COVID-19 severity correlates with airway epithelium–immune cell interactions identified by single-cell analysis

To investigate the immune response and mechanisms associated with severe coronavirus disease 2019 (COVID-19), we performed single-cell RNA sequencing on nasopharyngeal and bronchial samples from 19 clinically well-characterized patients with moderate or critical disease and from five healthy controls. We identified airway epithelial cell types and states vulnerable to severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection. In patients with COVID-19, epithelial cells showed an average three-fold increase in expression of the SARS-CoV-2 entry receptor ACE2 , which correlated with interferon signals by immune cells. Compared to moderate cases, critical cases exhibited stronger interactions between epithelial and immune cells, as indicated by ligand–receptor expression profiles, and activated immune cells, including inflammatory macrophages expressing CCL2 , CCL3 , CCL20 , CXCL1 , CXCL3 , CXCL10 , IL8 , IL1B and TNF . The transcriptional differences in critical cases compared to moderate cases likely contribute to clinical observations of heightened inflammatory tissue damage, lung injury and respiratory failure. Our data suggest that pharmacologic inhibition of the CCR1 and/or CCR5 pathways might suppress immune hyperactivation in critical COVID-19. Single-cell analysis of COVID-19 patient samples identifies activated immune pathways that correlate with severe disease.

[1]  Hannah A. Pliner,et al.  Reversed graph embedding resolves complex single-cell trajectories , 2017, Nature Methods.

[2]  A. Manivannan,et al.  Critical but divergent roles for CD62L and CD44 in directing blood monocyte trafficking in vivo during inflammation , 2008, Blood.

[3]  L. Fantuzzi,et al.  The CCL2/CCR2 Axis in the Pathogenesis of HIV-1 Infection: A New Cellular Target for Therapy? , 2015, Current drug targets.

[4]  Arthur S Slutsky,et al.  Angiotensin-converting enzyme 2 protects from severe acute lung failure , 2005, Nature.

[5]  Allon M. Klein,et al.  A single cell atlas of the tracheal epithelium reveals the CFTR-rich pulmonary ionocyte , 2018, Nature.

[6]  S. Brody,et al.  Foxj1 regulates floor plate cilia architecture and modifies the response of cells to sonic hedgehog signalling , 2010, Development.

[7]  S. Grinstein,et al.  CD44-mediated phagocytosis induces inside-out activation of complement receptor-3 in murine macrophages. , 2007, Blood.

[8]  P. Mehta,et al.  COVID-19: consider cytokine storm syndromes and immunosuppression , 2020, The Lancet.

[9]  S. Brody,et al.  Influenza Virus Receptor Specificity and Cell Tropism in Mouse and Human Airway Epithelial Cells , 2006, Journal of Virology.

[10]  J. Aerts,et al.  SCENIC: Single-cell regulatory network inference and clustering , 2017, Nature Methods.

[11]  Simon Yu,et al.  INTERFEROME v2.0: an updated database of annotated interferon-regulated genes , 2012, Nucleic Acids Res..

[12]  O. Grip,et al.  A Single-Cell Gene-Expression Profile Reveals Inter-Cellular Heterogeneity within Human Monocyte Subsets , 2015, PloS one.

[13]  A. Walls,et al.  Structure, Function, and Antigenicity of the SARS-CoV-2 Spike Glycoprotein , 2020, Cell.

[14]  SoupX removes ambient RNA contamination from droplet-based single-cell RNA sequencing data , 2020, GigaScience.

[15]  J. Sung,et al.  Avian Influenza Virus A/HK/483/97(H5N1) NS1 Protein Induces Apoptosis in Human Airway Epithelial Cells , 2008, Journal of Virology.

[16]  Qiang Zhou,et al.  Structural basis for the recognition of SARS-CoV-2 by full-length human ACE2 , 2020, Science.

[17]  B. Haynes,et al.  Inhibition of HIV type 1 infection of mononuclear phagocytes by anti-CD44 antibodies. , 1995, AIDS research and human retroviruses.

[18]  I. Amit,et al.  Host-Viral Infection Maps Reveal Signatures of Severe COVID-19 Patients , 2020, Cell.

[19]  Paul J. Hoffman,et al.  Comprehensive Integration of Single-Cell Data , 2018, Cell.

[20]  Ruth R. Montgomery,et al.  Single-cell longitudinal analysis of SARS-CoV-2 infection in human bronchial epithelial cells , 2020 .

[21]  P. Steinert,et al.  Epithelial barrier function: assembly and structural features of the cornified cell envelope. , 2002, BioEssays : news and reviews in molecular, cellular and developmental biology.

[22]  Sheng-He Huang,et al.  CD44-mediated monocyte transmigration across Cryptococcus neoformans-infected brain microvascular endothelial cells is enhanced by HIV-1 gp41-I90 ectodomain , 2016, Journal of Biomedical Science.

[23]  Andrew J. Hill,et al.  The single cell transcriptional landscape of mammalian organogenesis , 2019, Nature.

[24]  K. Yuen,et al.  Clinical Characteristics of Coronavirus Disease 2019 in China , 2020, The New England journal of medicine.

[25]  Y. Hu,et al.  Clinical features of patients infected with 2019 novel coronavirus in Wuhan, China , 2020, The Lancet.

[26]  Immune cell profiling of COVID-19 patients in the recovery stage by single-cell sequencing. , 2020, Cell discovery.

[27]  Matthew J. Vincent,et al.  p63+Krt5+ distal airway stem cells are essential for lung regeneration , 2014, Nature.

[28]  Sudipto Roy,et al.  Foxj1 transcription factors are master regulators of the motile ciliogenic program , 2008, Nature Genetics.

[29]  Klaus Ley,et al.  Monocyte trafficking across the vessel wall. , 2015, Cardiovascular research.

[30]  Mark R. Looney,et al.  Lineage-negative Progenitors Mobilize to Regenerate Lung Epithelium after Major Injury , 2014, Nature.

[31]  Victor M Corman,et al.  Detection of 2019 novel coronavirus (2019-nCoV) by real-time RT-PCR , 2020, Euro surveillance : bulletin Europeen sur les maladies transmissibles = European communicable disease bulletin.

[32]  Fabian J Theis,et al.  SARS-CoV-2 Receptor ACE2 Is an Interferon-Stimulated Gene in Human Airway Epithelial Cells and Is Detected in Specific Cell Subsets across Tissues , 2020, Cell.

[33]  T. Braciale,et al.  The host immune response in respiratory virus infection: balancing virus clearance and immunopathology , 2016, Seminars in Immunopathology.

[34]  Fabian J Theis,et al.  A cellular census of human lungs identifies novel cell states in health and in asthma , 2019, Nature Medicine.

[35]  P. Vollmar,et al.  Virological assessment of hospitalized patients with COVID-2019 , 2020, Nature.

[36]  Lin Cheng,et al.  Single-cell landscape of bronchoalveolar immune cells in patients with COVID-19 , 2020, Nature Medicine.

[37]  C. Rice,et al.  Interferon-stimulated genes: a complex web of host defenses. , 2014, Annual review of immunology.

[38]  Irving L. Weissman,et al.  A molecular cell atlas of the human lung from single cell RNA sequencing , 2019, Nature.

[39]  M. Furie,et al.  The adhesion molecules used by monocytes for migration across endothelium include CD11a/CD18, CD11b/CD18, and VLA-4 on monocytes and ICAM-1, VCAM-1, and other ligands on endothelium. , 1995, Journal of immunology.

[40]  A. Teixeira,et al.  The Anti-Inflammatory Potential of ACE2/Angiotensin-(1-7)/Mas Receptor Axis: Evidence from Basic and Clinical Research. , 2017, Current drug targets.

[41]  Garry P. Nolan,et al.  Robust ACE2 protein expression localizes to the motile cilia of the respiratory tract epithelia and is not increased by ACE inhibitors or angiotensin receptor blockers , 2020, medRxiv.

[42]  Zunyou Wu,et al.  Characteristics of and Important Lessons From the Coronavirus Disease 2019 (COVID-19) Outbreak in China: Summary of a Report of 72 314 Cases From the Chinese Center for Disease Control and Prevention. , 2020, JAMA.

[43]  E. Coomes,et al.  Interleukin‐6 in Covid‐19: A systematic review and meta‐analysis , 2020, medRxiv.

[44]  A. Spanevello,et al.  The pivotal link between ACE2 deficiency and SARS-CoV-2 infection , 2020, European Journal of Internal Medicine.

[45]  Aviv Regev,et al.  A revised airway epithelial hierarchy includes CFTR-expressing ionocytes , 2018, Nature.

[46]  C. D. Krause,et al.  Modulation of the activation of Stat1 by the interferon-γ receptor complex , 2006, Cell Research.

[47]  Michael G. Katze,et al.  Into the Eye of the Cytokine Storm , 2012, Microbiology and Molecular Reviews.

[48]  F. Tacke,et al.  Studying the pathophysiology of coronavirus disease 2019 - a protocol for the Berlin prospective COVID-19 patient cohort (Pa- COVID-19) , 2020, medRxiv.

[49]  Alberto Mantovani,et al.  Transcriptional Profiling of the Human Monocyte-to-Macrophage Differentiation and Polarization: New Molecules and Patterns of Gene Expression1 , 2006, The Journal of Immunology.

[50]  Yves Moreau,et al.  GRNBoost2 and Arboreto: efficient and scalable inference of gene regulatory networks , 2018, Bioinform..

[51]  P. Steinert,et al.  Small proline-rich proteins are cross-bridging proteins in the cornified cell envelopes of stratified squamous epithelia. , 1998, Journal of structural biology.

[52]  C. Marquette,et al.  Novel dynamics of human mucociliary differentiation revealed by single-cell RNA sequencing of nasal epithelial cultures , 2019, Development.

[53]  M. Shi,et al.  Transcriptomic characteristics of bronchoalveolar lavage fluid and peripheral blood mononuclear cells in COVID-19 patients , 2020, Emerging microbes & infections.

[54]  K. Nakayama,et al.  Intraflagellar transport-A complex mediates ciliary entry and retrograde trafficking of ciliary G protein–coupled receptors , 2017, Molecular biology of the cell.

[55]  I. Amit,et al.  Dissection of Influenza Infection In Vivo by Single-Cell RNA Sequencing , 2018, Cell Systems.

[56]  C. Lloyd,et al.  Regulatory cytokine function in the respiratory tract , 2019, Mucosal Immunology.

[57]  Rui Zhao,et al.  Injury induces direct lineage segregation of functionally distinct airway basal stem/progenitor cell subpopulations. , 2015, Cell stem cell.

[58]  Roland Eils,et al.  SARS‐CoV‐2 receptor ACE2 and TMPRSS2 are primarily expressed in bronchial transient secretory cells , 2020, The EMBO journal.

[59]  Masahiro Yoshida,et al.  SARS-CoV-2 entry factors are highly expressed in nasal epithelial cells together with innate immune genes , 2020, Nature Medicine.

[60]  B. Canard,et al.  The spike glycoprotein of the new coronavirus 2019-nCoV contains a furin-like cleavage site absent in CoV of the same clade , 2020, Antiviral Research.

[61]  G. Herrler,et al.  SARS-CoV-2 Cell Entry Depends on ACE2 and TMPRSS2 and Is Blocked by a Clinically Proven Protease Inhibitor , 2020, Cell.

[62]  Kai Zhao,et al.  A pneumonia outbreak associated with a new coronavirus of probable bat origin , 2020, Nature.

[63]  T. Schall,et al.  Molecular cloning, functional expression, and signaling characteristics of a C-C chemokine receptor , 1993, Cell.

[64]  Mirjana Efremova,et al.  CellPhoneDB: inferring cell–cell communication from combined expression of multi-subunit ligand–receptor complexes , 2020, Nature Protocols.

[65]  Jianmin Li,et al.  Immune cell profiling of COVID-19 patients in the recovery stage by single-cell sequencing , 2020, Cell Discovery.