1
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Wang Y, Flowers CR, Wang M, Huang X, Li Z. CASi: A framework for cross-timepoint analysis of single-cell RNA sequencing data. Sci Rep 2024; 14:10633. [PMID: 38724550 PMCID: PMC11082156 DOI: 10.1038/s41598-024-58566-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2023] [Accepted: 04/01/2024] [Indexed: 05/12/2024] Open
Abstract
Single-cell RNA sequencing (scRNA-seq) technology has been widely used to study the differences in gene expression at the single cell level, providing insights into the research of cell development, differentiation, and functional heterogeneity. Various pipelines and workflows of scRNA-seq analysis have been developed but few considered multi-timepoint data specifically. In this study, we develop CASi, a comprehensive framework for analyzing multiple timepoints' scRNA-seq data, which provides users with: (1) cross-timepoint cell annotation, (2) detection of potentially novel cell types emerged over time, (3) visualization of cell population evolution, and (4) identification of temporal differentially expressed genes (tDEGs). Through comprehensive simulation studies and applications to a real multi-timepoint single cell dataset, we demonstrate the robust and favorable performance of the proposal versus existing methods serving similar purposes.
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Affiliation(s)
- Yizhuo Wang
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, 77030, USA
| | - Christopher R Flowers
- Department of Lymphoma/Myeloma, The University of Texas MD Anderson Cancer Center, Houston, 77030, USA
| | - Michael Wang
- Department of Lymphoma/Myeloma, The University of Texas MD Anderson Cancer Center, Houston, 77030, USA
| | - Xuelin Huang
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, 77030, USA.
| | - Ziyi Li
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, 77030, USA.
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2
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Gong P, Zhang R, Xiao K, Shu H, Li X, Fan H, Sun X. DNA G-Quadruplex in NRP1 Promoter Facilitates SARS-CoV-2 Infection. Int J Mol Sci 2024; 25:4422. [PMID: 38674009 PMCID: PMC11050221 DOI: 10.3390/ijms25084422] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2024] [Revised: 04/11/2024] [Accepted: 04/15/2024] [Indexed: 04/28/2024] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection continues to raise concerns worldwide. Numerous host factors involved in SARS-CoV-2 infection have been identified, but the regulatory mechanisms of these host factor remain unclear. Here, we report the role of G-quadruplexes (G4s) located in the host factor promoter region in SARS-CoV-2 infection. Using bioinformatics, biochemical, and biological assays, we provide evidence for the presence of G4 structures in the promoter regions of SARS-CoV-2 host factors NRP1. Specifically, we focus on two representative G4s in the NRP1 promoter and highlight its importance in SARS-CoV-2 pathogenesis. The presence of the G4 structure greatly increases NRP1 expression, facilitating SARS-CoV-2 entry into cells. Utilizing published single-cell RNA sequencing data obtained from simulated SARS-CoV-2 infection in human bronchial epithelial cells (HBECs), we found that ciliated cells with high levels of NRP1 are prominently targeted by the virus during infection. Furthermore, our study identifies E2F1 act as a transcription factor that binds to G4s. These findings uncover a previously unknown mechanism underlying SARS-CoV-2 infection and suggest that targeting G4 structures could be a potential strategy for COVID-19 prevention and treatment.
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Affiliation(s)
- Pihai Gong
- State Key Laboratory of Digital Medical Engineering, School of Biological Science and Medical Engineering, Southeast University, Nanjing 211189, China
| | - Rongxin Zhang
- State Key Laboratory of Digital Medical Engineering, School of Biological Science and Medical Engineering, Southeast University, Nanjing 211189, China
| | - Ke Xiao
- State Key Laboratory of Digital Medical Engineering, School of Biological Science and Medical Engineering, Southeast University, Nanjing 211189, China
| | - Huiling Shu
- State Key Laboratory of Digital Medical Engineering, School of Biological Science and Medical Engineering, Southeast University, Nanjing 211189, China
| | - Xinxiu Li
- Department of Medical Genetics and Developmental Biology, School of Medicine, Southeast University, 87 Dingjiaqiao Road, Nanjing 210009, China;
| | - Hong Fan
- Department of Medical Genetics and Developmental Biology, School of Medicine, Southeast University, 87 Dingjiaqiao Road, Nanjing 210009, China;
| | - Xiao Sun
- State Key Laboratory of Digital Medical Engineering, School of Biological Science and Medical Engineering, Southeast University, Nanjing 211189, China
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3
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Haltom J, Trovao NS, Guarnieri J, Vincent P, Singh U, Tsoy S, O'Leary CA, Bram Y, Widjaja GA, Cen Z, Meller R, Baylin SB, Moss WN, Nikolau BJ, Enguita FJ, Wallace DC, Beheshti A, Schwartz R, Wurtele ES. SARS-CoV-2 Orphan Gene ORF10 Contributes to More Severe COVID-19 Disease. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.11.27.23298847. [PMID: 38076862 PMCID: PMC10705665 DOI: 10.1101/2023.11.27.23298847] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/11/2024]
Abstract
The orphan gene of SARS-CoV-2, ORF10, is the least studied gene in the virus responsible for the COVID-19 pandemic. Recent experimentation indicated ORF10 expression moderates innate immunity in vitro. However, whether ORF10 affects COVID-19 in humans remained unknown. We determine that the ORF10 sequence is identical to the Wuhan-Hu-1 ancestral haplotype in 95% of genomes across five variants of concern (VOC). Four ORF10 variants are associated with less virulent clinical outcomes in the human host: three of these affect ORF10 protein structure, one affects ORF10 RNA structural dynamics. RNA-Seq data from 2070 samples from diverse human cells and tissues reveals ORF10 accumulation is conditionally discordant from that of other SARS-CoV-2 transcripts. Expression of ORF10 in A549 and HEK293 cells perturbs immune-related gene expression networks, alters expression of the majority of mitochondrially-encoded genes of oxidative respiration, and leads to large shifts in levels of 14 newly-identified transcripts. We conclude ORF10 contributes to more severe COVID-19 clinical outcomes in the human host.
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Affiliation(s)
- Jeffrey Haltom
- Department of Genetics Development and Cell Biology, Iowa State University, Ames, IA 50011, USA
- Center for Mitochondrial and Epigenomic Medicine, Division of Human Genetics, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- COVID-19 International Research Team, Medford, MA 02155, USA
| | - Nidia S Trovao
- Division of International Epidemiology and Population Studies, Fogarty International Center, National Institutes of Health, Bethesda, Maryland, 20892, USA
- COVID-19 International Research Team, Medford, MA 02155, USA
| | - Joseph Guarnieri
- Center for Mitochondrial and Epigenomic Medicine, Division of Human Genetics, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- COVID-19 International Research Team, Medford, MA 02155, USA
| | - Pan Vincent
- Division of International Epidemiology and Population Studies, Fogarty International Center, National Institutes of Health, Bethesda, Maryland, 20892, USA
| | - Urminder Singh
- Bioinformatics and Computational Biology Program, and Genetics Program, Iowa State University, Ames, IA 50011, USA
| | - Sergey Tsoy
- Division of Gastroenterology and Hepatology, Department of Medicine, Weill Cornell Medicine, New York, NY, USA
| | - Collin A O'Leary
- Roy J. Carver Department of Biochemistry, Biophysics and Molecular Biology, Iowa State University, Ames, IA 50011, USA
| | - Yaron Bram
- Division of Gastroenterology and Hepatology, Department of Medicine, Weill Cornell Medicine, New York, NY, USA
| | - Gabrielle A Widjaja
- Center for Mitochondrial and Epigenomic Medicine, Division of Human Genetics, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Zimu Cen
- Center for Mitochondrial and Epigenomic Medicine, Division of Human Genetics, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Robert Meller
- Morehouse School of Medicine, Atlanta, GA , 30310-1495, USA
| | - Stephen B Baylin
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins, Baltimore, MD 21231
- Van Andel Research Institute, Grand Rapids, MI 49503
| | - Walter N Moss
- Bioinformatics and Computational Biology Program, and Genetics Program, Iowa State University, Ames, IA 50011, USA
- Roy J. Carver Department of Biochemistry, Biophysics and Molecular Biology, Iowa State University, Ames, IA 50011, USA
| | - Basil J Nikolau
- Bioinformatics and Computational Biology Program, and Genetics Program, Iowa State University, Ames, IA 50011, USA
- Roy J. Carver Department of Biochemistry, Biophysics and Molecular Biology, Iowa State University, Ames, IA 50011, USA
| | - Francisco J Enguita
- Instituto de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, 1649-028 Lisboa, Portugal
| | - Douglas C Wallace
- Center for Mitochondrial and Epigenomic Medicine, Division of Human Genetics, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Department of Pediatrics, Division of Human Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104 USA
| | - Afshin Beheshti
- COVID-19 International Research Team, Medford, MA 02155, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Blue Marble Space Institute of Science, Seattle, WA, 98104 USA
| | - Robert Schwartz
- Division of Gastroenterology and Hepatology, Department of Medicine, Weill Cornell Medicine, New York, NY, USA
- Department of Physiology, Biophysics and Systems Biology, Weill Cornell Medicine, New York, NY, USA
- Department of Biomedical Engineering, Cornell University, Ithaca, NY, USA
| | - Eve Syrkin Wurtele
- Bioinformatics and Computational Biology Program, and Genetics Program, Iowa State University, Ames, IA 50011, USA
- Department of Genetics Development and Cell Biology, Iowa State University, Ames, IA 50011, USA
- COVID-19 International Research Team, Medford, MA 02155, USA
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4
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Schultz B, DeLong LN, Masny A, Lentzen M, Raschka T, van Dijk D, Zaliani A, Fröhlich H. A machine learning method for the identification and characterization of novel COVID-19 drug targets. Sci Rep 2023; 13:7159. [PMID: 37137934 PMCID: PMC10156718 DOI: 10.1038/s41598-023-34287-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Accepted: 04/27/2023] [Indexed: 05/05/2023] Open
Abstract
In addition to vaccines, the World Health Organization sees novel medications as an urgent matter to fight the ongoing COVID-19 pandemic. One possible strategy is to identify target proteins, for which a perturbation by an existing compound is likely to benefit COVID-19 patients. In order to contribute to this effort, we present GuiltyTargets-COVID-19 ( https://guiltytargets-covid.eu/ ), a machine learning supported web tool to identify novel candidate drug targets. Using six bulk and three single cell RNA-Seq datasets, together with a lung tissue specific protein-protein interaction network, we demonstrate that GuiltyTargets-COVID-19 is capable of (i) prioritizing meaningful target candidates and assessing their druggability, (ii) unraveling their linkage to known disease mechanisms, (iii) mapping ligands from the ChEMBL database to the identified targets, and (iv) pointing out potential side effects in the case that the mapped ligands correspond to approved drugs. Our example analyses identified 4 potential drug targets from the datasets: AKT3 from both the bulk and single cell RNA-Seq data as well as AKT2, MLKL, and MAPK11 in the single cell experiments. Altogether, we believe that our web tool will facilitate future target identification and drug development for COVID-19, notably in a cell type and tissue specific manner.
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Affiliation(s)
- Bruce Schultz
- Department of Bioinformatics, Fraunhofer Institute for Algorithms and Scientific Computing (SCAI), 53757, Sankt, Augustin, Germany
- Fraunhofer Center for Machine Learning, Sankt, Germany
| | - Lauren Nicole DeLong
- Department of Bioinformatics, Fraunhofer Institute for Algorithms and Scientific Computing (SCAI), 53757, Sankt, Augustin, Germany
- Artificial Intelligence and its Applications Institute, University of Edinburgh School of Informatics, 10 Crichton St, Edinburgh, EH8 9AB, UK
| | - Aliaksandr Masny
- Department of Bioinformatics, Fraunhofer Institute for Algorithms and Scientific Computing (SCAI), 53757, Sankt, Augustin, Germany
- Fraunhofer Center for Machine Learning, Sankt, Germany
| | - Manuel Lentzen
- Department of Bioinformatics, Fraunhofer Institute for Algorithms and Scientific Computing (SCAI), 53757, Sankt, Augustin, Germany
- University of Bonn, Bonn-Aachen Center for IT (b-it), Friedrich Hirzebruch-Allee 6, 53115, Bonn, Germany
| | - Tamara Raschka
- Department of Bioinformatics, Fraunhofer Institute for Algorithms and Scientific Computing (SCAI), 53757, Sankt, Augustin, Germany
- University of Bonn, Bonn-Aachen Center for IT (b-it), Friedrich Hirzebruch-Allee 6, 53115, Bonn, Germany
- Fraunhofer Center for Machine Learning, Sankt, Germany
| | - David van Dijk
- Center for Biomedical Data Science, Yale School of Medicine, Yale University, 333 Cedar Street, New Haven, CT, 06510, USA
| | - Andrea Zaliani
- Fraunhofer Institute for Translational Medicine and Pharmacologie (ITMP), Drug Discovery Research ScreeningPort, VolksparkLabs, Schnackenburgallee 114, 22535, Hamburg, Germany
| | - Holger Fröhlich
- Department of Bioinformatics, Fraunhofer Institute for Algorithms and Scientific Computing (SCAI), 53757, Sankt, Augustin, Germany.
- University of Bonn, Bonn-Aachen Center for IT (b-it), Friedrich Hirzebruch-Allee 6, 53115, Bonn, Germany.
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5
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Hysenaj L, Little S, Kulhanek K, Magnen M, Bahl K, Gbenedio OM, Prinz M, Rodriguez L, Andersen C, Rao AA, Shen A, Lone JC, Lupin-Jimenez LC, Bonser LR, Serwas NK, Mick E, Khalid MM, Taha TY, Kumar R, Li JZ, Ding VW, Matsumoto S, Maishan M, Sreekumar B, Simoneau C, Nazarenko I, Tomlinson MG, Khan K, von Gottberg A, Sigal A, Looney MR, Fragiadakis GK, Jablons DM, Langelier CR, Matthay M, Krummel M, Erle DJ, Combes AJ, Sil A, Ott M, Kratz JR, Roose JP. SARS-CoV-2 infection of airway organoids reveals conserved use of Tetraspanin-8 by Ancestral, Delta, and Omicron variants. Stem Cell Reports 2023; 18:636-653. [PMID: 36827975 PMCID: PMC9948283 DOI: 10.1016/j.stemcr.2023.01.011] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2022] [Revised: 01/23/2023] [Accepted: 01/24/2023] [Indexed: 02/25/2023] Open
Abstract
Ancestral SARS coronavirus-2 (SARS-CoV-2) and variants of concern (VOC) caused a global pandemic with a spectrum of disease severity. The mechanistic explaining variations related to airway epithelium are relatively understudied. Here, we biobanked airway organoids (AO) by preserving stem cell function. We optimized viral infection with H1N1/PR8 and comprehensively characterized epithelial responses to SARS-CoV-2 infection in phenotypically stable AO from 20 different subjects. We discovered Tetraspanin-8 (TSPAN8) as a facilitator of SARS-CoV-2 infection. TSPAN8 facilitates SARS-CoV-2 infection rates independently of ACE2-Spike interaction. In head-to-head comparisons with Ancestral SARS-CoV-2, Delta and Omicron VOC displayed lower overall infection rates of AO but triggered changes in epithelial response. All variants shared highest tropism for ciliated and goblet cells. TSPAN8-blocking antibodies diminish SARS-CoV-2 infection and may spur novel avenues for COVID-19 therapy.
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Affiliation(s)
- Lisiena Hysenaj
- Department of Anatomy, University of California, San Francisco, 513 Parnassus Avenue, San Francisco, CA 94143, USA
| | - Samantha Little
- Department of Anatomy, University of California, San Francisco, 513 Parnassus Avenue, San Francisco, CA 94143, USA
| | - Kayla Kulhanek
- Department of Anatomy, University of California, San Francisco, 513 Parnassus Avenue, San Francisco, CA 94143, USA
| | - Melia Magnen
- ImmunoX Initiative, University of California, San Francisco, San Francisco, CA, USA; Department of Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Kriti Bahl
- Department of Anatomy, University of California, San Francisco, 513 Parnassus Avenue, San Francisco, CA 94143, USA
| | - Oghenekevwe M Gbenedio
- Department of Anatomy, University of California, San Francisco, 513 Parnassus Avenue, San Francisco, CA 94143, USA
| | - Morgan Prinz
- Department of Anatomy, University of California, San Francisco, 513 Parnassus Avenue, San Francisco, CA 94143, USA
| | - Lauren Rodriguez
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA 94143, USA; UCSF CoLabs, University of California, San Francisco, San Francisco, CA 94143, USA; ImmunoX Initiative, University of California, San Francisco, San Francisco, CA, USA
| | - Christopher Andersen
- UCSF CoLabs, University of California, San Francisco, San Francisco, CA 94143, USA; ImmunoX Initiative, University of California, San Francisco, San Francisco, CA, USA
| | - Arjun Arkal Rao
- UCSF CoLabs, University of California, San Francisco, San Francisco, CA 94143, USA; ImmunoX Initiative, University of California, San Francisco, San Francisco, CA, USA; Department of Pathology, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Alan Shen
- UCSF CoLabs, University of California, San Francisco, San Francisco, CA 94143, USA
| | | | - Leonard C Lupin-Jimenez
- UCSF CoLabs, University of California, San Francisco, San Francisco, CA 94143, USA; ImmunoX Initiative, University of California, San Francisco, San Francisco, CA, USA
| | - Luke R Bonser
- Lung Biology Center, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Nina K Serwas
- Department of Pathology, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Eran Mick
- Division of Infectious Diseases, University of California, San Francisco, San Francisco, CA, USA; Division of Pulmonary and Critical Care, San Francisco, San Francisco, CA, USA; Chan Zuckerberg Biohub, San Francisco, CA 94158, USA
| | - Mir M Khalid
- Gladstone Institute of Virology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Taha Y Taha
- Gladstone Institute of Virology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Renuka Kumar
- Gladstone Institute of Virology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Jack Z Li
- Department of Surgery, Division of Cardiothoracic Surgery, University of California, San Francisco, San Francisco, CA, USA
| | - Vivianne W Ding
- Department of Surgery, Division of Cardiothoracic Surgery, University of California, San Francisco, San Francisco, CA, USA
| | - Shotaro Matsumoto
- Cardiovascular Research Institute, Departments of Medicine and Anesthesia, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Mazharul Maishan
- Cardiovascular Research Institute, Departments of Medicine and Anesthesia, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Bharath Sreekumar
- Gladstone Institute of Virology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Camille Simoneau
- Gladstone Institute of Virology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Irina Nazarenko
- Institute for Infection Prevention and Hospital Epidemiology, University of Freiburg, Freiburg, Germany; Faculty of Medicine, University of Freiburg, 79106 Freiburg, Germany; German Cancer Consortium, Partner Site Freiburg and German Cancer Research Center, Heidelberg, Germany
| | - Michael G Tomlinson
- School of Biosciences, University of Birmingham, Birmingham, UK; Centre of Membrane Proteins and Receptors, Universities of Birmingham and Nottingham, Midlands, UK
| | - Khajida Khan
- Africa Health Research Institute, Durban, South Africa; School of Laboratory Medicine and Medical Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Anne von Gottberg
- National Institute for Communicable Diseases of the National Health Laboratory Service, Johannesburg, South Africa; SAMRC Antibody Immunity Research Unit, University of the Witwatersrand, Johannesburg, South Africa
| | - Alex Sigal
- Africa Health Research Institute, Durban, South Africa; School of Laboratory Medicine and Medical Sciences, University of KwaZulu-Natal, Durban, South Africa; Max Planck Institute for Infection Biology, Berlin, Germany; Centre for the AIDS Program of Research, Durban, South Africa
| | - Mark R Looney
- ImmunoX Initiative, University of California, San Francisco, San Francisco, CA, USA; Department of Medicine, University of California, San Francisco, San Francisco, CA 94143, USA; Division of Pulmonary and Critical Care, San Francisco, San Francisco, CA, USA
| | - Gabriela K Fragiadakis
- UCSF CoLabs, University of California, San Francisco, San Francisco, CA 94143, USA; ImmunoX Initiative, University of California, San Francisco, San Francisco, CA, USA; Department of Medicine, Division of Rheumatology, University of California, San Francisco, San Francisco, CA 94143, USA
| | - David M Jablons
- Division of Pulmonary and Critical Care, San Francisco, San Francisco, CA, USA; Department of Surgery, Division of Cardiothoracic Surgery, University of California, San Francisco, San Francisco, CA, USA; Cardiovascular Research Institute, Departments of Medicine and Anesthesia, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Charles R Langelier
- Division of Infectious Diseases, University of California, San Francisco, San Francisco, CA, USA; Division of Pulmonary and Critical Care, San Francisco, San Francisco, CA, USA; Gladstone Institute of Virology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA; Chan Zuckerberg Biohub, San Francisco, CA 94158, USA
| | - Michael Matthay
- Division of Pulmonary and Critical Care, San Francisco, San Francisco, CA, USA; Cardiovascular Research Institute, Departments of Medicine and Anesthesia, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Matthew Krummel
- Department of Anatomy, University of California, San Francisco, 513 Parnassus Avenue, San Francisco, CA 94143, USA; Department of Pathology, University of California, San Francisco, San Francisco, CA 94143, USA
| | - David J Erle
- UCSF CoLabs, University of California, San Francisco, San Francisco, CA 94143, USA; ImmunoX Initiative, University of California, San Francisco, San Francisco, CA, USA; Lung Biology Center, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA; Division of Pulmonary and Critical Care, San Francisco, San Francisco, CA, USA
| | - Alexis J Combes
- UCSF CoLabs, University of California, San Francisco, San Francisco, CA 94143, USA; ImmunoX Initiative, University of California, San Francisco, San Francisco, CA, USA; Department of Pathology, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Anita Sil
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Melanie Ott
- Gladstone Institute of Virology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA; Department of Medicine, Division of Rheumatology, University of California, San Francisco, San Francisco, CA 94143, USA; Quantitative Biosciences Institute COVID-19 Research Group, University of California, San Francisco, San Francisco, CA, USA
| | - Johannes R Kratz
- ImmunoX Initiative, University of California, San Francisco, San Francisco, CA, USA; Department of Surgery, Division of Cardiothoracic Surgery, University of California, San Francisco, San Francisco, CA, USA
| | - Jeroen P Roose
- Department of Anatomy, University of California, San Francisco, 513 Parnassus Avenue, San Francisco, CA 94143, USA.
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6
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Cohen P, DeGrace EJ, Danziger O, Patel RS, Barrall EA, Bobrowski T, Kehrer T, Cupic A, Miorin L, García-Sastre A, Rosenberg BR. Unambiguous detection of SARS-CoV-2 subgenomic mRNAs with single cell RNA sequencing. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2021.11.22.469642. [PMID: 34845443 PMCID: PMC8629185 DOI: 10.1101/2021.11.22.469642] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Single cell RNA sequencing (scRNA-Seq) studies have provided critical insight into the pathogenesis of Severe Acute Respiratory Syndrome CoronaVirus 2 (SARS-CoV-2), the causative agent of COronaVIrus Disease 2019 (COVID-19). scRNA-Seq workflows are generally designed for the detection and quantification of eukaryotic host mRNAs and not viral RNAs. Here, we compare different scRNA-Seq methods for their ability to quantify and detect SARS-CoV-2 RNAs with a focus on subgenomic mRNAs (sgmRNAs). We present a data processing strategy, single cell CoronaVirus sequencing (scCoVseq), which quantifies reads unambiguously assigned to sgmRNAs or genomic RNA (gRNA). Compared to standard 10X Genomics Chromium Next GEM Single Cell 3' (10X 3') and Chromium Next GEM Single Cell V(D)J (10X 5') sequencing, we find that 10X 5' with an extended read 1 (R1) sequencing strategy maximizes the detection of sgmRNAs by increasing the number of unambiguous reads spanning leader-sgmRNA junction sites. Using this method, we show that viral gene expression is highly correlated across cells suggesting a relatively consistent proportion of viral sgmRNA production throughout infection. Our method allows for quantification of coronavirus sgmRNA expression at single-cell resolution, and thereby supports high resolution studies of the dynamics of coronavirus RNA synthesis.
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Affiliation(s)
- Phillip Cohen
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10035
| | - Emma J DeGrace
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10035
| | - Oded Danziger
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10035
| | - Roosheel S Patel
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10035
| | - Erika A Barrall
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10035
| | - Tesia Bobrowski
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10035
| | - Thomas Kehrer
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10035
| | - Anastasija Cupic
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10035
| | - Lisa Miorin
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10035
| | - Adolfo García-Sastre
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10035
| | - Brad R Rosenberg
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10035
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7
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Barnes HW, Demirdjian S, Haddock NL, Kaber G, Martinez HA, Nagy N, Karmouty-Quintana H, Bollyky PL. Hyaluronan in the pathogenesis of acute and post-acute COVID-19 infection. Matrix Biol 2023; 116:49-66. [PMID: 36750167 PMCID: PMC9899355 DOI: 10.1016/j.matbio.2023.02.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2022] [Revised: 01/20/2023] [Accepted: 02/02/2023] [Indexed: 02/07/2023]
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) recently emerged as the cause of a global pandemic. Infection with SARS-CoV-2 can result in COVID-19 with both acute and chronic disease manifestations that continue to impact many patients long after the resolution of viral replication. There is therefore great interest in understanding the host factors that contribute to COVID-19 pathogenesis. In this review, we address the role of hyaluronan (HA), an extracellular matrix polymer with roles in inflammation and cellular metabolism, in COVID-19 and critically evaluate the hypothesis that HA promotes COVID-19 pathogenesis. We first provide a brief overview of COVID-19 infection. Then we briefly summarize the known roles of HA in airway inflammation and immunity. We then address what is known about HA and the pathogenesis of COVID-19 acute respiratory distress syndrome (COVID-19 ARDS). Next, we examine potential roles for HA in post-acute SARS-CoV-2 infection (PASC), also known as "long COVID" as well as in COVID-associated fibrosis. Finally, we discuss the potential therapeutics that target HA as a means to treat COVID-19, including the repurposed drug hymecromone (4-methylumbelliferone). We conclude that HA is a promising potential therapeutic target for the treatment of COVID-19.
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Affiliation(s)
- Henry W Barnes
- Division of Infectious Diseases and Geographic Medicine, Department of Medicine, Stanford University School of Medicine, Beckman Center, 279 Campus Drive, Stanford, CA 94305, USA
| | - Sally Demirdjian
- Division of Infectious Diseases and Geographic Medicine, Department of Medicine, Stanford University School of Medicine, Beckman Center, 279 Campus Drive, Stanford, CA 94305, USA
| | - Naomi L Haddock
- Division of Infectious Diseases and Geographic Medicine, Department of Medicine, Stanford University School of Medicine, Beckman Center, 279 Campus Drive, Stanford, CA 94305, USA
| | - Gernot Kaber
- Division of Infectious Diseases and Geographic Medicine, Department of Medicine, Stanford University School of Medicine, Beckman Center, 279 Campus Drive, Stanford, CA 94305, USA
| | - Hunter A Martinez
- Division of Infectious Diseases and Geographic Medicine, Department of Medicine, Stanford University School of Medicine, Beckman Center, 279 Campus Drive, Stanford, CA 94305, USA
| | - Nadine Nagy
- Division of Infectious Diseases and Geographic Medicine, Department of Medicine, Stanford University School of Medicine, Beckman Center, 279 Campus Drive, Stanford, CA 94305, USA
| | - Harry Karmouty-Quintana
- Department of Biochemistry and Molecular Biology, McGovern Medical School, The University of Texas Health Science Center at Houston (UTHealth Houston), Houston, Texas, USA
| | - Paul L Bollyky
- Division of Infectious Diseases and Geographic Medicine, Department of Medicine, Stanford University School of Medicine, Beckman Center, 279 Campus Drive, Stanford, CA 94305, USA.
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8
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Papageorgiou L, Papakonstantinou E, Diakou I, Pierouli K, Dragoumani K, Bacopoulou F, Chrousos GP, Eliopoulos E, Vlachakis D. Semantic and Population Analysis of the Genetic Targets Related to COVID-19 and Its Association with Genes and Diseases. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2023; 1423:59-78. [PMID: 37525033 DOI: 10.1007/978-3-031-31978-5_6] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/02/2023]
Abstract
SARS-CoV-2 is a coronavirus responsible for one of the most serious, modern worldwide pandemics, with lasting and multifaceted effects. By late 2021, SARS-CoV-2 has infected more than 180 million people and has killed more than 3 million. The virus gains entrance to human cells through binding to ACE2 via its surface spike protein and causes a complex disease of the respiratory system, termed COVID-19. Vaccination efforts are being made to hinder the viral spread, and therapeutics are currently under development. Toward this goal, scientific attention is shifting toward variants and SNPs that affect factors of the disease such as susceptibility and severity. This genomic grammar, tightly related to the dark part of our genome, can be explored through the use of modern methods such as natural language processing. We present a semantic analysis of SARS-CoV-2-related publications, which yielded a repertoire of SNPs, genes, and disease ontologies. Population data from the 1000 Genomes Project were subsequently integrated into the pipeline. Data mining approaches of this scale have the potential to elucidate the complex interaction between COVID-19 pathogenesis and host genetic variation; the resulting knowledge can facilitate the management of high-risk groups and aid the efforts toward precision medicine.
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Affiliation(s)
- Louis Papageorgiou
- Laboratory of Genetics, Department of Biotechnology, School of Applied Biology and Biotechnology, Agricultural University of Athens, Athens, Greece
| | - Eleni Papakonstantinou
- Laboratory of Genetics, Department of Biotechnology, School of Applied Biology and Biotechnology, Agricultural University of Athens, Athens, Greece
| | - Io Diakou
- Laboratory of Genetics, Department of Biotechnology, School of Applied Biology and Biotechnology, Agricultural University of Athens, Athens, Greece
| | - Katerina Pierouli
- Laboratory of Genetics, Department of Biotechnology, School of Applied Biology and Biotechnology, Agricultural University of Athens, Athens, Greece
| | - Konstantina Dragoumani
- Laboratory of Genetics, Department of Biotechnology, School of Applied Biology and Biotechnology, Agricultural University of Athens, Athens, Greece
| | - Flora Bacopoulou
- University Research Institute of Maternal and Child Health & Precision Medicine, National and Kapodistrian University of Athens, "Aghia Sophia" Children's Hospital, Athens, Greece
| | - George P Chrousos
- University Research Institute of Maternal and Child Health & Precision Medicine, National and Kapodistrian University of Athens, "Aghia Sophia" Children's Hospital, Athens, Greece
| | - Elias Eliopoulos
- Laboratory of Genetics, Department of Biotechnology, School of Applied Biology and Biotechnology, Agricultural University of Athens, Athens, Greece
| | - Dimitrios Vlachakis
- Laboratory of Genetics, Department of Biotechnology, School of Applied Biology and Biotechnology, Agricultural University of Athens, Athens, Greece.
- University Research Institute of Maternal and Child Health & Precision Medicine, National and Kapodistrian University of Athens, "Aghia Sophia" Children's Hospital, Athens, Greece.
- Division of Endocrinology and Metabolism, Center of Clinical, Experimental Surgery and Translational Research, Biomedical Research Foundation of the Academy of Athens, Athens, Greece.
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9
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Robinot R, Hubert M, de Melo GD, Lazarini F, Bruel T, Smith N, Levallois S, Larrous F, Fernandes J, Gellenoncourt S, Rigaud S, Gorgette O, Thouvenot C, Trébeau C, Mallet A, Duménil G, Gobaa S, Etournay R, Lledo PM, Lecuit M, Bourhy H, Duffy D, Michel V, Schwartz O, Chakrabarti LA. SARS-CoV-2 infection induces the dedifferentiation of multiciliated cells and impairs mucociliary clearance. Nat Commun 2021; 12:4354. [PMID: 34272374 PMCID: PMC8285531 DOI: 10.1038/s41467-021-24521-x] [Citation(s) in RCA: 136] [Impact Index Per Article: 45.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2021] [Accepted: 06/21/2021] [Indexed: 01/08/2023] Open
Abstract
Understanding how SARS-CoV-2 spreads within the respiratory tract is important to define the parameters controlling the severity of COVID-19. Here we examine the functional and structural consequences of SARS-CoV-2 infection in a reconstructed human bronchial epithelium model. SARS-CoV-2 replication causes a transient decrease in epithelial barrier function and disruption of tight junctions, though viral particle crossing remains limited. Rather, SARS-CoV-2 replication leads to a rapid loss of the ciliary layer, characterized at the ultrastructural level by axoneme loss and misorientation of remaining basal bodies. Downregulation of the master regulator of ciliogenesis Foxj1 occurs prior to extensive cilia loss, implicating this transcription factor in the dedifferentiation of ciliated cells. Motile cilia function is compromised by SARS-CoV-2 infection, as measured in a mucociliary clearance assay. Epithelial defense mechanisms, including basal cell mobilization and interferon-lambda induction, ramp up only after the initiation of cilia damage. Analysis of SARS-CoV-2 infection in Syrian hamsters further demonstrates the loss of motile cilia in vivo. This study identifies cilia damage as a pathogenic mechanism that could facilitate SARS-CoV-2 spread to the deeper lung parenchyma.
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Grants
- Institut Pasteur
- This work was supported by : Institut Pasteur TASK FORCE SARS COV2 (TROPICORO and COROCHIP projects), DIM ELICIT Region Ile-de-France, and Agence Nationale de Recherche sur le SIDA et les Maladies Infectieuses Emergentes (ANRS; project 19052) (L.A.C.); the Vaccine Research Institute (ANR-10-LABX-77), ANRS, Labex IBEID (ANR-10-LABX-62-IBEID), the French National Research Agency (ANR; projects “TIMTAMDEN” ANR-14-CE14-0029, “CHIKV-Viro-Immuno” ANR-14-CE14-0015-01), the Gilead HIV cure program, ANR/Fondation pour la Recherche Médicale (FRM) Flash Covid PROTEO-SARS-CoV-2 and IDISCOVR (O.S.); Institut Pasteur TASK FORCE SARS COV2 and ANR Flash Covid CoVarImm (D.D.); Institut Pasteur TASK FORCE SARS COV2 (Neuro-Covid project) (H.B.). The Lledo lab is supported by the life insurance company "AG2R-La-Mondiale". The UtechS Photonic BioImaging (Imagopole) and the UtechS Ultrastructural BioImaging (UBI) are supported by the ANR (France BioImaging; ANR-10–INSB–04; Investments for the Future). R.R. is the recipient of a Sidaction fellowship, N.S. of a Pasteur-Roux-Cantarini fellowship, and St.G. of a MESR/Ecole Doctorale B3MI, Université de Paris fellowship. S.L. is supported by FRM (fellowship ECO201906009119) and by “Ecole Doctorale FIRE – Programme Bettencourt”.
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Affiliation(s)
- Rémy Robinot
- Virus & Immunity Unit, Department of Virology, Institut Pasteur, Paris, France
- UMR 3569 CNRS, Paris, France
| | - Mathieu Hubert
- Virus & Immunity Unit, Department of Virology, Institut Pasteur, Paris, France
- UMR 3569 CNRS, Paris, France
| | | | - Françoise Lazarini
- Perception and Memory Unit, Institut Pasteur, Paris, France
- UMR 3571 CNRS, Paris, France
| | - Timothée Bruel
- Virus & Immunity Unit, Department of Virology, Institut Pasteur, Paris, France
- UMR 3569 CNRS, Paris, France
| | - Nikaïa Smith
- Translational Immunology Lab, Department of Immunology, Institut Pasteur, Paris, France
| | - Sylvain Levallois
- Biology of Infection Unit, Institut Pasteur, Paris, France
- INSERM U1117, Paris, France
| | - Florence Larrous
- Lyssavirus Epidemiology and Neuropathology Unit, Institut Pasteur, Paris, France
| | - Julien Fernandes
- UtechS Photonics BioImaging, C2RT, Institut Pasteur, Paris, France
| | - Stacy Gellenoncourt
- Virus & Immunity Unit, Department of Virology, Institut Pasteur, Paris, France
- UMR 3569 CNRS, Paris, France
| | | | - Olivier Gorgette
- UtechS Ultrastructural BioImaging UBI, C2RT, Institut Pasteur, Paris, France
| | - Catherine Thouvenot
- UtechS Ultrastructural BioImaging UBI, C2RT, Institut Pasteur, Paris, France
| | - Céline Trébeau
- Institut de l'Audition, Institut Pasteur, INSERM, Paris, France
| | - Adeline Mallet
- UtechS Ultrastructural BioImaging UBI, C2RT, Institut Pasteur, Paris, France
| | - Guillaume Duménil
- UtechS Ultrastructural BioImaging UBI, C2RT, Institut Pasteur, Paris, France
| | - Samy Gobaa
- Biomaterials and Microfluidics Core Facility, Institut Pasteur, Paris, France
| | | | - Pierre-Marie Lledo
- Perception and Memory Unit, Institut Pasteur, Paris, France
- UMR 3571 CNRS, Paris, France
| | - Marc Lecuit
- Biology of Infection Unit, Institut Pasteur, Paris, France
- INSERM U1117, Paris, France
- Université de Paris, Necker-Enfants Malades University Hospital, Division of Infectious Diseases and Tropical Medicine, APHP, Institut Imagine, Paris, France
| | - Hervé Bourhy
- Lyssavirus Epidemiology and Neuropathology Unit, Institut Pasteur, Paris, France
| | - Darragh Duffy
- Translational Immunology Lab, Department of Immunology, Institut Pasteur, Paris, France
| | - Vincent Michel
- Institut de l'Audition, Institut Pasteur, INSERM, Paris, France.
| | - Olivier Schwartz
- Virus & Immunity Unit, Department of Virology, Institut Pasteur, Paris, France.
- UMR 3569 CNRS, Paris, France.
- Vaccine Research Institute, Créteil, France.
| | - Lisa A Chakrabarti
- Virus & Immunity Unit, Department of Virology, Institut Pasteur, Paris, France.
- UMR 3569 CNRS, Paris, France.
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10
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ter Ellen BM, Dinesh Kumar N, Bouma EM, Troost B, van de Pol DP, van der Ende-Metselaar HH, Apperloo L, van Gosliga D, van den Berge M, Nawijn MC, van der Voort PH, Moser J, Rodenhuis-Zybert IA, Smit JM. Resveratrol and Pterostilbene Inhibit SARS-CoV-2 Replication in Air-Liquid Interface Cultured Human Primary Bronchial Epithelial Cells. Viruses 2021; 13:v13071335. [PMID: 34372541 PMCID: PMC8309965 DOI: 10.3390/v13071335] [Citation(s) in RCA: 42] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Revised: 07/07/2021] [Accepted: 07/08/2021] [Indexed: 02/07/2023] Open
Abstract
The current COVID-19 pandemic is caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and has an enormous impact on human health and economy. In search for therapeutic options, researchers have proposed resveratrol, a food supplement with known antiviral, anti-inflammatory, and antioxidant properties as an advantageous antiviral therapy for SARS-CoV-2 infection. Here, we provide evidence that both resveratrol and its metabolically more stable structural analog, pterostilbene, exhibit potent antiviral properties against SARS-CoV-2 in vitro. First, we show that resveratrol and pterostilbene antiviral activity in African green monkey kidney cells. Both compounds actively inhibit virus replication within infected cells as reduced virus progeny production was observed when the compound was added at post-inoculation conditions. Without replenishment of the compound, antiviral activity was observed up to roughly five rounds of replication, demonstrating the long-lasting effect of these compounds. Second, as the upper respiratory tract represents the initial site of SARS-CoV-2 replication, we also assessed antiviral activity in air-liquid interface (ALI) cultured human primary bronchial epithelial cells, isolated from healthy volunteers. Resveratrol and pterostilbene showed a strong antiviral effect in these cells up to 48 h post-infection. Collectively, our data indicate that resveratrol and pterostilbene are promising antiviral compounds to inhibit SARS-CoV-2 infection. Because these results represent laboratory findings in cells, we advocate evaluation of these compounds in clinical trials before statements are made whether these drugs are advantageous for COVID-19 treatment.
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Affiliation(s)
- Bram M. ter Ellen
- Department of Medical Microbiology and Infection Prevention, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (B.M.t.E.); (N.D.K.); (E.M.B.); (B.T.); (D.P.I.v.d.P.); (H.H.v.d.E.-M.); (I.A.R.-Z.)
| | - Nilima Dinesh Kumar
- Department of Medical Microbiology and Infection Prevention, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (B.M.t.E.); (N.D.K.); (E.M.B.); (B.T.); (D.P.I.v.d.P.); (H.H.v.d.E.-M.); (I.A.R.-Z.)
- Department of Biomedical Sciences of Cells & Systems, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands
| | - Ellen M. Bouma
- Department of Medical Microbiology and Infection Prevention, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (B.M.t.E.); (N.D.K.); (E.M.B.); (B.T.); (D.P.I.v.d.P.); (H.H.v.d.E.-M.); (I.A.R.-Z.)
| | - Berit Troost
- Department of Medical Microbiology and Infection Prevention, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (B.M.t.E.); (N.D.K.); (E.M.B.); (B.T.); (D.P.I.v.d.P.); (H.H.v.d.E.-M.); (I.A.R.-Z.)
| | - Denise P.I. van de Pol
- Department of Medical Microbiology and Infection Prevention, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (B.M.t.E.); (N.D.K.); (E.M.B.); (B.T.); (D.P.I.v.d.P.); (H.H.v.d.E.-M.); (I.A.R.-Z.)
| | - Heidi H. van der Ende-Metselaar
- Department of Medical Microbiology and Infection Prevention, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (B.M.t.E.); (N.D.K.); (E.M.B.); (B.T.); (D.P.I.v.d.P.); (H.H.v.d.E.-M.); (I.A.R.-Z.)
| | - Leonie Apperloo
- Department of Pathology and Medical Biology, GRIAC Research Institute, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (L.A.); (M.C.N.)
| | - Djoke van Gosliga
- Department of Pediatrics, Beatrix Children’s Hospital, GRIAC Research Institute, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands;
| | - Maarten van den Berge
- Department of Pulmonary Diseases, GRIAC Research Institute, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands;
| | - Martijn C. Nawijn
- Department of Pathology and Medical Biology, GRIAC Research Institute, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (L.A.); (M.C.N.)
| | - Peter H.J. van der Voort
- Department of Critical Care, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (P.H.J.v.d.V.); (J.M.)
| | - Jill Moser
- Department of Critical Care, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (P.H.J.v.d.V.); (J.M.)
| | - Izabela A. Rodenhuis-Zybert
- Department of Medical Microbiology and Infection Prevention, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (B.M.t.E.); (N.D.K.); (E.M.B.); (B.T.); (D.P.I.v.d.P.); (H.H.v.d.E.-M.); (I.A.R.-Z.)
| | - Jolanda M. Smit
- Department of Medical Microbiology and Infection Prevention, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands; (B.M.t.E.); (N.D.K.); (E.M.B.); (B.T.); (D.P.I.v.d.P.); (H.H.v.d.E.-M.); (I.A.R.-Z.)
- Correspondence:
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11
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Delorey TM, Ziegler CGK, Heimberg G, Normand R, Yang Y, Segerstolpe Å, Abbondanza D, Fleming SJ, Subramanian A, Montoro DT, Jagadeesh KA, Dey KK, Sen P, Slyper M, Pita-Juárez YH, Phillips D, Biermann J, Bloom-Ackermann Z, Barkas N, Ganna A, Gomez J, Melms JC, Katsyv I, Normandin E, Naderi P, Popov YV, Raju SS, Niezen S, Tsai LTY, Siddle KJ, Sud M, Tran VM, Vellarikkal SK, Wang Y, Amir-Zilberstein L, Atri DS, Beechem J, Brook OR, Chen J, Divakar P, Dorceus P, Engreitz JM, Essene A, Fitzgerald DM, Fropf R, Gazal S, Gould J, Grzyb J, Harvey T, Hecht J, Hether T, Jané-Valbuena J, Leney-Greene M, Ma H, McCabe C, McLoughlin DE, Miller EM, Muus C, Niemi M, Padera R, Pan L, Pant D, Pe’er C, Pfiffner-Borges J, Pinto CJ, Plaisted J, Reeves J, Ross M, Rudy M, Rueckert EH, Siciliano M, Sturm A, Todres E, Waghray A, Warren S, Zhang S, Zollinger DR, Cosimi L, Gupta RM, Hacohen N, Hibshoosh H, Hide W, Price AL, Rajagopal J, Tata PR, Riedel S, Szabo G, Tickle TL, Ellinor PT, Hung D, Sabeti PC, Novak R, Rogers R, Ingber DE, Jiang ZG, Juric D, Babadi M, Farhi SL, Izar B, Stone JR, Vlachos IS, Solomon IH, Ashenberg O, Porter CB, Li B, Shalek AK, Villani AC, Rozenblatt-Rosen O, Regev A. COVID-19 tissue atlases reveal SARS-CoV-2 pathology and cellular targets. Nature 2021; 595:107-113. [PMID: 33915569 PMCID: PMC8919505 DOI: 10.1038/s41586-021-03570-8] [Citation(s) in RCA: 468] [Impact Index Per Article: 156.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Accepted: 04/19/2021] [Indexed: 02/02/2023]
Abstract
COVID-19, which is caused by SARS-CoV-2, can result in acute respiratory distress syndrome and multiple organ failure1-4, but little is known about its pathophysiology. Here we generated single-cell atlases of 24 lung, 16 kidney, 16 liver and 19 heart autopsy tissue samples and spatial atlases of 14 lung samples from donors who died of COVID-19. Integrated computational analysis uncovered substantial remodelling in the lung epithelial, immune and stromal compartments, with evidence of multiple paths of failed tissue regeneration, including defective alveolar type 2 differentiation and expansion of fibroblasts and putative TP63+ intrapulmonary basal-like progenitor cells. Viral RNAs were enriched in mononuclear phagocytic and endothelial lung cells, which induced specific host programs. Spatial analysis in lung distinguished inflammatory host responses in lung regions with and without viral RNA. Analysis of the other tissue atlases showed transcriptional alterations in multiple cell types in heart tissue from donors with COVID-19, and mapped cell types and genes implicated with disease severity based on COVID-19 genome-wide association studies. Our foundational dataset elucidates the biological effect of severe SARS-CoV-2 infection across the body, a key step towards new treatments.
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Affiliation(s)
- Toni M. Delorey
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Carly G. K. Ziegler
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,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,Harvard Graduate Program in Biophysics, Harvard University,
Cambridge, MA 02138, USA
| | - Graham Heimberg
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Rachelly Normand
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Center for Immunology and Inflammatory Diseases, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA,Center for Cancer Research, Massachusetts General Hospital,
Harvard Medical School, Boston, MA 02114, USA,Harvard Medical School, Boston, MA 02115, USA,Massachusetts Institute of Technology, Cambridge, MA
02139, USA
| | - Yiming Yang
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA,Center for Immunology and Inflammatory Diseases, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Åsa Segerstolpe
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Domenic Abbondanza
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA,Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA
| | - Stephen J. Fleming
- Data Sciences Platform, Broad Institute of MIT and
Harvard, Cambridge, MA 02142,Precision Cardiology Laboratory, Broad Institute of MIT
and Harvard, Cambridge, MA 02142, USA
| | - Ayshwarya Subramanian
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | | | - Karthik A. Jagadeesh
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Kushal K. Dey
- Department of Epidemiology, Harvard School of Public
Health
| | - Pritha Sen
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Center for Immunology and Inflammatory Diseases, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA,Division of Infectious Diseases, Department of Medicine,
Massachusetts General Hospital, Boston, MA 02114, USA,Department of Medicine, Harvard Medical School, Boston,
MA 02115, USA
| | - Michal Slyper
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Yered H. Pita-Juárez
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Harvard Medical School, Boston, MA 02115, USA,Department of Pathology, Beth Israel Deaconess Medical
Center, Boston, MA 02115, USA,Harvard Medical School Initiative for RNA Medicine,
Boston, MA 02115, USA,Cancer Research Institute, Beth Israel Deaconess Medical
Center, Boston, MA 02115, USA
| | - Devan Phillips
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Jana Biermann
- Department of Medicine, Division of Hematology/Oncology,
Columbia University Irving Medical Center, New York, NY,Columbia Center for Translational Immunology, New York,
NY
| | - Zohar Bloom-Ackermann
- Infectious Disease and Microbiome Program, Broad
Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Nick Barkas
- Data Sciences Platform, Broad Institute of MIT and
Harvard, Cambridge, MA 02142
| | - Andrea Ganna
- Institute for Molecular Medicine Finland, Helsinki,
Finland,Analytical & Translational Genetics Unit,
Massachusetts General Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - James Gomez
- Infectious Disease and Microbiome Program, Broad
Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Johannes C. Melms
- Department of Medicine, Division of Hematology/Oncology,
Columbia University Irving Medical Center, New York, NY,Columbia Center for Translational Immunology, New York,
NY
| | - Igor Katsyv
- Department of Pathology and Cell Biology, Columbia
University Irving Medical Center, New York, NY
| | - Erica Normandin
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Harvard Medical School, Boston, MA 02115, USA
| | - Pourya Naderi
- Harvard Medical School, Boston, MA 02115, USA,Department of Pathology, Beth Israel Deaconess Medical
Center, Boston, MA 02115, USA,Harvard Medical School Initiative for RNA Medicine,
Boston, MA 02115, USA
| | - Yury V. Popov
- Harvard Medical School, Boston, MA 02115, USA,Department of Medicine, Beth Israel Deaconess Medical
Center, MA 02115, USA,Division of Gastroenterology, Hepatology and Nutrition,
Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA 02215,
USA
| | - Siddharth S. Raju
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Department of Systems Biology, Harvard Medical School,
Boston, MA 02115, USA,FAS Center for Systems Biology, Department of Organismic
and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Sebastian Niezen
- Harvard Medical School, Boston, MA 02115, USA,Department of Medicine, Beth Israel Deaconess Medical
Center, MA 02115, USA,Division of Gastroenterology, Hepatology and Nutrition,
Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA 02215,
USA
| | - Linus T.-Y. Tsai
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Harvard Medical School, Boston, MA 02115, USA,Department of Medicine, Beth Israel Deaconess Medical
Center, MA 02115, USA,Division of Endocrinology, Diabetes, and Metabolism, Beth
Israel Deaconess Medical Center, Boston, MA 02115,Boston Nutrition and Obesity Research Center Functional
Genomics and Bioinformatics Core Boston, MA 02115, USA
| | - Katherine J. Siddle
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Department of Organismic and Evolutionary Biology,
Harvard University, Cambridge, MA, USA
| | - Malika Sud
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Victoria M. Tran
- Infectious Disease and Microbiome Program, Broad
Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Shamsudheen K. Vellarikkal
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Divisions of Cardiovascular Medicine and Genetics,
Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115,
USA
| | - Yiping Wang
- Department of Medicine, Division of Hematology/Oncology,
Columbia University Irving Medical Center, New York, NY,Columbia Center for Translational Immunology, New York,
NY
| | - Liat Amir-Zilberstein
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Deepak S. Atri
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Divisions of Cardiovascular Medicine and Genetics,
Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115,
USA
| | | | - Olga R. Brook
- Department of Radiology, Beth Israel Deaconess Medical
Center, Boston, MA 02215, USA
| | - Jonathan Chen
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Department of Pathology, Massachusetts General Hospital,
Harvard Medical School, Boston, MA 02115, USA
| | | | - Phylicia Dorceus
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Jesse M. Engreitz
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Department of Genetics and BASE Initiative, Stanford
University School of Medicine
| | - Adam Essene
- Department of Medicine, Beth Israel Deaconess Medical
Center, MA 02115, USA,Division of Endocrinology, Diabetes, and Metabolism, Beth
Israel Deaconess Medical Center, Boston, MA 02115,Boston Nutrition and Obesity Research Center Functional
Genomics and Bioinformatics Core Boston, MA 02115, USA
| | - Donna M. Fitzgerald
- Massachusetts General Hospital Cancer Center, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Robin Fropf
- NanoString Technologies Inc., Seattle, WA 98109,
USA
| | - Steven Gazal
- Center for Genetic Epidemiology, Department of Preventive
Medicine, Keck School of Medicine, University of Southern California, Los Angeles,
CA, USA
| | - Joshua Gould
- Data Sciences Platform, Broad Institute of MIT and
Harvard, Cambridge, MA 02142
| | - John Grzyb
- Department of Pathology, Brigham and Women’s
Hospital, Boston, MA 02115
| | - Tyler Harvey
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Jonathan Hecht
- Harvard Medical School, Boston, MA 02115, USA,Department of Pathology, Beth Israel Deaconess Medical
Center, Boston, MA 02115, USA
| | - Tyler Hether
- NanoString Technologies Inc., Seattle, WA 98109,
USA
| | - Judit Jané-Valbuena
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | | | - Hui Ma
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA,Center for Immunology and Inflammatory Diseases, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Cristin McCabe
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Daniel E. McLoughlin
- Massachusetts General Hospital Cancer Center, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | | | - Christoph Muus
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,John A. Paulson School of Engineering and Applied
Sciences, Harvard University, Cambridge, MA 02138
| | - Mari Niemi
- Institute for Molecular Medicine Finland, Helsinki,
Finland
| | - Robert Padera
- Department of Pathology, Brigham and Women’s
Hospital, Boston, MA 02115,Harvard-MIT Division of Health Sciences and Technology,
Cambridge MA,Department of Pathology, Harvard Medical School, Boston,
MA 02115, USA
| | - Liuliu Pan
- NanoString Technologies Inc., Seattle, WA 98109,
USA
| | - Deepti Pant
- Department of Medicine, Beth Israel Deaconess Medical
Center, MA 02115, USA,Division of Endocrinology, Diabetes, and Metabolism, Beth
Israel Deaconess Medical Center, Boston, MA 02115,Boston Nutrition and Obesity Research Center Functional
Genomics and Bioinformatics Core Boston, MA 02115, USA
| | - Carmel Pe’er
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | | | - Christopher J. Pinto
- Department of Medicine, Harvard Medical School, Boston,
MA 02115, USA,Massachusetts General Hospital Cancer Center, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Jacob Plaisted
- Department of Pathology, Brigham and Women’s
Hospital, Boston, MA 02115
| | - Jason Reeves
- NanoString Technologies Inc., Seattle, WA 98109,
USA
| | - Marty Ross
- NanoString Technologies Inc., Seattle, WA 98109,
USA
| | - Melissa Rudy
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA
| | | | | | - Alexander Sturm
- Infectious Disease and Microbiome Program, Broad
Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Ellen Todres
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Avinash Waghray
- Harvard Stem Cell Institute, Cambridge, MA, USA,Center for Regenerative Medicine, Massachusetts General
Hospital, Boston, MA 02114, USA
| | - Sarah Warren
- NanoString Technologies Inc., Seattle, WA 98109,
USA
| | - Shuting Zhang
- Infectious Disease and Microbiome Program, Broad
Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Lisa Cosimi
- Infectious Diseases Division, Department of Medicine,
Brigham and Women’s Hospital, Boston, MA, USA
| | - Rajat M. Gupta
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Divisions of Cardiovascular Medicine and Genetics,
Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115,
USA
| | - Nir Hacohen
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Center for Cancer Research, Massachusetts General Hospital,
Harvard Medical School, Boston, MA 02114, USA,Department of Medicine, Massachusetts General Hospital,
Harvard Medical School, Boston, MA 02114, USA
| | - Hanina Hibshoosh
- Department of Pathology and Cell Biology, Columbia
University Irving Medical Center, New York, NY
| | - Winston Hide
- Harvard Medical School, Boston, MA 02115, USA,Department of Pathology, Beth Israel Deaconess Medical
Center, Boston, MA 02115, USA,Harvard Medical School Initiative for RNA Medicine,
Boston, MA 02115, USA,Cancer Research Institute, Beth Israel Deaconess Medical
Center, Boston, MA 02115, USA
| | - Alkes L. Price
- Department of Epidemiology, Harvard School of Public
Health
| | - Jayaraj Rajagopal
- Massachusetts General Hospital Cancer Center, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | | | - Stefan Riedel
- Harvard Medical School, Boston, MA 02115, USA,Department of Pathology, Beth Israel Deaconess Medical
Center, Boston, MA 02115, USA
| | - Gyongyi Szabo
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Harvard Medical School, Boston, MA 02115, USA,Department of Medicine, Beth Israel Deaconess Medical
Center, MA 02115, USA
| | - Timothy L. Tickle
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA,Data Sciences Platform, Broad Institute of MIT and
Harvard, Cambridge, MA 02142
| | - Patrick T. Ellinor
- Cardiovascular Disease Initiative, The Broad Institute of
MIT and Harvard, Cambridge, MA
| | - Deborah Hung
- Infectious Disease and Microbiome Program, Broad
Institute of MIT and Harvard, Cambridge, MA 02142, USA,Department of Genetics, Harvard Medical School, Boston,
MA 02115, USA,Department of Molecular Biology and Center for
Computational and Integrative Biology, Massachusetts General Hospital, Boston, MA
02114, USA
| | - Pardis C. Sabeti
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Department of Organismic and Evolutionary Biology,
Harvard University, Cambridge, MA, USA,Department of Immunology and Infectious Diseases, Harvard
T.H. Chan School of Public Health, Harvard University, Boston, MA, USA,Howard Hughes Medical Institute, Chevy Chase, MD,
USA,Massachusetts Consortium on Pathogen Readiness, Boston,
MA, USA
| | - Richard Novak
- Wyss Institute for Biologically Inspired Engineering,
Harvard University
| | - Robert Rogers
- Department of Medicine, Beth Israel Deaconess Medical
Center, MA 02115, USA,Massachusetts General Hospital, MA 02114, USA
| | - Donald E. Ingber
- John A. Paulson School of Engineering and Applied
Sciences, Harvard University, Cambridge, MA 02138,Wyss Institute for Biologically Inspired Engineering,
Harvard University,Vascular Biology Program and Department of Surgery,
Boston Children’s Hospital, Harvard Medical School, Boston, MA USA
| | - Z. Gordon Jiang
- Harvard Medical School, Boston, MA 02115, USA,Department of Medicine, Beth Israel Deaconess Medical
Center, MA 02115, USA,Division of Gastroenterology, Hepatology and Nutrition,
Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA 02215,
USA
| | - Dejan Juric
- Department of Medicine, Harvard Medical School, Boston,
MA 02115, USA,Massachusetts General Hospital Cancer Center, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Mehrtash Babadi
- Data Sciences Platform, Broad Institute of MIT and
Harvard, Cambridge, MA 02142,Precision Cardiology Laboratory, Broad Institute of MIT
and Harvard, Cambridge, MA 02142, USA
| | - Samouil L. Farhi
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA,Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA
| | - Benjamin Izar
- Department of Medicine, Division of Hematology/Oncology,
Columbia University Irving Medical Center, New York, NY,Columbia Center for Translational Immunology, New York,
NY,Herbert Irving Comprehensive Cancer Center, Columbia
University Irving Medical Center, New York, NY,Program for Mathematical Genomics, Columbia University
Irving Medical Center, New York, NY
| | - James R. Stone
- Department of Pathology, Massachusetts General Hospital,
Harvard Medical School, Boston, MA 02115, USA
| | - Ioannis S. Vlachos
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Harvard Medical School, Boston, MA 02115, USA,Department of Pathology, Beth Israel Deaconess Medical
Center, Boston, MA 02115, USA,Harvard Medical School Initiative for RNA Medicine,
Boston, MA 02115, USA,Cancer Research Institute, Beth Israel Deaconess Medical
Center, Boston, MA 02115, USA
| | - Isaac H. Solomon
- Department of Pathology, Brigham and Women’s
Hospital, Boston, MA 02115
| | - Orr Ashenberg
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Caroline B.M. Porter
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Bo Li
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA,Center for Immunology and Inflammatory Diseases, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA,Department of Medicine, Harvard Medical School, Boston,
MA 02115, USA
| | - Alex K. Shalek
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,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,Harvard Graduate Program in Biophysics, Harvard University,
Cambridge, MA 02138, USA,Harvard Medical School, Boston, MA 02115, USA,Harvard Stem Cell Institute, Cambridge, MA, USA,Program in Computational & Systems Biology,
Massachusetts Institute of Technology, Cambridge, MA 02139, USA,Program in Immunology, Harvard Medical School, Boston, MA
02115, USA,Department of Chemistry, Massachusetts Institute of
Technology, Cambridge, MA 02139, USA
| | - Alexandra-Chloé Villani
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Center for Immunology and Inflammatory Diseases, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA,Center for Cancer Research, Massachusetts General Hospital,
Harvard Medical School, Boston, MA 02114, USA,Department of Medicine, Harvard Medical School, Boston,
MA 02115, USA
| | - Orit Rozenblatt-Rosen
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA,Current address: Genentech, 1 DNA Way, South San
Francisco, CA, USA
| | - Aviv Regev
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA,Koch Institute for Integrative Cancer Research,
Massachusetts Institute of Technology, Cambridge, MA 02139, USA,Howard Hughes Medical Institute, Chevy Chase, MD,
USA,Current address: Genentech, 1 DNA Way, South San
Francisco, CA, USA
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12
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Trump S, Lukassen S, Anker MS, Chua RL, Liebig J, Thürmann L, Corman VM, Binder M, Loske J, Klasa C, Krieger T, Hennig BP, Messingschlager M, Pott F, Kazmierski J, Twardziok S, Albrecht JP, Eils J, Hadzibegovic S, Lena A, Heidecker B, Bürgel T, Steinfeldt J, Goffinet C, Kurth F, Witzenrath M, Völker MT, Müller SD, Liebert UG, Ishaque N, Kaderali L, Sander LE, Drosten C, Laudi S, Eils R, Conrad C, Landmesser U, Lehmann I. Hypertension delays viral clearance and exacerbates airway hyperinflammation in patients with COVID-19. Nat Biotechnol 2021; 39:705-716. [PMID: 33361824 DOI: 10.1038/s41587-020-00796-1] [Citation(s) in RCA: 109] [Impact Index Per Article: 36.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2020] [Accepted: 12/11/2020] [Indexed: 01/29/2023]
Abstract
In coronavirus disease 2019 (COVID-19), hypertension and cardiovascular diseases are major risk factors for critical disease progression. However, the underlying causes and the effects of the main anti-hypertensive therapies-angiotensin-converting enzyme inhibitors (ACEIs) and angiotensin receptor blockers (ARBs)-remain unclear. Combining clinical data (n = 144) and single-cell sequencing data of airway samples (n = 48) with in vitro experiments, we observed a distinct inflammatory predisposition of immune cells in patients with hypertension that correlated with critical COVID-19 progression. ACEI treatment was associated with dampened COVID-19-related hyperinflammation and with increased cell intrinsic antiviral responses, whereas ARB treatment related to enhanced epithelial-immune cell interactions. Macrophages and neutrophils of patients with hypertension, in particular under ARB treatment, exhibited higher expression of the pro-inflammatory cytokines CCL3 and CCL4 and the chemokine receptor CCR1. Although the limited size of our cohort does not allow us to establish clinical efficacy, our data suggest that the clinical benefits of ACEI treatment in patients with COVID-19 who have hypertension warrant further investigation.
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Affiliation(s)
- Saskia Trump
- Molecular Epidemiology Unit, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany
| | - Soeren Lukassen
- Center for Digital Health, Berlin Institute of Health (BIH) and Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Markus S Anker
- Department of Cardiology, Campus Benjamin Franklin, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany.,Division of Cardiology and Metabolism, Department of Cardiology Campus Virchow, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany.,Centre for Cardiovascular Research (DZHK), Berlin, Germany.,Berlin Institute of Health Center for Regenerative Therapies (BCRT), Berlin, Germany
| | - Robert Lorenz Chua
- Center for Digital Health, Berlin Institute of Health (BIH) and Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Johannes Liebig
- Center for Digital Health, Berlin Institute of Health (BIH) and Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Loreen Thürmann
- Molecular Epidemiology Unit, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany
| | - Victor Max Corman
- Institute of Virology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany
| | - Marco Binder
- Research group 'Dynamics of early viral infection and the innate antiviral response' (division F170), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Jennifer Loske
- Molecular Epidemiology Unit, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany
| | - Christina Klasa
- Institute for Bioinformatics, University Medicine Greifswald, Greifswald, Germany
| | - Teresa Krieger
- Center for Digital Health, Berlin Institute of Health (BIH) and Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Bianca P Hennig
- Center for Digital Health, Berlin Institute of Health (BIH) and Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Marey Messingschlager
- Molecular Epidemiology Unit, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany
| | - Fabian Pott
- Institute of Virology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany.,Berlin Institute of Health (BIH), Berlin, Germany
| | - Julia Kazmierski
- Institute of Virology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany.,Berlin Institute of Health (BIH), Berlin, Germany
| | - Sven Twardziok
- Center for Digital Health, Berlin Institute of Health (BIH) and Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Jan Philipp Albrecht
- Center for Digital Health, Berlin Institute of Health (BIH) and Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Jürgen Eils
- Center for Digital Health, Berlin Institute of Health (BIH) and Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Sara Hadzibegovic
- Department of Cardiology, Campus Benjamin Franklin, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany.,Division of Cardiology and Metabolism, Department of Cardiology Campus Virchow, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany.,Centre for Cardiovascular Research (DZHK), Berlin, Germany.,Berlin Institute of Health Center for Regenerative Therapies (BCRT), Berlin, Germany
| | - Alessia Lena
- Department of Cardiology, Campus Benjamin Franklin, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany.,Division of Cardiology and Metabolism, Department of Cardiology Campus Virchow, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany.,Centre for Cardiovascular Research (DZHK), Berlin, Germany.,Berlin Institute of Health Center for Regenerative Therapies (BCRT), Berlin, Germany
| | - Bettina Heidecker
- Department of Cardiology, Campus Benjamin Franklin, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany
| | - Thore Bürgel
- Center for Digital Health, Berlin Institute of Health (BIH) and Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Jakob Steinfeldt
- Department of Cardiology, Campus Benjamin Franklin, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany
| | - Christine Goffinet
- Institute of Virology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany.,Berlin Institute of Health (BIH), Berlin, Germany
| | - Florian Kurth
- Department of Infectious Diseases and Respiratory Medicine, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany.,Department of Tropical Medicine, Bernhard Nocht Institute for Tropical Medicine & I. Department of Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Martin Witzenrath
- Department of Infectious Diseases and Respiratory Medicine, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany
| | - Maria Theresa Völker
- Department of Anesthesiology and Intensive Care, University Hospital Leipzig, Leipzig, Germany
| | - Sarah Dorothea Müller
- Department of Anesthesiology and Intensive Care, University Hospital Leipzig, Leipzig, Germany
| | - Uwe Gerd Liebert
- Institute of Virology, University Hospital Leipzig, Leipzig, Germany
| | - Naveed Ishaque
- Center for Digital Health, Berlin Institute of Health (BIH) and Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Lars Kaderali
- Institute for Bioinformatics, University Medicine Greifswald, Greifswald, Germany
| | - Leif-Erik Sander
- Department of Infectious Diseases and Respiratory Medicine, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany
| | - Christian Drosten
- Institute of Virology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany
| | - Sven Laudi
- Department of Anesthesiology and Intensive Care, University Hospital Leipzig, Leipzig, Germany.
| | - Roland Eils
- Center for Digital Health, Berlin Institute of Health (BIH) and Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany. .,German Center for Lung Research (DZL), Berlin, Germany. .,Health Data Science Unit, Medical Faculty and BioQuant, University of Heidelberg, Heidelberg, Germany.
| | - Christian Conrad
- Center for Digital Health, Berlin Institute of Health (BIH) and Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany.
| | - Ulf Landmesser
- Department of Cardiology, Campus Benjamin Franklin, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany.
| | - Irina Lehmann
- Molecular Epidemiology Unit, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health (BIH), Berlin, Germany. .,German Center for Lung Research (DZL), Berlin, Germany.
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13
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Kiener M, Roldan N, Machahua C, Sengupta A, Geiser T, Guenat OT, Funke-Chambour M, Hobi N, Kruithof-de Julio M. Human-Based Advanced in vitro Approaches to Investigate Lung Fibrosis and Pulmonary Effects of COVID-19. Front Med (Lausanne) 2021; 8:644678. [PMID: 34026781 PMCID: PMC8139419 DOI: 10.3389/fmed.2021.644678] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2020] [Accepted: 04/01/2021] [Indexed: 12/15/2022] Open
Abstract
The coronavirus disease 2019 (COVID-19) pandemic has caused considerable socio-economic burden, which fueled the development of treatment strategies and vaccines at an unprecedented speed. However, our knowledge on disease recovery is sparse and concerns about long-term pulmonary impairments are increasing. Causing a broad spectrum of symptoms, COVID-19 can manifest as acute respiratory distress syndrome (ARDS) in the most severely affected patients. Notably, pulmonary infection with Severe Acute Respiratory Syndrome coronavirus 2 (SARS-CoV-2), the causing agent of COVID-19, induces diffuse alveolar damage (DAD) followed by fibrotic remodeling and persistent reduced oxygenation in some patients. It is currently not known whether tissue scaring fully resolves or progresses to interstitial pulmonary fibrosis. The most aggressive form of pulmonary fibrosis is idiopathic pulmonary fibrosis (IPF). IPF is a fatal disease that progressively destroys alveolar architecture by uncontrolled fibroblast proliferation and the deposition of collagen and extracellular matrix (ECM) proteins. It is assumed that micro-injuries to the alveolar epithelium may be induced by inhalation of micro-particles, pathophysiological mechanical stress or viral infections, which can result in abnormal wound healing response. However, the exact underlying causes and molecular mechanisms of lung fibrosis are poorly understood due to the limited availability of clinically relevant models. Recently, the emergence of SARS-CoV-2 with the urgent need to investigate its pathogenesis and address drug options, has led to the broad application of in vivo and in vitro models to study lung diseases. In particular, advanced in vitro models including precision-cut lung slices (PCLS), lung organoids, 3D in vitro tissues and lung-on-chip (LOC) models have been successfully employed for drug screens. In order to gain a deeper understanding of SARS-CoV-2 infection and ultimately alveolar tissue regeneration, it will be crucial to optimize the available models for SARS-CoV-2 infection in multicellular systems that recapitulate tissue regeneration and fibrotic remodeling. Current evidence for SARS-CoV-2 mediated pulmonary fibrosis and a selection of classical and novel lung models will be discussed in this review.
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Affiliation(s)
- Mirjam Kiener
- Department of Pulmonary Medicine, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
- Department for BioMedical Research DBMR, Urology Research Laboratory, University of Bern, Bern, Switzerland
- Alveolix AG, Swiss Organs-on-Chip Innovation, Bern, Switzerland
| | - Nuria Roldan
- Alveolix AG, Swiss Organs-on-Chip Innovation, Bern, Switzerland
| | - Carlos Machahua
- Department of Pulmonary Medicine, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
- Department for BioMedical Research DBMR, Department of Pulmonary Medicine, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Arunima Sengupta
- Organs-on-Chip Technologies, ARTORG Center for Biomedical Engineering, University of Bern, Bern, Switzerland
| | - Thomas Geiser
- Department of Pulmonary Medicine, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
- Department for BioMedical Research DBMR, Department of Pulmonary Medicine, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Olivier Thierry Guenat
- Department of Pulmonary Medicine, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
- Organs-on-Chip Technologies, ARTORG Center for Biomedical Engineering, University of Bern, Bern, Switzerland
- Department of General Thoracic Surgery, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Manuela Funke-Chambour
- Department of Pulmonary Medicine, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
- Department for BioMedical Research DBMR, Department of Pulmonary Medicine, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Nina Hobi
- Alveolix AG, Swiss Organs-on-Chip Innovation, Bern, Switzerland
| | - Marianna Kruithof-de Julio
- Department for BioMedical Research DBMR, Urology Research Laboratory, University of Bern, Bern, Switzerland
- Alveolix AG, Swiss Organs-on-Chip Innovation, Bern, Switzerland
- Organoid Core, Department for BioMedical Research, University of Bern, Bern, Switzerland
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14
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A comparative analysis of SARS-CoV-2 antivirals characterizes 3CL pro inhibitor PF-00835231 as a potential new treatment for COVID-19. J Virol 2021; 95:JVI.01819-20. [PMID: 33622961 PMCID: PMC8139662 DOI: 10.1128/jvi.01819-20] [Citation(s) in RCA: 77] [Impact Index Per Article: 25.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is the etiological agent of Coronavirus Disease 2019 (COVID-19). There is a dire need for novel effective antivirals to treat COVID-19, as the only approved direct-acting antiviral to date is remdesivir, targeting the viral polymerase complex. A potential alternate target in the viral life cycle is the main SARS-CoV-2 protease 3CLpro (Mpro). The drug candidate PF-00835231 is the active compound of the first anti-3CLpro regimen in clinical trials. Here, we perform a comparative analysis of PF-00835231, the pre-clinical 3CLpro inhibitor GC-376, and the polymerase inhibitor remdesivir, in alveolar basal epithelial cells modified to express ACE2 (A549+ACE2 cells). We find PF-00835231 with at least similar or higher potency than remdesivir or GC-376. A time-of-drug-addition approach delineates the timing of early SARS-CoV-2 life cycle steps in A549+ACE2 cells and validates PF-00835231's early time of action. In a model of the human polarized airway epithelium, both PF-00835231 and remdesivir potently inhibit SARS-CoV-2 at low micromolar concentrations. Finally, we show that the efflux transporter P-glycoprotein, which was previously suggested to diminish PF-00835231's efficacy based on experiments in monkey kidney Vero E6 cells, does not negatively impact PF-00835231 efficacy in either A549+ACE2 cells or human polarized airway epithelial cultures. Thus, our study provides in vitro evidence for the potential of PF-00835231 as an effective SARS-CoV-2 antiviral and addresses concerns that emerged based on prior studies in non-human in vitro models.Importance:The arsenal of SARS-CoV-2 specific antiviral drugs is extremely limited. Only one direct-acting antiviral drug is currently approved, the viral polymerase inhibitor remdesivir, and it has limited efficacy. Thus, there is a substantial need to develop additional antiviral compounds with minimal side effects and alternate viral targets. One such alternate target is its main protease, 3CLpro (Mpro), an essential component of the SARS-CoV-2 life cycle processing the viral polyprotein into the components of the viral polymerase complex. In this study, we characterize a novel antiviral drug, PF-00835231, which is the active component of the first-in-class 3CLpro-targeting regimen in clinical trials. Using 3D in vitro models of the human airway epithelium, we demonstrate the antiviral potential of PF-00835231 for inhibition of SARS-CoV-2.
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15
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Synowiec A, Szczepański A, Barreto-Duran E, Lie LK, Pyrc K. Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2): a Systemic Infection. Clin Microbiol Rev 2021; 34:e00133-20. [PMID: 33441314 PMCID: PMC7849242 DOI: 10.1128/cmr.00133-20] [Citation(s) in RCA: 128] [Impact Index Per Article: 42.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023] Open
Abstract
To date, seven identified coronaviruses (CoVs) have been found to infect humans; of these, three highly pathogenic variants have emerged in the 21st century. The newest member of this group, severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), was first detected at the end of 2019 in Hubei province, China. Since then, this novel coronavirus has spread worldwide, causing a pandemic; the respiratory disease caused by the virus is called coronavirus disease 2019 (COVID-19). The clinical presentation ranges from asymptomatic to mild respiratory tract infections and influenza-like illness to severe disease with accompanying lung injury, multiorgan failure, and death. Although the lungs are believed to be the site at which SARS-CoV-2 replicates, infected patients often report other symptoms, suggesting the involvement of the gastrointestinal tract, heart, cardiovascular system, kidneys, and other organs; therefore, the following question arises: is COVID-19 a respiratory or systemic disease? This review aims to summarize existing data on the replication of SARS-CoV-2 in different tissues in both patients and ex vivo models.
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Affiliation(s)
- Aleksandra Synowiec
- Virogenetics Laboratory of Virology, Malopolska Centre of Biotechnology, Jagiellonian University, Krakow, Poland
| | - Artur Szczepański
- Virogenetics Laboratory of Virology, Malopolska Centre of Biotechnology, Jagiellonian University, Krakow, Poland
- Microbiology Department, Faculty of Biochemistry, Biophysics and Biotechnology, Jagiellonian University, Krakow, Poland
| | - Emilia Barreto-Duran
- Virogenetics Laboratory of Virology, Malopolska Centre of Biotechnology, Jagiellonian University, Krakow, Poland
| | - Laurensius Kevin Lie
- Virogenetics Laboratory of Virology, Malopolska Centre of Biotechnology, Jagiellonian University, Krakow, Poland
| | - Krzysztof Pyrc
- Virogenetics Laboratory of Virology, Malopolska Centre of Biotechnology, Jagiellonian University, Krakow, Poland
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16
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Chen JS, Alfajaro MM, Chow RD, Wei J, Filler RB, Eisenbarth SC, Wilen CB. Non-steroidal anti-inflammatory drugs dampen the cytokine and antibody response to SARS-CoV-2 infection. J Virol 2021; 95:JVI.00014-21. [PMID: 33441348 PMCID: PMC8092681 DOI: 10.1128/jvi.00014-21] [Citation(s) in RCA: 80] [Impact Index Per Article: 26.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2021] [Accepted: 01/11/2021] [Indexed: 12/15/2022] Open
Abstract
Identifying drugs that regulate severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection and its symptoms has been a pressing area of investigation during the coronavirus disease 2019 (COVID-19) pandemic. Nonsteroidal anti-inflammatory drugs (NSAIDs), which are frequently used for the relief of pain and inflammation, could modulate both SARS-CoV-2 infection and the host response to the virus. NSAIDs inhibit the enzymes cyclooxygenase-1 (COX-1) and cyclooxygenase-2 (COX-2), which mediate the production of prostaglandins (PGs). As PGs play diverse biological roles in homeostasis and inflammatory responses, inhibiting PG production with NSAIDs could affect COVID-19 pathogenesis in multiple ways, including: (1) altering susceptibility to infection by modifying expression of angiotensin-converting enzyme 2 (ACE2), the cell entry receptor for SARS-CoV-2; (2) regulating replication of SARS-CoV-2 in host cells; and (3) modulating the immune response to SARS-CoV-2. Here, we investigate these potential roles. We demonstrate that SARS-CoV-2 infection upregulates COX-2 in diverse human cell culture and mouse systems. However, suppression of COX-2 by two commonly used NSAIDs, ibuprofen and meloxicam, had no effect on ACE2 expression, viral entry, or viral replication. In contrast, in a mouse model of SARS-CoV-2 infection, NSAID treatment reduced production of pro-inflammatory cytokines and impaired the humoral immune response to SARS-CoV-2 as demonstrated by reduced neutralizing antibody titers. Our findings indicate that NSAID treatment may influence COVID-19 outcomes by dampening the inflammatory response and production of protective antibodies rather than modifying susceptibility to infection or viral replication.ImportancePublic health officials have raised concerns about the use of nonsteroidal anti-inflammatory drugs (NSAIDs) for treating symptoms of coronavirus disease 2019 (COVID-19). NSAIDs inhibit the enzymes cyclooxygenase-1 (COX-1) and cyclooxygenase-2 (COX-2), which are critical for the generation of prostaglandins - lipid molecules with diverse roles in homeostasis and inflammation. Inhibition of prostaglandin production by NSAIDs could therefore have multiple effects on COVID-19 pathogenesis. Here, we demonstrate that NSAID treatment reduced both the antibody and pro-inflammatory cytokine response to SARS-CoV-2 infection. The ability of NSAIDs to modulate the immune response to SARS-CoV-2 infection has important implications for COVID-19 pathogenesis in patients. Whether this occurs in humans and whether it is beneficial or detrimental to the host remains an important area of future investigation. This also raises the possibility that NSAIDs may alter the immune response to SARS-CoV-2 vaccination.
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Affiliation(s)
- Jennifer S Chen
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Mia Madel Alfajaro
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Ryan D Chow
- Department of Genetics, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Jin Wei
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Renata B Filler
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Stephanie C Eisenbarth
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Craig B Wilen
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
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17
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Kevadiya BD, Machhi J, Herskovitz J, Oleynikov MD, Blomberg WR, Bajwa N, Soni D, Das S, Hasan M, Patel M, Senan AM, Gorantla S, McMillan J, Edagwa B, Eisenberg R, Gurumurthy CB, Reid SPM, Punyadeera C, Chang L, Gendelman HE. Pharmacotherapeutics of SARS-CoV-2 Infections. J Neuroimmune Pharmacol 2021; 16:12-37. [PMID: 33403500 PMCID: PMC7785334 DOI: 10.1007/s11481-020-09968-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2020] [Accepted: 10/27/2020] [Indexed: 01/31/2023]
Abstract
The COVID-19 pandemic has affected more than 38 million people world-wide by person to person transmission of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). Therapeutic and preventative strategies for SARS-CoV-2 remains a significant challenge. Within the past several months, effective treatment options have emerged and now include repurposed antivirals, corticosteroids and virus-specific antibodies. The latter has included convalescence plasma and monoclonal antibodies. Complete viral eradication will be achieved through an effective, safe and preventative vaccine. To now provide a comprehensive summary for each of the pharmacotherapeutics and preventative strategies being offered or soon to be developed for SARS-CoV-2.
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Affiliation(s)
- Bhavesh D Kevadiya
- Department of Pharmacology and Experimental Neuroscience, College of Medicine, University of Nebraska Medical Center, Omaha, NE, 68198-5880, USA.
| | - Jatin Machhi
- Department of Pharmacology and Experimental Neuroscience, College of Medicine, University of Nebraska Medical Center, Omaha, NE, 68198-5880, USA
| | - Jonathan Herskovitz
- Department of Pharmacology and Experimental Neuroscience, College of Medicine, University of Nebraska Medical Center, Omaha, NE, 68198-5880, USA
- Department of Pathology and Microbiology, College of Medicine, University of Nebraska Medical Center, Omaha, NE, 68198, USA
| | - Maxim D Oleynikov
- Department of Pharmacology and Experimental Neuroscience, College of Medicine, University of Nebraska Medical Center, Omaha, NE, 68198-5880, USA
| | - Wilson R Blomberg
- Department of Pharmacology and Experimental Neuroscience, College of Medicine, University of Nebraska Medical Center, Omaha, NE, 68198-5880, USA
| | - Neha Bajwa
- Department of Pharmaceutical Sciences & Technology, Maharaja Ranjit Singh Punjab Technical University, Bathinda, Pb, India
| | - Dhruvkumar Soni
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Nebraska Medical Center, Omaha, NE, 68198, USA
| | - Srijanee Das
- Department of Pharmacology and Experimental Neuroscience, College of Medicine, University of Nebraska Medical Center, Omaha, NE, 68198-5880, USA
- Department of Pathology and Microbiology, College of Medicine, University of Nebraska Medical Center, Omaha, NE, 68198, USA
| | - Mahmudul Hasan
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Nebraska Medical Center, Omaha, NE, 68198, USA
| | - Milankumar Patel
- Department of Pharmacology and Experimental Neuroscience, College of Medicine, University of Nebraska Medical Center, Omaha, NE, 68198-5880, USA
| | - Ahmed M Senan
- Glycomics and Glycan Bioengineering Research Center (GGBRC), College of Food Science and Technology, Nanjing Agricultural University, Nanjing, 20095, China
| | - Santhi Gorantla
- Department of Pharmacology and Experimental Neuroscience, College of Medicine, University of Nebraska Medical Center, Omaha, NE, 68198-5880, USA
| | - JoEllyn McMillan
- Department of Pharmacology and Experimental Neuroscience, College of Medicine, University of Nebraska Medical Center, Omaha, NE, 68198-5880, USA
| | - Benson Edagwa
- Department of Pharmacology and Experimental Neuroscience, College of Medicine, University of Nebraska Medical Center, Omaha, NE, 68198-5880, USA
| | | | - Channabasavaiah B Gurumurthy
- Department of Pharmacology and Experimental Neuroscience, College of Medicine, University of Nebraska Medical Center, Omaha, NE, 68198-5880, USA
| | - St Patrick M Reid
- Department of Pathology and Microbiology, College of Medicine, University of Nebraska Medical Center, Omaha, NE, 68198, USA
| | - Chamindie Punyadeera
- The School of Biomedical Sciences and the Institute of Health and Biomedical Innovation, Queensland University of Technology and the Translational Research Institute, Brisbane, Australia
| | - Linda Chang
- Departments of Diagnostic Radiology & Nuclear Medicine, and Neurology, School of Medicine, University of Maryland, Baltimore, MD, 21201, USA
| | - Howard E Gendelman
- Department of Pharmacology and Experimental Neuroscience, College of Medicine, University of Nebraska Medical Center, Omaha, NE, 68198-5880, USA
- Department of Pathology and Microbiology, College of Medicine, University of Nebraska Medical Center, Omaha, NE, 68198, USA
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Nebraska Medical Center, Omaha, NE, 68198, USA
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18
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Delorey TM, Ziegler CGK, Heimberg G, Normand R, Yang Y, Segerstolpe A, Abbondanza D, Fleming SJ, Subramanian A, Montoro DT, Jagadeesh KA, Dey KK, Sen P, Slyper M, Pita-Juárez YH, Phillips D, Bloom-Ackerman Z, Barkas N, Ganna A, Gomez J, Normandin E, Naderi P, Popov YV, Raju SS, Niezen S, Tsai LTY, Siddle KJ, Sud M, Tran VM, Vellarikkal SK, Amir-Zilberstein L, Atri DS, Beechem J, Brook OR, Chen J, Divakar P, Dorceus P, Engreitz JM, Essene A, Fitzgerald DM, Fropf R, Gazal S, Gould J, Grzyb J, Harvey T, Hecht J, Hether T, Jane-Valbuena J, Leney-Greene M, Ma H, McCabe C, McLoughlin DE, Miller EM, Muus C, Niemi M, Padera R, Pan L, Pant D, Pe’er C, Pfiffner-Borges J, Pinto CJ, Plaisted J, Reeves J, Ross M, Rudy M, Rueckert EH, Siciliano M, Sturm A, Todres E, Waghray A, Warren S, Zhang S, Zollinger DR, Cosimi L, Gupta RM, Hacohen N, Hide W, Price AL, Rajagopal J, Tata PR, Riedel S, Szabo G, Tickle TL, Hung D, Sabeti PC, Novak R, Rogers R, Ingber DE, Jiang ZG, Juric D, Babadi M, Farhi SL, Stone JR, Vlachos IS, Solomon IH, Ashenberg O, Porter CB, Li B, Shalek AK, Villani AC, Rozenblatt-Rosen O, Regev A. A single-cell and spatial atlas of autopsy tissues reveals pathology and cellular targets of SARS-CoV-2. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2021:2021.02.25.430130. [PMID: 33655247 PMCID: PMC7924267 DOI: 10.1101/2021.02.25.430130] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
The SARS-CoV-2 pandemic has caused over 1 million deaths globally, mostly due to acute lung injury and acute respiratory distress syndrome, or direct complications resulting in multiple-organ failures. Little is known about the host tissue immune and cellular responses associated with COVID-19 infection, symptoms, and lethality. To address this, we collected tissues from 11 organs during the clinical autopsy of 17 individuals who succumbed to COVID-19, resulting in a tissue bank of approximately 420 specimens. We generated comprehensive cellular maps capturing COVID-19 biology related to patients' demise through single-cell and single-nucleus RNA-Seq of lung, kidney, liver and heart tissues, and further contextualized our findings through spatial RNA profiling of distinct lung regions. We developed a computational framework that incorporates removal of ambient RNA and automated cell type annotation to facilitate comparison with other healthy and diseased tissue atlases. In the lung, we uncovered significantly altered transcriptional programs within the epithelial, immune, and stromal compartments and cell intrinsic changes in multiple cell types relative to lung tissue from healthy controls. We observed evidence of: alveolar type 2 (AT2) differentiation replacing depleted alveolar type 1 (AT1) lung epithelial cells, as previously seen in fibrosis; a concomitant increase in myofibroblasts reflective of defective tissue repair; and, putative TP63+ intrapulmonary basal-like progenitor (IPBLP) cells, similar to cells identified in H1N1 influenza, that may serve as an emergency cellular reserve for severely damaged alveoli. Together, these findings suggest the activation and failure of multiple avenues for regeneration of the epithelium in these terminal lungs. SARS-CoV-2 RNA reads were enriched in lung mononuclear phagocytic cells and endothelial cells, and these cells expressed distinct host response transcriptional programs. We corroborated the compositional and transcriptional changes in lung tissue through spatial analysis of RNA profiles in situ and distinguished unique tissue host responses between regions with and without viral RNA, and in COVID-19 donor tissues relative to healthy lung. Finally, we analyzed genetic regions implicated in COVID-19 GWAS with transcriptomic data to implicate specific cell types and genes associated with disease severity. Overall, our COVID-19 cell atlas is a foundational dataset to better understand the biological impact of SARS-CoV-2 infection across the human body and empowers the identification of new therapeutic interventions and prevention strategies.
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Affiliation(s)
- Toni M. Delorey
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Carly G. K. Ziegler
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- 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
- Harvard Graduate Program in Biophysics, Harvard University, Cambridge, MA 02138, USA
| | - Graham Heimberg
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Rachelly Normand
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
- Center for Cancer Research, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
- Harvard Medical School, Boston, MA 02115, USA
- Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Yiming Yang
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Asa Segerstolpe
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Domenic Abbondanza
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Stephen J. Fleming
- Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA 02142
- Precision Cardiology Laboratory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Ayshwarya Subramanian
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | | | - Karthik A. Jagadeesh
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Kushal K. Dey
- Department of Epidemiology, Harvard School of Public Health
| | - Pritha Sen
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
- Division of Infectious Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
- Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
| | - Michal Slyper
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Yered H. Pita-Juárez
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Harvard Medical School, Boston, MA 02115, USA
- Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA 02115, USA
- Harvard Medical School Initiative for RNA Medicine, Boston, MA 02115, USA
- Cancer Research Institute, Beth Israel Deaconess Medical Center, Boston, MA 02115, USA
| | - Devan Phillips
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Zohar Bloom-Ackerman
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Nick Barkas
- Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA 02142
| | - Andrea Ganna
- Institute for Molecular Medicine Finland, Helsinki, Finland
- Analytical & Translational Genetics Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - James Gomez
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Erica Normandin
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Harvard Medical School, Boston, MA 02115, USA
| | - Pourya Naderi
- Harvard Medical School, Boston, MA 02115, USA
- Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA 02115, USA
- Harvard Medical School Initiative for RNA Medicine, Boston, MA 02115, USA
| | - Yury V. Popov
- Harvard Medical School, Boston, MA 02115, USA
- Department of Medicine, Beth Israel Deaconess Medical Center, MA 02115, USA
- Division of Gastroenterology, Hepatology and Nutrition, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA 02215, USA
| | - Siddharth S. Raju
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA
- FAS Center for Systems Biology, Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Sebastian Niezen
- Harvard Medical School, Boston, MA 02115, USA
- Department of Medicine, Beth Israel Deaconess Medical Center, MA 02115, USA
- Division of Gastroenterology, Hepatology and Nutrition, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA 02215, USA
| | - Linus T.-Y. Tsai
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Harvard Medical School, Boston, MA 02115, USA
- Department of Medicine, Beth Israel Deaconess Medical Center, MA 02115, USA
- Division of Endocrinology, Diabetes, and Metabolism, Beth Israel Deaconess Medical Center, Boston, MA 02115
- Boston Nutrition and Obesity Research Center Functional Genomics and Bioinformatics Core Boston, MA 02115, USA
| | - Katherine J. Siddle
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA
| | - Malika Sud
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Victoria M. Tran
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Shamsudheen K. Vellarikkal
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Divisions of Cardiovascular Medicine and Genetics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Liat Amir-Zilberstein
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Deepak S. Atri
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Divisions of Cardiovascular Medicine and Genetics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115, USA
| | | | - Olga R. Brook
- Department of Radiology, Beth Israel Deaconess Medical Center, Boston, MA 02215, USA
| | - Jonathan Chen
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02115, USA
| | | | - Phylicia Dorceus
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Jesse M. Engreitz
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Genetics and BASE Initiative, Stanford University School of Medicine
| | - Adam Essene
- Department of Medicine, Beth Israel Deaconess Medical Center, MA 02115, USA
- Division of Endocrinology, Diabetes, and Metabolism, Beth Israel Deaconess Medical Center, Boston, MA 02115
- Boston Nutrition and Obesity Research Center Functional Genomics and Bioinformatics Core Boston, MA 02115, USA
| | - Donna M. Fitzgerald
- Massachusetts General Hospital Cancer Center, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Robin Fropf
- NanoString Technologies Inc., Seattle, WA 98109, USA
| | - Steven Gazal
- Center for Genetic Epidemiology, Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Joshua Gould
- Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA 02142
| | - John Grzyb
- Department of Pathology, Brigham and Women’s Hospital, Boston, MA 02115
| | - Tyler Harvey
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Jonathan Hecht
- Harvard Medical School, Boston, MA 02115, USA
- Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA 02115, USA
| | - Tyler Hether
- NanoString Technologies Inc., Seattle, WA 98109, USA
| | - Judit Jane-Valbuena
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | | | - Hui Ma
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Cristin McCabe
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Daniel E. McLoughlin
- Massachusetts General Hospital Cancer Center, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | | | - Christoph Muus
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02138
| | - Mari Niemi
- Institute for Molecular Medicine Finland, Helsinki, Finland
| | - Robert Padera
- Department of Pathology, Brigham and Women’s Hospital, Boston, MA 02115
- Harvard-MIT Division of Health Sciences and Technology, Cambridge MA
- Department of Pathology, Harvard Medical School, Boston, MA 02115, USA
| | - Liuliu Pan
- NanoString Technologies Inc., Seattle, WA 98109, USA
| | - Deepti Pant
- Department of Medicine, Beth Israel Deaconess Medical Center, MA 02115, USA
- Division of Endocrinology, Diabetes, and Metabolism, Beth Israel Deaconess Medical Center, Boston, MA 02115
- Boston Nutrition and Obesity Research Center Functional Genomics and Bioinformatics Core Boston, MA 02115, USA
| | - Carmel Pe’er
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | | | - Christopher J. Pinto
- Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
- Massachusetts General Hospital Cancer Center, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Jacob Plaisted
- Department of Pathology, Brigham and Women’s Hospital, Boston, MA 02115
| | - Jason Reeves
- NanoString Technologies Inc., Seattle, WA 98109, USA
| | - Marty Ross
- NanoString Technologies Inc., Seattle, WA 98109, USA
| | - Melissa Rudy
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | | | - Alexander Sturm
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Ellen Todres
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Avinash Waghray
- Harvard Stem Cell Institute, Cambridge, MA, USA
- Center for Regenerative Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Sarah Warren
- NanoString Technologies Inc., Seattle, WA 98109, USA
| | - Shuting Zhang
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Lisa Cosimi
- Infectious Diseases Division, Department of Medicine, Brigham and Women’s Hospital, Boston, MA, USA
| | - Rajat M. Gupta
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Divisions of Cardiovascular Medicine and Genetics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Nir Hacohen
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Center for Cancer Research, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Winston Hide
- Harvard Medical School, Boston, MA 02115, USA
- Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA 02115, USA
- Harvard Medical School Initiative for RNA Medicine, Boston, MA 02115, USA
- Cancer Research Institute, Beth Israel Deaconess Medical Center, Boston, MA 02115, USA
| | - Alkes L. Price
- Department of Epidemiology, Harvard School of Public Health
| | - Jayaraj Rajagopal
- Massachusetts General Hospital Cancer Center, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | | | - Stefan Riedel
- Harvard Medical School, Boston, MA 02115, USA
- Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA 02115, USA
| | - Gyongyi Szabo
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Harvard Medical School, Boston, MA 02115, USA
- Department of Medicine, Beth Israel Deaconess Medical Center, MA 02115, USA
| | - Timothy L. Tickle
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
- Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA 02142
| | - Deborah Hung
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA
- Department of Molecular Biology and Center for Computational and Integrative Biology, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Pardis C. Sabeti
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
- Massachusetts Consortium on Pathogen Readiness, Boston, MA, USA
| | - Richard Novak
- Wyss Institute for Biologically Inspired Engineering, Harvard University
| | - Robert Rogers
- Department of Medicine, Beth Israel Deaconess Medical Center, MA 02115, USA
- Massachusetts General Hospital, MA 02114, USA
| | - Donald E. Ingber
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02138
- Wyss Institute for Biologically Inspired Engineering, Harvard University
- Vascular Biology Program and Department of Surgery, Boston Children’s Hospital, Harvard Medical School, Boston, MA USA
| | - Z. Gordon Jiang
- Harvard Medical School, Boston, MA 02115, USA
- Department of Medicine, Beth Israel Deaconess Medical Center, MA 02115, USA
- Division of Gastroenterology, Hepatology and Nutrition, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA 02215, USA
| | - Dejan Juric
- Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
- Massachusetts General Hospital Cancer Center, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Mehrtash Babadi
- Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA 02142
- Precision Cardiology Laboratory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Samouil L. Farhi
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - James R. Stone
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Ioannis S. Vlachos
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Harvard Medical School, Boston, MA 02115, USA
- Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA 02115, USA
- Harvard Medical School Initiative for RNA Medicine, Boston, MA 02115, USA
- Cancer Research Institute, Beth Israel Deaconess Medical Center, Boston, MA 02115, USA
| | - Isaac H. Solomon
- Department of Pathology, Brigham and Women’s Hospital, Boston, MA 02115
| | - Orr Ashenberg
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Caroline B.M. Porter
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Bo Li
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
- Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
| | - Alex K. Shalek
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- 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
- Harvard Graduate Program in Biophysics, Harvard University, Cambridge, MA 02138, USA
- Harvard Medical School, Boston, MA 02115, USA
- Harvard Stem Cell Institute, Cambridge, MA, USA
- Program in Computational & Systems Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Program in Immunology, Harvard Medical School, Boston, MA 02115, USA
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Alexandra-Chloé Villani
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
- Center for Cancer Research, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
- Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
| | - Orit Rozenblatt-Rosen
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
- Current address: Genentech, 1 DNA Way, South San Francisco, CA, USA
| | - Aviv Regev
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
- Current address: Genentech, 1 DNA Way, South San Francisco, CA, USA
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19
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Zheng Y, Jin D, Lin J, Zhang Y, Tian J, Lian F, Tong X. Understanding COVID-19 in Wuhan From the Perspective of Cold-Dampness: Clinical Evidences and Mechanisms. Front Med (Lausanne) 2021; 8:617659. [PMID: 33693014 PMCID: PMC7939017 DOI: 10.3389/fmed.2021.617659] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2020] [Accepted: 01/08/2021] [Indexed: 01/08/2023] Open
Abstract
Traditional Chinese medicine (TCM) has played a significant role in the treatment of coronavirus disease 2019 (COVID-19) in Wuhan City. During the epidemic, Academician Tong Xiaolin suggested a close association of COVID-19 with cold-dampness, an etiological factor in TCM, by summarizing the characteristics of the COVID-19 patients in Wuhan. and the theory of Cold-dampness Plague was proposed. Based on the Cold-dampness Plague theory, a series of TCM drugs, such as Huoxiang Zhengqi Dropping Pills, Lianhua Qingwen Granules Hanshiyi Formula, and Tongzhi Granule were developed for the different stages, namely mild, moderate, severe, recovery, of the COVID-19. In addition, clinical evidences were obtained through randomized clinical trials or retrospective cohort studies. The Anti-SARS-CoV-2 mechanism of the TCM prescriptions were then summarized from the four aspects: targeting the ACE2 and 3CLPro, targeting cytokines, targeting acute immune responses to SARS-CoV-2, and targeting pulmonary fibrosis. Despite the clinical efficacy and therapeutic pharmacology speculation, more studies such as large-scale randomized clinical trials, cell and animal experiments are needed to further verify the theory of the Cold-dampness Plague in COVID-19 patients.
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Affiliation(s)
- Yujiao Zheng
- Department of Endocrinology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China
- Graduate School, Beijing University of Chinese Medicine, Beijing, China
| | - De Jin
- Department of Endocrinology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Jiaran Lin
- Graduate School, Beijing University of Chinese Medicine, Beijing, China
| | - Yuehong Zhang
- Department of Endocrinology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Jiaxing Tian
- Department of Endocrinology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Fengmei Lian
- Department of Endocrinology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Xiaolin Tong
- Department of Endocrinology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China
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20
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Ziegler CGK, Miao VN, Owings AH, Navia AW, Tang Y, Bromley JD, Lotfy P, Sloan M, Laird H, Williams HB, George M, Drake RS, Christian T, Parker A, Sindel CB, Burger MW, Pride Y, Hasan M, Abraham GE, Senitko M, Robinson TO, Shalek AK, Glover SC, Horwitz BH, Ordovas-Montanes J. Impaired local intrinsic immunity to SARS-CoV-2 infection in severe COVID-19. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2021:2021.02.20.431155. [PMID: 33619488 PMCID: PMC7899452 DOI: 10.1101/2021.02.20.431155] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Infection with SARS-CoV-2, the virus that causes COVID-19, can lead to severe lower respiratory illness including pneumonia and acute respiratory distress syndrome, which can result in profound morbidity and mortality. However, many infected individuals are either asymptomatic or have isolated upper respiratory symptoms, which suggests that the upper airways represent the initial site of viral infection, and that some individuals are able to largely constrain viral pathology to the nasal and oropharyngeal tissues. Which cell types in the human nasopharynx are the primary targets of SARS-CoV-2 infection, and how infection influences the cellular organization of the respiratory epithelium remains incompletely understood. Here, we present nasopharyngeal samples from a cohort of 35 individuals with COVID-19, representing a wide spectrum of disease states from ambulatory to critically ill, as well as 23 healthy and intubated patients without COVID-19. Using standard nasopharyngeal swabs, we collected viable cells and performed single-cell RNA-sequencing (scRNA-seq), simultaneously profiling both host and viral RNA. We find that following infection with SARS-CoV-2, the upper respiratory epithelium undergoes massive reorganization: secretory cells diversify and expand, and mature epithelial cells are preferentially lost. Further, we observe evidence for deuterosomal cell and immature ciliated cell expansion, potentially representing active repopulation of lost ciliated cells through coupled secretory cell differentiation. Epithelial cells from participants with mild/moderate COVID-19 show extensive induction of genes associated with anti-viral and type I interferon responses. In contrast, cells from participants with severe lower respiratory symptoms appear globally muted in their anti-viral capacity, despite substantially higher local inflammatory myeloid populations and equivalent nasal viral loads. This suggests an essential role for intrinsic, local epithelial immunity in curbing and constraining viral-induced pathology. Using a custom computational pipeline, we characterized cell-associated SARS-CoV-2 RNA and identified rare cells with RNA intermediates strongly suggestive of active replication. Both within and across individuals, we find remarkable diversity and heterogeneity among SARS-CoV-2 RNA+ host cells, including developing/immature and interferon-responsive ciliated cells, KRT13+ "hillock"-like cells, and unique subsets of secretory, goblet, and squamous cells. Finally, SARS-CoV-2 RNA+ cells, as compared to uninfected bystanders, are enriched for genes involved in susceptibility (e.g., CTSL, TMPRSS2) or response (e.g., MX1, IFITM3, EIF2AK2) to infection. Together, this work defines both protective and detrimental host responses to SARS-CoV-2, determines the direct viral targets of infection, and suggests that failed anti-viral epithelial immunity in the nasal mucosa may underlie the progression to severe COVID-19.
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Affiliation(s)
- Carly G. K. Ziegler
- Program in Health Sciences & Technology, Harvard Medical School & MIT, 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
- Harvard Graduate Program in Biophysics, Harvard University, Cambridge, MA 02138, USA
- Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Vincent N. Miao
- Program in Health Sciences & Technology, Harvard Medical School & MIT, 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
- Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Anna H. Owings
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS 39216, USA
| | - Andrew W. Navia
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Ying Tang
- Division of Gastroenterology, Hepatology, and Nutrition, Boston Children’s Hospital, Boston, MA 02115, USA
| | - Joshua D. Bromley
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Department of Microbiology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Peter Lotfy
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Division of Gastroenterology, Hepatology, and Nutrition, Boston Children’s Hospital, Boston, MA 02115, USA
| | - Meredith Sloan
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS 39216, USA
| | - Hannah Laird
- Division of Digestive Diseases, University of Mississippi Medical Center, Jackson, MS 39216, USA
| | - Haley B. Williams
- Division of Digestive Diseases, University of Mississippi Medical Center, Jackson, MS 39216, USA
| | - Micayla George
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Riley S. Drake
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Taylor Christian
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS 39216, USA
| | - Adam Parker
- Division of Digestive Diseases, University of Mississippi Medical Center, Jackson, MS 39216, USA
| | - Campbell B. Sindel
- Division of Pulmonary, Critical Care, and Sleep Medicine, University of Mississippi Medical Center, Jackson, MS 39216, USA
| | - Molly W. Burger
- Obstetrics and Gynecology, University of Mississippi Medical Center, Jackson, MS 39216, USA
| | - Yilianys Pride
- Division of Digestive Diseases, University of Mississippi Medical Center, Jackson, MS 39216, USA
| | - Mohammad Hasan
- Division of Digestive Diseases, University of Mississippi Medical Center, Jackson, MS 39216, USA
| | - George E. Abraham
- Division of Pulmonary, Critical Care, and Sleep Medicine, University of Mississippi Medical Center, Jackson, MS 39216, USA
| | - Michal Senitko
- Division of Pulmonary, Critical Care, and Sleep Medicine, University of Mississippi Medical Center, Jackson, MS 39216, USA
| | - Tanya O. Robinson
- Division of Digestive Diseases, University of Mississippi Medical Center, Jackson, MS 39216, USA
| | - Alex K. Shalek
- Program in Health Sciences & Technology, Harvard Medical School & MIT, 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
- Harvard Graduate Program in Biophysics, Harvard University, Cambridge, MA 02138, USA
- Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Program in Immunology, Harvard Medical School, Boston, MA 02115, USA
- Harvard Stem Cell Institute, Cambridge, MA 02138, USA
| | - Sarah C. Glover
- Division of Digestive Diseases, University of Mississippi Medical Center, Jackson, MS 39216, USA
| | - Bruce H. Horwitz
- Division of Gastroenterology, Hepatology, and Nutrition, Boston Children’s Hospital, Boston, MA 02115, USA
- Division of Emergency Medicine, Boston Children’s Hospital, Boston, MA 02115, USA
- Program in Immunology, Harvard Medical School, Boston, MA 02115, USA
| | - Jose Ordovas-Montanes
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Division of Gastroenterology, Hepatology, and Nutrition, Boston Children’s Hospital, Boston, MA 02115, USA
- Program in Immunology, Harvard Medical School, Boston, MA 02115, USA
- Harvard Stem Cell Institute, Cambridge, MA 02138, USA
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21
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de Vries M, Mohamed AS, Prescott RA, Valero-Jimenez AM, Desvignes L, O’Connor R, Steppan C, Devlin JC, Ivanova E, Herrera A, Schinlever A, Loose P, Ruggles K, Koralov SB, Anderson AS, Binder J, Dittmann M. A comparative analysis of SARS-CoV-2 antivirals in human airway models characterizes 3CL pro inhibitor PF-00835231 as a potential new treatment for COVID-19. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2021:2020.08.28.272880. [PMID: 32869028 PMCID: PMC7457613 DOI: 10.1101/2020.08.28.272880] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is the etiological agent of Coronavirus Disease 2019 (COVID-19). There is a dire need for novel effective antivirals to treat COVID-19, as the only approved direct-acting antiviral to date is remdesivir, targeting the viral polymerase complex. A potential alternate target in the viral life cycle is the main SARS-CoV-2 protease 3CLpro (Mpro). The drug candidate PF-00835231 is the active compound of the first anti-3CLpro regimen in clinical trials. Here, we perform a comparative analysis of PF-00835231, the pre-clinical 3CLpro inhibitor GC-376, and the polymerase inhibitor remdesivir, in alveolar basal epithelial cells modified to express ACE2 (A549+ACE2 cells). We find PF-00835231 with at least similar or higher potency than remdesivir or GC-376. A time-of-drug-addition approach delineates the timing of early SARS-CoV-2 life cycle steps in A549+ACE2 cells and validates PF-00835231's early time of action. In a model of the human polarized airway epithelium, both PF-00835231 and remdesivir potently inhibit SARS-CoV-2 at low micromolar concentrations. Finally, we show that the efflux transporter P-glycoprotein, which was previously suggested to diminish PF-00835231's efficacy based on experiments in monkey kidney Vero E6 cells, does not negatively impact PF-00835231 efficacy in either A549+ACE2 cells or human polarized airway epithelial cultures. Thus, our study provides in vitro evidence for the potential of PF-00835231 as an effective SARS-CoV-2 antiviral and addresses concerns that emerged based on prior studies in non-human in vitro models.
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Affiliation(s)
- Maren de Vries
- Department of Microbiology, New York University Grossman School of Medicine, New York 10016, USA
| | - Adil S Mohamed
- Department of Microbiology, New York University Grossman School of Medicine, New York 10016, USA
| | - Rachel A Prescott
- Department of Microbiology, New York University Grossman School of Medicine, New York 10016, USA
- Vilcek Institute of Graduate Biomedical Sciences, New York University Grossman School of Medicine, New York 10016, USA
| | - Ana M Valero-Jimenez
- Department of Microbiology, New York University Grossman School of Medicine, New York 10016, USA
| | - Ludovic Desvignes
- Department of Medicine, New York University Grossman School of Medicine, New York 10016, USA
- Office of Science & Research, NYU Langone Health, New York 10016, USA
| | | | | | - Joseph C Devlin
- Vilcek Institute of Graduate Biomedical Sciences, New York University Grossman School of Medicine, New York 10016, USA
- Institute of Systems Genetics, New York University Grossman School of Medicine, New York 10016, USA
| | - Ellie Ivanova
- Department of Pathology, New York University Grossman School of Medicine, New York 10016, USA
| | - Alberto Herrera
- Department of Pathology, New York University Grossman School of Medicine, New York 10016, USA
| | - Austin Schinlever
- Department of Microbiology, New York University Grossman School of Medicine, New York 10016, USA
- Vilcek Institute of Graduate Biomedical Sciences, New York University Grossman School of Medicine, New York 10016, USA
| | - Paige Loose
- Department of Microbiology, New York University Grossman School of Medicine, New York 10016, USA
| | - Kelly Ruggles
- Institute of Systems Genetics, New York University Grossman School of Medicine, New York 10016, USA
| | - Sergei B Koralov
- Department of Pathology, New York University Grossman School of Medicine, New York 10016, USA
| | | | - Joseph Binder
- Pfizer Oncology Research and Development, San Diego, CA 92128, USA
| | - Meike Dittmann
- Department of Microbiology, New York University Grossman School of Medicine, New York 10016, USA
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22
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Ex uno, plures-From One Tissue to Many Cells: A Review of Single-Cell Transcriptomics in Cardiovascular Biology. Int J Mol Sci 2021; 22:ijms22042071. [PMID: 33669808 PMCID: PMC7922347 DOI: 10.3390/ijms22042071] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2021] [Revised: 02/15/2021] [Accepted: 02/16/2021] [Indexed: 11/17/2022] Open
Abstract
Recent technological advances have revolutionized the study of tissue biology and garnered a greater appreciation for tissue complexity. In order to understand cardiac development, heart tissue homeostasis, and the effects of stress and injury on the cardiovascular system, it is essential to characterize the heart at high cellular resolution. Single-cell profiling provides a more precise definition of tissue composition, cell differentiation trajectories, and intercellular communication, compared to classical bulk approaches. Here, we aim to review how recent single-cell multi-omic studies have changed our understanding of cell dynamics during cardiac development, and in the healthy and diseased adult myocardium.
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23
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Pandamooz S, Jurek B, Meinung CP, Baharvand Z, Shahem-Abadi AS, Haerteis S, Miyan JA, Downing J, Dianatpour M, Borhani-Haghighi A, Salehi MS. Experimental Models of SARS-CoV-2 Infection: Possible Platforms to Study COVID-19 Pathogenesis and Potential Treatments. Annu Rev Pharmacol Toxicol 2021; 62:25-53. [PMID: 33606962 DOI: 10.1146/annurev-pharmtox-121120-012309] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
In December 2019, a novel coronavirus crossed species barriers to infect humans and was effectively transmitted from person to person, leading including vaccines and antiviral drugs that could prevent or limit the burden or transmission of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), is a global health priority. It is thus of utmost importance to assess possible therapeutic strategies against SARS-CoV-2 using experimental models that recapitulate aspects of the human disease. Here, we review available models currently being developed and used to study SARS-CoV-2 infection and highlight their application to screen potential therapeutic approaches, including repurposed antiviral drugs and vaccines. Each identified model provides a valuable insight into SARS-CoV-2 cellular tropism, replication kinetics, and cell damage that could ultimately enhance understanding of SARS-CoV-2 pathogenesis and protective immunity. Expected final online publication date for the Annual Review of Pharmacology and Toxicology, Volume 62 is January 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
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Affiliation(s)
- Sareh Pandamooz
- Stem Cells Technology Research Center, Shiraz University of Medical Sciences, Shiraz, Iran;
| | - Benjamin Jurek
- Institute for Molecular and Cellular Anatomy, University of Regensburg, Regensburg 93053, Germany
| | - Carl-Philipp Meinung
- Department of Molecular and Behavioural Neurobiology, University of Regensburg, Regensburg 93053, Germany
| | - Zahra Baharvand
- Department of Cellular and Molecular Biology, Faculty of Biological Sciences, Kharazmi University, Tehran, Iran
| | | | - Silke Haerteis
- Institute for Molecular and Cellular Anatomy, University of Regensburg, Regensburg 93053, Germany
| | - Jaleel A Miyan
- Faculty of Biology, Medicine & Health, Division of Neuroscience & Experimental Psychology, The University of Manchester, Manchester M13 9PL, United Kingdom
| | - James Downing
- School of Pharmacy and Biomolecular Sciences, Faculty of Science, Liverpool John Moores University, Liverpool L2 2QP, United Kingdom
| | - Mehdi Dianatpour
- Stem Cells Technology Research Center, Shiraz University of Medical Sciences, Shiraz, Iran;
| | | | - Mohammad Saied Salehi
- Clinical Neurology Research Center, Shiraz University of Medical Sciences, Shiraz, Iran;
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24
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Zamorano Cuervo N, Grandvaux N. ACE2: Evidence of role as entry receptor for SARS-CoV-2 and implications in comorbidities. eLife 2020; 9:e61390. [PMID: 33164751 PMCID: PMC7652413 DOI: 10.7554/elife.61390] [Citation(s) in RCA: 215] [Impact Index Per Article: 53.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Accepted: 10/29/2020] [Indexed: 02/06/2023] Open
Abstract
Pandemic severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) causes coronavirus 19 disease (COVID-19) which presents a large spectrum of manifestations with fatal outcomes in vulnerable people over 70-years-old and with hypertension, diabetes, obesity, cardiovascular disease, COPD, and smoking status. Knowledge of the entry receptor is key to understand SARS-CoV-2 tropism, transmission and pathogenesis. Early evidence pointed to angiotensin-converting enzyme 2 (ACE2) as SARS-CoV-2 entry receptor. Here, we provide a critical summary of the current knowledge highlighting the limitations and remaining gaps that need to be addressed to fully characterize ACE2 function in SARS-CoV-2 infection and associated pathogenesis. We also discuss ACE2 expression and potential role in the context of comorbidities associated with poor COVID-19 outcomes. Finally, we discuss the potential co-receptors/attachment factors such as neuropilins, heparan sulfate and sialic acids and the putative alternative receptors, such as CD147 and GRP78.
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Affiliation(s)
| | - Nathalie Grandvaux
- CRCHUM - Centre Hospitalier de l’Université de MontréalQuébecCanada
- Department of Biochemistry and Molecular Medicine, Faculty of Medicine, Université de MontréalQuébecCanada
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25
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Bertolazzi G, Cipollina C, Benos PV, Tumminello M, Coronnello C. miR-1207-5p Can Contribute to Dysregulation of Inflammatory Response in COVID-19 via Targeting SARS-CoV-2 RNA. Front Cell Infect Microbiol 2020; 10:586592. [PMID: 33194826 PMCID: PMC7658538 DOI: 10.3389/fcimb.2020.586592] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2020] [Accepted: 10/12/2020] [Indexed: 12/11/2022] Open
Abstract
The present study focuses on the role of human miRNAs in SARS-CoV-2 infection. An extensive analysis of human miRNA binding sites on the viral genome led to the identification of miR-1207-5p as potential regulator of the viral Spike protein. It is known that exogenous RNA can compete for miRNA targets of endogenous mRNAs leading to their overexpression. Our results suggest that SARS-CoV-2 virus can act as an exogenous competing RNA, facilitating the over-expression of its endogenous targets. Transcriptomic analysis of human alveolar and bronchial epithelial cells confirmed that the CSF1 gene, a known target of miR-1207-5p, is over-expressed following SARS-CoV-2 infection. CSF1 enhances macrophage recruitment and activation and its overexpression may contribute to the acute inflammatory response observed in severe COVID-19. In summary, our results indicate that dysregulation of miR-1207-5p-target genes during SARS-CoV-2 infection may contribute to uncontrolled inflammation in most severe COVID-19 cases.
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Affiliation(s)
- Giorgio Bertolazzi
- Department of Economics, Business and Statistics, University of Palermo, Palermo, Italy
- Fondazione Ri.MED, Palermo, Italy
| | - Chiara Cipollina
- Fondazione Ri.MED, Palermo, Italy
- Institute for Biomedical Research and Innovation, National Research Council, Palermo, Italy
| | - Panayiotis V. Benos
- Department of Computational and Systems Biology, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
| | - Michele Tumminello
- Department of Economics, Business and Statistics, University of Palermo, Palermo, Italy
- Institute for Biomedical Research and Innovation, National Research Council, Palermo, Italy
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26
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Peng JY, Punyadarsaniya D, Shin DL, Pavasutthipaisit S, Beineke A, Li G, Wu NH, Herrler G. The Cell Tropism of Porcine Respiratory Coronavirus for Airway Epithelial Cells Is Determined by the Expression of Porcine Aminopeptidase N. Viruses 2020; 12:v12111211. [PMID: 33114247 PMCID: PMC7690903 DOI: 10.3390/v12111211] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2020] [Revised: 10/20/2020] [Accepted: 10/22/2020] [Indexed: 02/06/2023] Open
Abstract
Porcine respiratory coronavirus (PRCoV) infects the epithelial cells in the respiratory tract of pigs, causing a mild respiratory disease. We applied air–liquid interface (ALI) cultures of well-differentiated porcine airway cells to mimic the respiratory tract epithelium in vitro and use it for analyzing the infection by PRCoV. As reported for most coronaviruses, virus entry and virus release occurred mainly via the apical membrane domain. A novel finding was that PRCoV preferentially targets non-ciliated and among them the non-mucus-producing cells. Aminopeptidase N (APN), the cellular receptor for PRCoV was also more abundantly expressed on this type of cell suggesting that APN is a determinant of the cell tropism. Interestingly, differentiation-dependent differences were found both in the expression of pAPN and the susceptibility to PRCoV infection. Cells in an early differentiation stage express higher levels of pAPN and are more susceptible to infection by PRCoV than are well-differentiated cells. A difference in the susceptibility to infection was also detected when tracheal and bronchial cells were compared. The increased susceptibility to infection of bronchial epithelial cells was, however, not due to an increased abundance of APN on the cell surface. Our data reveal a complex pattern of infection in porcine differentiated airway epithelial cells that could not be elucidated with immortalized cell lines. The results are expected to have relevance also for the analysis of other respiratory viruses.
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Affiliation(s)
- Ju-Yi Peng
- Institute of Virology, University of Veterinary Medicine Hannover, 30559 Hannover, Germany; (J.-Y.P.); (D.-L.S.)
| | - Darsaniya Punyadarsaniya
- Virology and Immunology Department, Faculty of Veterinary Medicine, Mahanakorn University of Technology, Bangkok 10100, Thailand;
| | - Dai-Lun Shin
- Institute of Virology, University of Veterinary Medicine Hannover, 30559 Hannover, Germany; (J.-Y.P.); (D.-L.S.)
| | - Suvarin Pavasutthipaisit
- Department of Pathology, University of Veterinary Medicine Hannover, 30559 Hannover, Germany; (S.P.); (A.B.)
- Department of Pathology, Faculty of Veterinary Medicine, Mahanakorn University of Technology, Bangkok 10100, Thailand
| | - Andreas Beineke
- Department of Pathology, University of Veterinary Medicine Hannover, 30559 Hannover, Germany; (S.P.); (A.B.)
| | - Guangxing Li
- College of Veterinary Medicine, Northeast Agricultural University, 59 Mucai Street, Xiangfang District, Harbin 150000, China;
| | - Nai-Huei Wu
- Institute of Virology, University of Veterinary Medicine Hannover, 30559 Hannover, Germany; (J.-Y.P.); (D.-L.S.)
- Department of Veterinary Medicine, National Taiwan University, Taipei 106, Taiwan
- Correspondence: (N.-H.W.); (G.H.)
| | - Georg Herrler
- Institute of Virology, University of Veterinary Medicine Hannover, 30559 Hannover, Germany; (J.-Y.P.); (D.-L.S.)
- Correspondence: (N.-H.W.); (G.H.)
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27
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Cantuti-Castelvetri L, Ojha R, Pedro LD, Djannatian M, Franz J, Kuivanen S, van der Meer F, Kallio K, Kaya T, Anastasina M, Smura T, Levanov L, Szirovicza L, Tobi A, Kallio-Kokko H, Österlund P, Joensuu M, Meunier FA, Butcher SJ, Winkler MS, Mollenhauer B, Helenius A, Gokce O, Teesalu T, Hepojoki J, Vapalahti O, Stadelmann C, Balistreri G, Simons M. Neuropilin-1 facilitates SARS-CoV-2 cell entry and infectivity. Science 2020; 370:856-860. [PMID: 33082293 PMCID: PMC7857391 DOI: 10.1126/science.abd2985] [Citation(s) in RCA: 1289] [Impact Index Per Article: 322.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Accepted: 10/12/2020] [Indexed: 12/11/2022]
Abstract
Virus-host interactions determine cellular entry and spreading in tissues. Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and the earlier SARS-CoV use angiotensin-converting enzyme 2 (ACE2) as a receptor; however, their tissue tropism differs, raising the possibility that additional host factors are involved. The spike protein of SARS-CoV-2 contains a cleavage site for the protease furin that is absent from SARS-CoV (see the Perspective by Kielian). Cantuti-Castelvetri et al. now show that neuropilin-1 (NRP1), which is known to bind furin-cleaved substrates, potentiates SARS-CoV-2 infectivity. NRP1 is abundantly expressed in the respiratory and olfactory epithelium, with highest expression in endothelial and epithelial cells. Daly et al. found that the furin-cleaved S1 fragment of the spike protein binds directly to cell surface NRP1 and blocking this interaction with a small-molecule inhibitor or monoclonal antibodies reduced viral infection in cell culture. Understanding the role of NRP1 in SARS-CoV-2 infection may suggest potential targets for future antiviral therapeutics. Science, this issue p. 856, p. 861; see also p. 765 The causative agent of coronavirus disease 2019 (COVID-19) is the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). For many viruses, tissue tropism is determined by the availability of virus receptors and entry cofactors on the surface of host cells. In this study, we found that neuropilin-1 (NRP1), known to bind furin-cleaved substrates, significantly potentiates SARS-CoV-2 infectivity, an effect blocked by a monoclonal blocking antibody against NRP1. A SARS-CoV-2 mutant with an altered furin cleavage site did not depend on NRP1 for infectivity. Pathological analysis of olfactory epithelium obtained from human COVID-19 autopsies revealed that SARS-CoV-2 infected NRP1-positive cells facing the nasal cavity. Our data provide insight into SARS-CoV-2 cell infectivity and define a potential target for antiviral intervention.
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Affiliation(s)
- Ludovico Cantuti-Castelvetri
- Institute of Neuronal Cell Biology, Technical University Munich, Munich, Germany.,German Center for Neurodegenerative Diseases (DZNE), Munich, Germany
| | - Ravi Ojha
- Faculty of Biological and Environmental Sciences, Molecular and Integrative Biosciences Research Program, University of Helsinki, Helsinki, Finland
| | - Liliana D Pedro
- Institute of Neuronal Cell Biology, Technical University Munich, Munich, Germany.,German Center for Neurodegenerative Diseases (DZNE), Munich, Germany
| | - Minou Djannatian
- Institute of Neuronal Cell Biology, Technical University Munich, Munich, Germany.,German Center for Neurodegenerative Diseases (DZNE), Munich, Germany
| | - Jonas Franz
- Department of Neuropathology, University Medical Center Göttingen, Göttingen, Germany.,Campus Institute for Dynamics of Biological Networks, University of Göttingen, Göttingen, Germany.,Max Planck Institute for Experimental Medicine, Göttingen, Germany
| | - Suvi Kuivanen
- Department of Virology, Medicum, University of Helsinki, Helsinki, Finland
| | | | - Katri Kallio
- Faculty of Biological and Environmental Sciences, Molecular and Integrative Biosciences Research Program, University of Helsinki, Helsinki, Finland
| | - Tuğberk Kaya
- Institute of Neuronal Cell Biology, Technical University Munich, Munich, Germany.,German Center for Neurodegenerative Diseases (DZNE), Munich, Germany.,Institute for Stroke and Dementia Research (ISD), University Hospital, LMU Munich, Munich, Germany
| | - Maria Anastasina
- Faculty of Biological and Environmental Sciences, Molecular and Integrative Biosciences Research Program, University of Helsinki, Helsinki, Finland.,Helsinki Institute of Life Sciences-Institute of Biotechnology, University of Helsinki, Helsinki, Finland
| | - Teemu Smura
- Department of Virology, Medicum, University of Helsinki, Helsinki, Finland
| | - Lev Levanov
- Department of Virology, Medicum, University of Helsinki, Helsinki, Finland
| | - Leonora Szirovicza
- Department of Virology, Medicum, University of Helsinki, Helsinki, Finland
| | - Allan Tobi
- Laboratory of Cancer Biology, Institute of Biomedicine and Translational Medicine, University of Tartu, Tartu, Estonia
| | - Hannimari Kallio-Kokko
- Department of Virology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Pamela Österlund
- Department of Health Security, Finnish Institute for Health and Welfare (THL), Helsinki, Finland
| | - Merja Joensuu
- Clem Jones Centre for Ageing Dementia Research, Queensland Brain Institute, The University of Queensland, Brisbane, Queensland, Australia
| | - Frédéric A Meunier
- Clem Jones Centre for Ageing Dementia Research, Queensland Brain Institute, The University of Queensland, Brisbane, Queensland, Australia
| | - Sarah J Butcher
- Faculty of Biological and Environmental Sciences, Molecular and Integrative Biosciences Research Program, University of Helsinki, Helsinki, Finland.,Helsinki Institute of Life Sciences-Institute of Biotechnology, University of Helsinki, Helsinki, Finland
| | - Martin Sebastian Winkler
- Department of Anesthesiology and Intensive Care Medicine, University Medical Center Göttingen, Göttingen, Germany
| | - Brit Mollenhauer
- Department of Neurology, University Medical Center Göttingen, Göttingen, Germany.,Paracelsus-Elena-Klinik Kassel, Kassel, Germany
| | - Ari Helenius
- Institute of Biochemistry, ETH Zürich, Zürich, Switzerland
| | - Ozgun Gokce
- Institute for Stroke and Dementia Research (ISD), University Hospital, LMU Munich, Munich, Germany
| | - Tambet Teesalu
- Faculty of Biological and Environmental Sciences, Molecular and Integrative Biosciences Research Program, University of Helsinki, Helsinki, Finland.,Cancer Research Center, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA, USA.,Center for Nanomedicine and Department of Molecular, Cellular, and Developmental Biology, University of California, Santa Barbara, Santa Barbara, CA, USA
| | - Jussi Hepojoki
- Campus Institute for Dynamics of Biological Networks, University of Göttingen, Göttingen, Germany.,Institute of Veterinary Pathology, Vetsuisse Faculty, University of Zürich, Zürich, Switzerland
| | - Olli Vapalahti
- Department of Virology, Medicum, University of Helsinki, Helsinki, Finland.,Department of Virology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.,Department of Veterinary Biosciences, University of Helsinki, Helsinki, Finland
| | - Christine Stadelmann
- Department of Neuropathology, University Medical Center Göttingen, Göttingen, Germany
| | - Giuseppe Balistreri
- Faculty of Biological and Environmental Sciences, Molecular and Integrative Biosciences Research Program, University of Helsinki, Helsinki, Finland. .,The Queensland Brain Institute, The University of Queensland, Brisbane, Queensland, Australia
| | - Mikael Simons
- Institute of Neuronal Cell Biology, Technical University Munich, Munich, Germany. .,German Center for Neurodegenerative Diseases (DZNE), Munich, Germany.,Munich Cluster of Systems Neurology (SyNergy), Munich, Germany
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28
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Chen JS, Alfajaro MM, Wei J, Chow RD, Filler RB, Eisenbarth SC, Wilen CB. Cyclooxgenase-2 is induced by SARS-CoV-2 infection but does not affect viral entry or replication. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2020:2020.09.24.312769. [PMID: 32995789 PMCID: PMC7523115 DOI: 10.1101/2020.09.24.312769] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/14/2023]
Abstract
Identifying drugs that regulate severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection and its symptoms has been a pressing area of investigation during the coronavirus disease 2019 (COVID-19) pandemic. Nonsteroidal anti-inflammatory drugs (NSAIDs), which are frequently used for the relief of pain and inflammation, could modulate both SARS-CoV-2 infection and the host response to the virus. NSAIDs inhibit the enzymes cyclooxygenase-1 (COX-1) and cyclooxygenase-2 (COX-2), which mediate the production of prostaglandins (PGs). PGE2, one of the most abundant PGs, has diverse biological roles in homeostasis and inflammatory responses. Previous studies have shown that NSAID treatment or inhibition of PGE2 receptor signaling leads to upregulation of angiotensin-converting enzyme 2 (ACE2), the cell entry receptor for SARS-CoV-2, thus raising concerns that NSAIDs could increase susceptibility to infection. COX/PGE2 signaling has also been shown to regulate the replication of many viruses, but it is not yet known whether it plays a role in SARS-CoV-2 replication. The purpose of this study was to dissect the effect of NSAIDs on COVID-19 in terms of SARS-CoV-2 entry and replication. We found that SARS-CoV-2 infection induced COX-2 upregulation in diverse human cell culture and mouse systems. However, suppression of COX-2/PGE2 signaling by two commonly used NSAIDs, ibuprofen and meloxicam, had no effect on ACE2 expression, viral entry, or viral replication. Our findings suggest that COX-2 signaling driven by SARS-CoV-2 may instead play a role in regulating the lung inflammation and injury observed in COVID-19 patients.
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Affiliation(s)
- Jennifer S. Chen
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Mia Madel Alfajaro
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Jin Wei
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Ryan D. Chow
- Department of Genetics, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Renata B. Filler
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Stephanie C. Eisenbarth
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
| | - Craig B. Wilen
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale University School of Medicine, New Haven, CT, USA
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29
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Wei Y, Shah R. Substance Use Disorder in the COVID-19 Pandemic: A Systematic Review of Vulnerabilities and Complications. Pharmaceuticals (Basel) 2020; 13:E155. [PMID: 32708495 PMCID: PMC7407364 DOI: 10.3390/ph13070155] [Citation(s) in RCA: 73] [Impact Index Per Article: 18.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Revised: 07/15/2020] [Accepted: 07/16/2020] [Indexed: 01/18/2023] Open
Abstract
As the world endures the coronavirus disease 2019 (COVID-19) pandemic, the conditions of 35 million vulnerable individuals struggling with substance use disorders (SUDs) worldwide have not received sufficient attention for their special health and medical needs. Many of these individuals are complicated by underlying health conditions, such as cardiovascular and lung diseases and undermined immune systems. During the pandemic, access to the healthcare systems and support groups is greatly diminished. Current research on COVID-19 has not addressed the unique challenges facing individuals with SUDs, including the heightened vulnerability and susceptibility to the disease. In this systematic review, we will discuss the pathogenesis and pathology of COVID-19, and highlight potential risk factors and complications to these individuals. We will also provide insights and considerations for COVID-19 treatment and prevention in patients with SUDs.
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Affiliation(s)
- Yufeng Wei
- Department of Chemistry, New Jersey City University, Jersey City, NJ 07305, USA;
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30
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Hikmet F, Méar L, Edvinsson Å, Micke P, Uhlén M, Lindskog C. The protein expression profile of ACE2 in human tissues. Mol Syst Biol 2020; 16:e9610. [PMID: 32715618 PMCID: PMC7383091 DOI: 10.15252/msb.20209610] [Citation(s) in RCA: 652] [Impact Index Per Article: 163.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Revised: 07/01/2020] [Accepted: 07/02/2020] [Indexed: 01/08/2023] Open
Abstract
The novel SARS-coronavirus 2 (SARS-CoV-2) poses a global challenge on healthcare and society. For understanding the susceptibility for SARS-CoV-2 infection, the cell type-specific expression of the host cell surface receptor is necessary. The key protein suggested to be involved in host cell entry is angiotensin I converting enzyme 2 (ACE2). Here, we report the expression pattern of ACE2 across > 150 different cell types corresponding to all major human tissues and organs based on stringent immunohistochemical analysis. The results were compared with several datasets both on the mRNA and protein level. ACE2 expression was mainly observed in enterocytes, renal tubules, gallbladder, cardiomyocytes, male reproductive cells, placental trophoblasts, ductal cells, eye, and vasculature. In the respiratory system, the expression was limited, with no or only low expression in a subset of cells in a few individuals, observed by one antibody only. Our data constitute an important resource for further studies on SARS-CoV-2 host cell entry, in order to understand the biology of the disease and to aid in the development of effective treatments to the viral infection.
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Affiliation(s)
- Feria Hikmet
- Rudbeck LaboratoryDepartment of Immunology, Genetics and PathologyUppsala UniversityUppsalaSweden
| | - Loren Méar
- Rudbeck LaboratoryDepartment of Immunology, Genetics and PathologyUppsala UniversityUppsalaSweden
| | - Åsa Edvinsson
- Rudbeck LaboratoryDepartment of Immunology, Genetics and PathologyUppsala UniversityUppsalaSweden
| | - Patrick Micke
- Rudbeck LaboratoryDepartment of Immunology, Genetics and PathologyUppsala UniversityUppsalaSweden
| | - Mathias Uhlén
- Science for Life LaboratorySchool of Engineering Sciences in Chemistry, Biotechnology and HealthKTH ‐ Royal Institute of TechnologyStockholmSweden
- Department of NeuroscienceKarolinska InstitutetStockholmSweden
| | - Cecilia Lindskog
- Rudbeck LaboratoryDepartment of Immunology, Genetics and PathologyUppsala UniversityUppsalaSweden
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31
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Hikmet F, Méar L, Edvinsson Å, Micke P, Uhlén M, Lindskog C. The protein expression profile of ACE2 in human tissues. Mol Syst Biol 2020. [PMID: 32715618 DOI: 10.1101/2020.03.31.016048v1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/13/2023] Open
Abstract
The novel SARS-coronavirus 2 (SARS-CoV-2) poses a global challenge on healthcare and society. For understanding the susceptibility for SARS-CoV-2 infection, the cell type-specific expression of the host cell surface receptor is necessary. The key protein suggested to be involved in host cell entry is angiotensin I converting enzyme 2 (ACE2). Here, we report the expression pattern of ACE2 across > 150 different cell types corresponding to all major human tissues and organs based on stringent immunohistochemical analysis. The results were compared with several datasets both on the mRNA and protein level. ACE2 expression was mainly observed in enterocytes, renal tubules, gallbladder, cardiomyocytes, male reproductive cells, placental trophoblasts, ductal cells, eye, and vasculature. In the respiratory system, the expression was limited, with no or only low expression in a subset of cells in a few individuals, observed by one antibody only. Our data constitute an important resource for further studies on SARS-CoV-2 host cell entry, in order to understand the biology of the disease and to aid in the development of effective treatments to the viral infection.
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Affiliation(s)
- Feria Hikmet
- Rudbeck Laboratory, Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Loren Méar
- Rudbeck Laboratory, Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Åsa Edvinsson
- Rudbeck Laboratory, Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Patrick Micke
- Rudbeck Laboratory, Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Mathias Uhlén
- Science for Life Laboratory, School of Engineering Sciences in Chemistry, Biotechnology and Health, KTH - Royal Institute of Technology, Stockholm, Sweden
- Department of Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Cecilia Lindskog
- Rudbeck Laboratory, Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
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32
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Wei J, Alfajaro MM, Hanna RE, DeWeirdt PC, Strine MS, Lu-Culligan WJ, Zhang SM, Graziano VR, Schmitz CO, Chen JS, Mankowski MC, Filler RB, Gasque V, de Miguel F, Chen H, Oguntuyo K, Abriola L, Surovtseva YV, Orchard RC, Lee B, Lindenbach B, Politi K, van Dijk D, Simon MD, Yan Q, Doench JG, Wilen CB. Genome-wide CRISPR screen reveals host genes that regulate SARS-CoV-2 infection. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2020:2020.06.16.155101. [PMID: 32869025 PMCID: PMC7457610 DOI: 10.1101/2020.06.16.155101] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Identification of host genes essential for SARS-CoV-2 infection may reveal novel therapeutic targets and inform our understanding of COVID-19 pathogenesis. Here we performed a genome-wide CRISPR screen with SARS-CoV-2 and identified known SARS-CoV-2 host factors including the receptor ACE2 and protease Cathepsin L. We additionally discovered novel pro-viral genes and pathways including the SWI/SNF chromatin remodeling complex and key components of the TGF-β signaling pathway. Small molecule inhibitors of these pathways prevented SARS-CoV-2-induced cell death. We also revealed that the alarmin HMGB1 is critical for SARS-CoV-2 replication. In contrast, loss of the histone H3.3 chaperone complex sensitized cells to virus-induced death. Together this study reveals potential therapeutic targets for SARS-CoV-2 and highlights host genes that may regulate COVID-19 pathogenesis.
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Affiliation(s)
- Jin Wei
- Department of Laboratory Medicine, Yale School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Mia Madel Alfajaro
- Department of Laboratory Medicine, Yale School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Ruth E. Hanna
- Genetic Perturbation Platform, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Peter C. DeWeirdt
- Genetic Perturbation Platform, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Madison S. Strine
- Department of Laboratory Medicine, Yale School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - William J. Lu-Culligan
- Department of Molecular Biophysics and Biochemistry, Yale School of Medicine, New Haven, CT, USA
- Chemical Biology Institute, Yale University, West Haven, CT, USA
- Department of Cell Biology, Yale University, New Haven, CT, USA
| | - Shang-Min Zhang
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
| | - Vincent R. Graziano
- Department of Laboratory Medicine, Yale School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Cameron O. Schmitz
- Department of Laboratory Medicine, Yale School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Jennifer S. Chen
- Department of Laboratory Medicine, Yale School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Madeleine C. Mankowski
- Department of Laboratory Medicine, Yale School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Renata B. Filler
- Department of Laboratory Medicine, Yale School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
| | - Victor Gasque
- Department of Medicine, Yale School of Medicine, New Haven, CT, USA
| | - Fernando de Miguel
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
- Yale Cancer Center, Yale School of Medicine, New Haven, CT, USA
| | - Huacui Chen
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
| | | | - Laura Abriola
- Yale Center for Molecular Discovery, Yale University, West Haven, CT, USA
| | | | - Robert C. Orchard
- Department of Immunology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Benhur Lee
- Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Brett Lindenbach
- Department of Microbial Pathogenesis, Yale School of Medicine, New Haven, CT, USA
| | - Katerina Politi
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
- Yale Cancer Center, Yale School of Medicine, New Haven, CT, USA
- Department of Medicine, Yale School of Medicine, New Haven, CT, USA
| | - David van Dijk
- Department of Molecular Biophysics and Biochemistry, Yale School of Medicine, New Haven, CT, USA
| | - Matthew D. Simon
- Department of Molecular Biophysics and Biochemistry, Yale School of Medicine, New Haven, CT, USA
- Chemical Biology Institute, Yale University, West Haven, CT, USA
| | - Qin Yan
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
- Yale Cancer Center, Yale School of Medicine, New Haven, CT, USA
| | - John G. Doench
- Genetic Perturbation Platform, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Craig B. Wilen
- Department of Laboratory Medicine, Yale School of Medicine, New Haven, CT, USA
- Department of Immunobiology, Yale School of Medicine, New Haven, CT, USA
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