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Gut microbiota dysbiosis is associated with altered tryptophan metabolism and dysregulated inflammatory response in severe COVID-19

View ORCID ProfileMorgan Essex, View ORCID ProfileBelén Millet Pascual-Leone, View ORCID ProfileUlrike Löber, View ORCID ProfileMathias Kuhring, Bowen Zhang, View ORCID ProfileUlrike Bruening, View ORCID ProfileRaphaela Fritsche-Guenther, Marta Krzanowski, Facundo Fiocca Vernengo, Sophia Brumhard, Ivo Röwekamp, Agata Anna Bielecka, View ORCID ProfileTill Robin Lesker, View ORCID ProfileEmanuel Wyler, View ORCID ProfileMarkus Landthaler, Andrej Mantei, View ORCID ProfileChristian Meisel, Sandra Caesar, View ORCID ProfileCharlotte Thibeault, View ORCID ProfileVictor Corman, View ORCID ProfileLajos Marko, View ORCID ProfileNorbert Suttorp, View ORCID ProfileTill Strowig, View ORCID ProfileFlorian Kurth, View ORCID ProfileLeif E. Sander, View ORCID ProfileYang Li, View ORCID ProfileJennifer A. Kirwan, View ORCID ProfileSofia K. Forslund, View ORCID ProfileBastian Opitz
doi: https://doi.org/10.1101/2022.12.02.518860
Morgan Essex
1Experimental and Clinical Research Center (ECRC), a cooperation of the Max Delbrück Center and Charité–Universitätsmedizin, Berlin, Germany
2Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
3Charité–Universitätsmedizin Berlin, a corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Germany
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Belén Millet Pascual-Leone
4Department of Infectious Diseases and Respiratory Medicine, Charité–Universitätsmedizin Berlin, a corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
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Ulrike Löber
1Experimental and Clinical Research Center (ECRC), a cooperation of the Max Delbrück Center and Charité–Universitätsmedizin, Berlin, Germany
2Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
3Charité–Universitätsmedizin Berlin, a corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Germany
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Mathias Kuhring
2Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
5Berlin Institute of Health (BIH) at Charité, BIH Metabolomics Platform, Berlin, Germany
6Berlin Institute of Health (BIH) at Charité, Core Unit Bioinformatics, Berlin, Germany
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Bowen Zhang
7Department of Computational Biology for Individualized Infection Medicine, Center for Individualized Infection Medicine (CiiM), a joint venture between the Helmholtz-Center for Infection Research (HZI) and the Hannover Medical School (MHH), Hannover, Germany
8TWINCORE, joint ventures between the Helmholtz Center for Infection Research (HZI) and the Hannover Medical School (MHH), Hannover, Germany
9College of Life Sciences, Beijing Normal University, Beijing, China
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Ulrike Bruening
5Berlin Institute of Health (BIH) at Charité, BIH Metabolomics Platform, Berlin, Germany
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Raphaela Fritsche-Guenther
5Berlin Institute of Health (BIH) at Charité, BIH Metabolomics Platform, Berlin, Germany
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Marta Krzanowski
4Department of Infectious Diseases and Respiratory Medicine, Charité–Universitätsmedizin Berlin, a corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
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Facundo Fiocca Vernengo
4Department of Infectious Diseases and Respiratory Medicine, Charité–Universitätsmedizin Berlin, a corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
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Sophia Brumhard
4Department of Infectious Diseases and Respiratory Medicine, Charité–Universitätsmedizin Berlin, a corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
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Ivo Röwekamp
4Department of Infectious Diseases and Respiratory Medicine, Charité–Universitätsmedizin Berlin, a corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
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Agata Anna Bielecka
10Department of Microbial Immune Regulation, Helmholtz Center for Infection Research (HZI), Braunschweig, Germany
11German Center for Infection Research (DZIF), partner site Hannover-Braunschweig, Germany
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Till Robin Lesker
10Department of Microbial Immune Regulation, Helmholtz Center for Infection Research (HZI), Braunschweig, Germany
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Emanuel Wyler
12Berlin Institute for Medical Systems Biology, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
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Markus Landthaler
12Berlin Institute for Medical Systems Biology, Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
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Andrej Mantei
13Labor Berlin-Charité Vivantes GmbH, Berlin, Germany
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Christian Meisel
13Labor Berlin-Charité Vivantes GmbH, Berlin, Germany
14Institute of Medical Immunology, Charité–Universitätsmedizin Berlin, a corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
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Sandra Caesar
4Department of Infectious Diseases and Respiratory Medicine, Charité–Universitätsmedizin Berlin, a corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
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Charlotte Thibeault
4Department of Infectious Diseases and Respiratory Medicine, Charité–Universitätsmedizin Berlin, a corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
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Victor Corman
13Labor Berlin-Charité Vivantes GmbH, Berlin, Germany
15Institute of Virology, Charité–Universitätsmedizin Berlin, a corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
16German Center for Infection Research (DZIF), Berlin, Germany
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Lajos Marko
1Experimental and Clinical Research Center (ECRC), a cooperation of the Max Delbrück Center and Charité–Universitätsmedizin, Berlin, Germany
2Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
3Charité–Universitätsmedizin Berlin, a corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Germany
17German Center for Cardiovascular Research (DZHK), partner site Berlin, Berlin, Germany
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Norbert Suttorp
4Department of Infectious Diseases and Respiratory Medicine, Charité–Universitätsmedizin Berlin, a corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
18German Center for Lung Research (DZL), Germany
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Till Strowig
7Department of Computational Biology for Individualized Infection Medicine, Center for Individualized Infection Medicine (CiiM), a joint venture between the Helmholtz-Center for Infection Research (HZI) and the Hannover Medical School (MHH), Hannover, Germany
10Department of Microbial Immune Regulation, Helmholtz Center for Infection Research (HZI), Braunschweig, Germany
11German Center for Infection Research (DZIF), partner site Hannover-Braunschweig, Germany
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Florian Kurth
4Department of Infectious Diseases and Respiratory Medicine, Charité–Universitätsmedizin Berlin, a corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
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Leif E. Sander
4Department of Infectious Diseases and Respiratory Medicine, Charité–Universitätsmedizin Berlin, a corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
18German Center for Lung Research (DZL), Germany
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Yang Li
7Department of Computational Biology for Individualized Infection Medicine, Center for Individualized Infection Medicine (CiiM), a joint venture between the Helmholtz-Center for Infection Research (HZI) and the Hannover Medical School (MHH), Hannover, Germany
8TWINCORE, joint ventures between the Helmholtz Center for Infection Research (HZI) and the Hannover Medical School (MHH), Hannover, Germany
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Jennifer A. Kirwan
2Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
5Berlin Institute of Health (BIH) at Charité, BIH Metabolomics Platform, Berlin, Germany
19University of Nottingham School of Veterinary Medicine and Science, Loughborough, UK
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Sofia K. Forslund
1Experimental and Clinical Research Center (ECRC), a cooperation of the Max Delbrück Center and Charité–Universitätsmedizin, Berlin, Germany
2Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Berlin, Germany
3Charité–Universitätsmedizin Berlin, a corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin; Germany
17German Center for Cardiovascular Research (DZHK), partner site Berlin, Berlin, Germany
20Structural and Computational Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
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Bastian Opitz
4Department of Infectious Diseases and Respiratory Medicine, Charité–Universitätsmedizin Berlin, a corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
13Labor Berlin-Charité Vivantes GmbH, Berlin, Germany
18German Center for Lung Research (DZL), Germany
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  • For correspondence: bastian.opitz@charite.de
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Abstract

The clinical course of the 2019 coronavirus disease (COVID-19) is variable and to a substantial degree still unpredictable, especially in persons who have neither been vaccinated nor recovered from previous infection. We hypothesized that disease progression and inflammatory responses were associated with alterations in the microbiome and metabolome. To test this, we integrated metagenome, metabolome, cytokine, and transcriptome profiles of longitudinally collected samples from hospitalized COVID-19 patients at the beginning of the pandemic (before vaccines or variants of concern) and non-infected controls, and leveraged detailed clinical information and post-hoc confounder analysis to identify robust within- and cross-omics associations. Severe COVID-19 was directly associated with a depletion of potentially beneficial intestinal microbes mainly belonging to Clostridiales, whereas oropharyngeal microbiota disturbance appeared to be mainly driven by antibiotic use. COVID-19 severity was also associated with enhanced plasma concentrations of kynurenine, and reduced levels of various other tryptophan metabolites, lysophosphatidylcholines, and secondary bile acids. Decreased abundance of Clostridiales potentially mediated the observed reduction in 5-hydroxytryptophan levels. Moreover, altered plasma levels of various tryptophan metabolites and lower abundances of Clostridiales explained significant increases in the production of IL-6, IFNγ and/or TNFα. Collectively, our study identifies correlated microbiome and metabolome alterations as a potential contributor to inflammatory dysregulation in severe COVID-19.

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Competing Interest Statement

The authors have declared no competing interest.

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  • ↵21 Senior author

  • ↵22 Lead contact

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Gut microbiota dysbiosis is associated with altered tryptophan metabolism and dysregulated inflammatory response in severe COVID-19
Morgan Essex, Belén Millet Pascual-Leone, Ulrike Löber, Mathias Kuhring, Bowen Zhang, Ulrike Bruening, Raphaela Fritsche-Guenther, Marta Krzanowski, Facundo Fiocca Vernengo, Sophia Brumhard, Ivo Röwekamp, Agata Anna Bielecka, Till Robin Lesker, Emanuel Wyler, Markus Landthaler, Andrej Mantei, Christian Meisel, Sandra Caesar, Charlotte Thibeault, Victor Corman, Lajos Marko, Norbert Suttorp, Till Strowig, Florian Kurth, Leif E. Sander, Yang Li, Jennifer A. Kirwan, Sofia K. Forslund, Bastian Opitz
bioRxiv 2022.12.02.518860; doi: https://doi.org/10.1101/2022.12.02.518860
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Gut microbiota dysbiosis is associated with altered tryptophan metabolism and dysregulated inflammatory response in severe COVID-19
Morgan Essex, Belén Millet Pascual-Leone, Ulrike Löber, Mathias Kuhring, Bowen Zhang, Ulrike Bruening, Raphaela Fritsche-Guenther, Marta Krzanowski, Facundo Fiocca Vernengo, Sophia Brumhard, Ivo Röwekamp, Agata Anna Bielecka, Till Robin Lesker, Emanuel Wyler, Markus Landthaler, Andrej Mantei, Christian Meisel, Sandra Caesar, Charlotte Thibeault, Victor Corman, Lajos Marko, Norbert Suttorp, Till Strowig, Florian Kurth, Leif E. Sander, Yang Li, Jennifer A. Kirwan, Sofia K. Forslund, Bastian Opitz
bioRxiv 2022.12.02.518860; doi: https://doi.org/10.1101/2022.12.02.518860

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