23246311 DOI: 10.1016/j.immuni.2012.09.016] [Citation(s) in RCA: 226] [Impact Index Per Article: 18.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2012] [Accepted: 09/21/2012] [Indexed: 01/30/2023]
Abstract
Toll-like receptor 11 (TLR11) recognizes T. gondii profilin (TgPRF) and is required for interleukin-12 production and induction of immune responses that limit cyst burden in Toxoplasma gondii-infected mice. However, TLR11 only modestly affects survival of T. gondii-challenged mice. We report that TLR12, a previously uncharacterized TLR, also recognized TgPRF. TLR12 was sufficient for recognition of TgPRF by plasmacytoid dendritic cells (pDCs), whereas TLR11 and TLR12 were both required in macrophages and conventional DCs. In contrast to TLR11, TLR12-deficient mice succumb rapidly to T. gondii infection. TLR12-dependent induction of IL-12 and IFN-α in pDCs led to production of IFN-γ by NK cells. Consistent with this observation, the partial resistance of Tlr11(-/-) mice is lost upon pDC or NK cell depletion. Thus, TLR12 is critical for the innate immune response to T. gondii, and this TLR may promote host resistance by triggering pDC and NK cell function.
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Affiliation(s)
- A Alicia Koblansky
- Department of Microbiology & Immunology, College of Physicians & Surgeons, Columbia University, New York, NY 10032, USA
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