Untimely TGFβ responses in COVID-19 limit antiviral functions of NK cells.
Mario Witkowski, Caroline Tizian, Marta Ferreira-Gomes, Daniela Niemeyer, Terry C Jones, Frederik Heinrich, Stefan Frischbutter, Stefan Angermair, Thordis Hohnstein, Irene Mattiola, Philipp Nawrath, Sophie McEwen, Silvia Zocche, Edoardo Viviano, Gitta Anne Heinz, Marcus Maurer, Uwe Kölsch, Robert Lorenz Chua, Tom Aschman, Christian Meisel, Josefine Radke, Birgit Sawitzki, Jobst Roehmel, Kristina Allers, Verena Moos, Thomas Schneider, Leif Hanitsch, Marcus A Mall, Christian Conrad, Helena Radbruch, Claudia U Duerr, Joseph A Trapani, Emanuela Marcenaro, Tilmann Kallinich, Victor M Corman, Florian Kurth, Leif Erik Sander, Christian Drosten, Sascha Treskatsch, Pawel Durek, Andrey Kruglov, Andreas Radbruch, Mir-Farzin Mashreghi, Andreas Diefenbach
Author Information
Mario Witkowski: Laboratory of Innate Immunity, Institute of Microbiology, Infectious Diseases and Immunology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Benjamin Franklin, Berlin, Germany. mario.witkowski@charite.de. ORCID
Caroline Tizian: Laboratory of Innate Immunity, Institute of Microbiology, Infectious Diseases and Immunology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Benjamin Franklin, Berlin, Germany. ORCID
Marta Ferreira-Gomes: Therapeutic Gene Regulation, Deutsches Rheuma-Forschungszentrum (DRFZ), an Institute of the Leibniz Association, Berlin, Germany. ORCID
Daniela Niemeyer: Institute of Virology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Charité Mitte, Berlin, Germany. ORCID
Terry C Jones: Institute of Virology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Charité Mitte, Berlin, Germany. ORCID
Frederik Heinrich: Therapeutic Gene Regulation, Deutsches Rheuma-Forschungszentrum (DRFZ), an Institute of the Leibniz Association, Berlin, Germany. ORCID
Stefan Frischbutter: Dermatological Allergology, Allergie-Centrum-Charité, Department of Dermatology and Allergy, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Charité Mitte, Berlin, Germany. ORCID
Stefan Angermair: Department of Anesthesiology and Intensive Care Medicine, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Benjamin Franklin, Berlin, Germany. ORCID
Thordis Hohnstein: Laboratory of Innate Immunity, Institute of Microbiology, Infectious Diseases and Immunology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Benjamin Franklin, Berlin, Germany.
Irene Mattiola: Laboratory of Innate Immunity, Institute of Microbiology, Infectious Diseases and Immunology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Benjamin Franklin, Berlin, Germany. ORCID
Philipp Nawrath: Laboratory of Innate Immunity, Institute of Microbiology, Infectious Diseases and Immunology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Benjamin Franklin, Berlin, Germany.
Sophie McEwen: Laboratory of Innate Immunity, Institute of Microbiology, Infectious Diseases and Immunology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Benjamin Franklin, Berlin, Germany.
Silvia Zocche: Department of Pediatric Gastroenterology, Nephrology and Metabolic Diseases, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Virchow-Klinikum, Berlin, Germany.
Edoardo Viviano: Institute of Physiology, Center for Space Medicine and Extreme Environments Berlin, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.
Gitta Anne Heinz: Therapeutic Gene Regulation, Deutsches Rheuma-Forschungszentrum (DRFZ), an Institute of the Leibniz Association, Berlin, Germany. ORCID
Marcus Maurer: Dermatological Allergology, Allergie-Centrum-Charité, Department of Dermatology and Allergy, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Charité Mitte, Berlin, Germany. ORCID
Uwe Kölsch: Department of Immunology, Labor Berlin, Charité-Vivantes, Berlin, Germany. ORCID
Robert Lorenz Chua: Center for Digital Health, Berlin Institute of Health (BIH) and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.
Tom Aschman: Department of Neuropathology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany. ORCID
Christian Meisel: Department of Immunology, Labor Berlin, Charité-Vivantes, Berlin, Germany. ORCID
Josefine Radke: Department of Neuropathology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany. ORCID
Birgit Sawitzki: Institute of Medical Immunology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Virchow-Klinikum, Berlin, Germany. ORCID
Jobst Roehmel: Department of Pediatric Respiratory Medicine, Immunology and Critical Care Medicine, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany. ORCID
Kristina Allers: Department of Medicine (Gastroenterology, Infectious Diseases, Rheumatology), Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Campus Benjamin Franklin, Berlin, Germany.
Verena Moos: Department of Medicine (Gastroenterology, Infectious Diseases, Rheumatology), Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Campus Benjamin Franklin, Berlin, Germany.
Thomas Schneider: Department of Medicine (Gastroenterology, Infectious Diseases, Rheumatology), Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Campus Benjamin Franklin, Berlin, Germany.
Leif Hanitsch: Institute of Medical Immunology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Virchow-Klinikum, Berlin, Germany.
Marcus A Mall: Department of Pediatric Respiratory Medicine, Immunology and Critical Care Medicine, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany. ORCID
Christian Conrad: Center for Digital Health, Berlin Institute of Health (BIH) and Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.
Helena Radbruch: Department of Neuropathology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany. ORCID
Claudia U Duerr: Laboratory of Mucosal Immunity, Institute of Microbiology, Infectious Diseases and Immunology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Benjamin Franklin, Berlin, Germany. ORCID
Joseph A Trapani: Cancer Immunology Program, Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia.
Emanuela Marcenaro: Department of Experimental Medicine, University of Genoa, Genoa, Italy. ORCID
Tilmann Kallinich: Department of Pediatric Respiratory Medicine, Immunology and Critical Care Medicine, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.
Victor M Corman: Institute of Virology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Charité Mitte, Berlin, Germany. ORCID
Florian Kurth: Department of Infectious Diseases and Respiratory Medicine, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany. ORCID
Leif Erik Sander: Department of Infectious Diseases and Respiratory Medicine, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany. ORCID
Christian Drosten: Institute of Virology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Charité Mitte, Berlin, Germany. ORCID
Sascha Treskatsch: Department of Anesthesiology and Intensive Care Medicine, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Benjamin Franklin, Berlin, Germany. ORCID
Pawel Durek: Therapeutic Gene Regulation, Deutsches Rheuma-Forschungszentrum (DRFZ), an Institute of the Leibniz Association, Berlin, Germany.
Andrey Kruglov: Chronic Inflammation, Deutsches Rheuma-Forschungszentrum (DRFZ), an Institute of the Leibniz Association, Berlin, Germany.
Andreas Radbruch: Cell Biology, Deutsches Rheuma-Forschungszentrum (DRFZ), an Institute of the Leibniz Association, Berlin, Germany. ORCID
Mir-Farzin Mashreghi: Therapeutic Gene Regulation, Deutsches Rheuma-Forschungszentrum (DRFZ), an Institute of the Leibniz Association, Berlin, Germany. ORCID
Andreas Diefenbach: Laboratory of Innate Immunity, Institute of Microbiology, Infectious Diseases and Immunology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Campus Benjamin Franklin, Berlin, Germany. andreas.diefenbach@charite.de. ORCID
SARS-CoV-2 is a single-stranded RNA virus that causes COVID-19. Given its acute and often self-limiting course, it is likely that components of the innate immune system play a central part in controlling virus replication and determining clinical outcome. Natural killer (NK) cells are innate lymphocytes with notable activity against a broad range of viruses, including RNA viruses. NK cell function may be altered during COVID-19 despite increased representation of NK cells with an activated and adaptive phenotype. Here we show that a decline in viral load in COVID-19 correlates with NK cell status and that NK cells can control SARS-CoV-2 replication by recognizing infected target cells. In severe COVID-19, NK cells show defects in virus control, cytokine production and cell-mediated cytotoxicity despite high expression of cytotoxic effector molecules. Single-cell RNA sequencing of NK cells over the time course of the COVID-19 disease spectrum reveals a distinct gene expression signature. Transcriptional networks of interferon-driven NK cell activation are superimposed by a dominant transforming growth factor-β (TGFβ) response signature, with reduced expression of genes related to cell-cell adhesion, granule exocytosis and cell-mediated cytotoxicity. In severe COVID-19, serum levels of TGFβ peak during the first two weeks of infection, and serum obtained from these patients severely inhibits NK cell function in a TGFβ-dependent manner. Our data reveal that an untimely production of TGFβ is a hallmark of severe COVID-19 and may inhibit NK cell function and early control of the virus.
References
Diaz-Salazar, C. & Sun, J. C. Natural killer cell responses to emerging viruses of zoonotic origin. Curr. Opin. Virol. 44, 97–111 (2020).
[PMID: 32784125]
Vivier, E., Tomasello, E., Baratin, M., Walzer, T. & Ugolini, S. Functions of natural killer cells. Nat. Immunol. 9, 503–510 (2008).
[PMID: 18425107]
Maucourant, C. et al. Natural killer cell immunotypes related to COVID-19 disease severity. Sci. Immunol. 5, eabd6832 (2020).
[PMID: 32826343]
Mazzoni, A. et al. Impaired immune cell cytotoxicity in severe COVID-19 is IL-6 dependent. J. Clin. Invest. 130, 4694–4703 (2020).
[PMID: 32463803]
Lucas, M., Schachterle, W., Oberle, K., Aichele, P. & Diefenbach, A. Dendritic cells prime natural killer cells by trans-presenting interleukin 15. Immunity 26, 503–517 (2007).
[PMID: 17398124]
Diefenbach, A. & Raulet, D. H. Innate immune recognition by stimulatory immunoreceptors. Curr. Opin. Immunol. 15, 37–44 (2003).
[PMID: 12495731]
Zenarruzabeitia, O. et al. T cell activation, highly armed cytotoxic cells and a shift in monocytes CD300 receptors expression is characteristic of patients with severe COVID-19. Front. Immunol 12, 655934 (2021).
[PMID: 33777054]
Zheng, M. et al. Functional exhaustion of antiviral lymphocytes in COVID-19 patients. Cell. Mol. Immunol. 17, 533–535 (2020).
[PMID: 32203188]
Shellam, G., Allan, J., Papadimitriou, J. & Bancroft, G. Increased susceptibility to cytomegalovirus infection in beige mutant mice. Proc. Natl Acad. Sci. USA 78, 5104–5108 (1981).
[PMID: 6272291]
Trinchieri, G. Biology of natural killer cells. Adv. Immunol. 47, 187–376 (1989).
[PMID: 2683611]
Fehniger, T. A. et al. Acquisition of murine NK cell cytotoxicity requires the translation of a pre-existing pool of granzyme B and perforin mRNAs. Immunity 26, 798–811 (2007).
[PMID: 17540585]
Varchetta, S. et al. Unique immunological profile in patients with COVID-19. Cell. Mol. Immunol. 18, 604–612 (2021).
[PMID: 33060840]
Townsend, M. J. et al. T-bet regulates the terminal maturation and homeostasis of NK and Vα14i NKT cells. Immunity 20, 477–494 (2004).
[PMID: 15084276]
Becht, E. et al. Dimensionality reduction for visualizing single-cell data using UMAP. Nat. Biotechnol. 37, 38–44 (2019).
Freud, A. G. et al. NKp80 defines a critical step during human natural killer cell development. Cell Rep. 16, 379–391 (2016).
[PMID: 27373165]
Yang, C. et al. Heterogeneity of human bone marrow and blood natural killer cells defined by single-cell transcriptome. Nat. Commun. 10, 3931 (2019).
[PMID: 31477722]
Luetke-Eversloh, M., Killig, M. & Romagnani, C. Signatures of human NK cell development and terminal differentiation. Front. Immunol. 4, 499 (2013).
[PMID: 24416035]
Huntington, N. D. et al. NK cell maturation and peripheral homeostasis is associated with KLRG1 up-regulation. J. immunol. 178, 4764–4770 (2007).
[PMID: 17404256]
Sun, H. et al. Human CD96 correlates to natural killer cell exhaustion and predicts the prognosis of human hepatocellular carcinoma. Hepatology 70, 168–183 (2019).
[PMID: 30411378]
Crinier, A. et al. High-dimensional single-cell analysis identifies organ-specific signatures and conserved NK cell cubsets in humans and mice. Immunity 49, 971–986.e5 (2018).
[PMID: 30413361]
Hammer, Q. et al. Peptide-specific recognition of human cytomegalovirus strains controls adaptive natural killer cells. Nat. Immunol. 19, 453–463 (2018).
[PMID: 29632329]
Coffman, R. L., Lebman, D. A. & Shrader, B. Transforming growth factor beta specifically enhances IgA production by lipopolysaccharide-stimulated murine B lymphocytes. J. Exp. Med. 170, 1039–1044 (1989).
[PMID: 2788703]
Sonoda, E. et al. Transforming growth factor beta induces IgA production and acts additively with interleukin 5 for IgA production. J. Exp. Med. 170, 1415–1420 (1989).
[PMID: 2677210]
Viel, S. et al. TGF-β inhibits the activation and functions of NK cells by repressing the mTOR pathway. Sci Signal. 9, ra19 (2016).
[PMID: 26884601]
Rook, A. H. et al. Effects of transforming growth factor beta on the functions of natural killer cells: depressed cytolytic activity and blunting of interferon responsiveness. J. Immunol. 136, 3916–3920 (1986).
[PMID: 2871107]
Pachlopnik Schmid, J. et al. Inherited defects in lymphocyte cytotoxic activity. Immunol. Rev. 235, 10–23 (2010).
[PMID: 20536552]
Kohl, S., Springer, T. A., Schmalstieg, F. C., Loo, L. S. & Anderson, D. C. Defective natural killer cytotoxicity and polymorphonuclear leukocyte antibody-dependent cellular cytotoxicity in patients with LFA-1/OKM-1 deficiency. J. Immunol. 133, 2972–2978 (1984).
[PMID: 6092461]
Riteau, B., Barber, D. F. & Long, E. O. Vav1 phosphorylation is induced by β2 integrin engagement on natural killer cells upstream of actin cytoskeleton and lipid raft reorganization. J. Exp. Med. 198, 469–474 (2003).
[PMID: 12885870]
Lee, J. S. et al. Immunophenotyping of COVID-19 and influenza highlights the role of type I interferons in development of severe COVID-19. Sci. Immunol. 5, eabd1554 (2020).
[PMID: 32651212]
Gassen, N. C. et al. SARS-CoV-2-mediated dysregulation of metabolism and autophagy uncovers host-targeting antivirals. Nat. Commun. 12, 3818 (2021).
[PMID: 34155207]
Liu, C. et al. Time-resolved systems immunology reveals a late juncture linked to fatal COVID-19. Cell 184, 1836–1857.e22 (2021).
[PMID: 33713619]
Travis, M. A. & Sheppard, D. TGF-β activation and function in immunity. Annu. Rev. Immunol. 32, 51–82 (2014).
[PMID: 24313777]
Stukalov, A. et al. Multilevel proteomics reveals host perturbations by SARS-CoV-2 and SARS-CoV. Nature 594, 246–252 (2021).
[PMID: 33845483]
Ferreira-Gomes, M. et al. SARS-CoV-2 in severe COVID-19 induces a TGF-β-dominated chronic immune response that does not target itself. Nat. Comm. 12, 1961 (2021).
Schulte-Schrepping, J. et al. Severe COVID-19 is marked by a dysregulated myeloid cell compartment. Cell 182, 1419–1440.e23 (2020).
[PMID: 32810438]
Merad, M. & Martin, J. C. Pathological inflammation in patients with COVID-19: a key role for monocytes and macrophages. Nat. Rev. Immunol. 20, 355–362 (2020).
[PMID: 32376901]
van Dommelen, S. L. et al. Perforin and granzymes have distinct roles in defensive immunity and immunopathology. Immunity 25, 835–848 (2006).
[PMID: 17088087]
Krizhanovsky, V. et al. Senescence of activated stellate cells limits liver fibrosis. Cell 134, 657–667 (2008).
[PMID: 18724938]
Chen, W. A potential treatment of COVID-19 with TGF-β blockade. Int. J. Biol. Sci. 16, 1954–1955 (2020).
[DOI: 10.7150/ijbs.46891]
Force, A. D. T. et al. Acute respiratory distress syndrome: the Berlin Definition. JAMA 307, 2526–2533 (2012).
Cossarizza, A. et al. Guidelines for the use of flow cytometry and cell sorting in immunological studies (second edition). Eur. J. Immunol. 49, 1457–1973 (2019).
[PMID: 31633216]
Verneris, M. R., Karimi, M., Baker, J., Jayaswal, A. & Negrin, R. S. Role of NKG2D signaling in the cytotoxicity of activated and expanded CD8 T cells. Blood 103, 3065–3072 (2004).
[PMID: 15070686]
Bryceson, Y. T. et al. A prospective evaluation of degranulation assays in the rapid diagnosis of familial hemophagocytic syndromes. Blood 119, 2754–2763 (2012).
[PMID: 22294731]
Deguine, J., Breart, B., Lemaitre, F., Di Santo, J. P. & Bousso, P. Intravital imaging reveals distinct dynamics for natural killer and CD8 T cells during tumor regression. Immunity 33, 632–644 (2010).
[PMID: 20951068]
Wolfel, R. et al. Virological assessment of hospitalized patients with COVID-2019. Nature 581, 465–469 (2020).
[PMID: 32235945]
Corman, V. M. et al. Detection of 2019 novel coronavirus (2019-nCoV) by real-time RT–PCR. Euro Surveill. 25, 2000045 (2020).
[>PMCID: ]
Jones, T. C. et al. Estimating infectiousness throughout SARS-CoV-2 infection course. Science 373, eabi5273 (2021).
[PMID: 34035154]
Butler, A., Hoffman, P., Smibert, P., Papalexi, E. & Satija, R. Integrating single-cell transcriptomic data across different conditions, technologies, and species. Nat. Biotechnol. 36, 411–420 (2018).
[PMID: 29608179]
Stuart, T. et al. Comprehensive integration of single-cell data. Cell 177, 1888–1902.e21 (2019).
[PMID: 31178118]
Smith, S. L. et al. Diversity of peripheral blood human NK cells identified by single-cell RNA sequencing. Blood Adv. 4, 1388–1406 (2020).
[PMID: 32271902]
Young, M. D. & Behjati, S. SoupX removes ambient RNA contamination from droplet-based single-cell RNA sequencing data. Gigascience 9, giaa151 (2020).
[PMID: 33367645]
Subramanian, A. et al. Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles. Proc. Natl Acad. Sci. USA 102, 15545–15550 (2005).
[PMID: 16199517]
Li, S. et al. Molecular signatures of antibody responses derived from a systems biology study of five human vaccines. Nat. Immunol. 15, 195–204 (2014).
[PMID: 24336226]
Liberzon, A. et al. Molecular signatures database (MSigDB) 3.0. Bioinformatics 27, 1739–1740 (2011).
[PMID: 21546393]
Sivori, S. et al. Human NK cells: surface receptors, inhibitory checkpoints, and translational applications. Cell. Mol. Immunol. 16, 430–441 (2019).
[PMID: 30778167]