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Morphological Cell Profiling of SARS-CoV-2 Infection Identifies Drug Repurposing Candidates for COVID-19

View ORCID ProfileCarmen Mirabelli, View ORCID ProfileJesse W. Wotring, View ORCID ProfileCharles J. Zhang, View ORCID ProfileSean M. McCarty, View ORCID ProfileReid Fursmidt, View ORCID ProfileTristan Frum, View ORCID ProfileNamrata S. Kadambi, View ORCID ProfileAnya T. Amin, View ORCID ProfileTeresa R. O’Meara, Carla D. Pretto, View ORCID ProfileJason R. Spence, Jessie Huang, Konstantinos D. Alysandratos, View ORCID ProfileDarrell N. Kotton, View ORCID ProfileSamuel K. Handelman, View ORCID ProfileChristiane E. Wobus, View ORCID ProfileKevin J. Weatherwax, View ORCID ProfileGeorge A. Mashour, View ORCID ProfileMatthew J. O’Meara, View ORCID ProfileJonathan Z. Sexton
doi: https://doi.org/10.1101/2020.05.27.117184
Carmen Mirabelli
1Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
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  • ORCID record for Carmen Mirabelli
Jesse W. Wotring
2Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI, 48109, USA
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  • ORCID record for Jesse W. Wotring
Charles J. Zhang
2Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI, 48109, USA
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Sean M. McCarty
2Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI, 48109, USA
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Reid Fursmidt
3Department of Internal Medicine, Gastroenterology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, 48109, USA
4U-M Center for Drug Repurposing, University of Michigan, Ann Arbor, MI, 48109, USA
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Tristan Frum
5Department of Cell and Developmental Biology, University of Michigan, Ann Arbor, MI, 48109, USA
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  • ORCID record for Tristan Frum
Namrata S. Kadambi
3Department of Internal Medicine, Gastroenterology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, 48109, USA
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Anya T. Amin
3Department of Internal Medicine, Gastroenterology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, 48109, USA
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Teresa R. O’Meara
1Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
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  • ORCID record for Teresa R. O’Meara
Carla D. Pretto
1Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
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Jason R. Spence
3Department of Internal Medicine, Gastroenterology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, 48109, USA
5Department of Cell and Developmental Biology, University of Michigan, Ann Arbor, MI, 48109, USA
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Jessie Huang
6Center for Regenerative Medicine of Boston University and Boston Medical Center, Boston, MA, 02118, USA
7The Pulmonary Center and Department of Medicine, Boston University School of Medicine, Boston, MA, 02118, USA
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Konstantinos D. Alysandratos
6Center for Regenerative Medicine of Boston University and Boston Medical Center, Boston, MA, 02118, USA
7The Pulmonary Center and Department of Medicine, Boston University School of Medicine, Boston, MA, 02118, USA
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Darrell N. Kotton
6Center for Regenerative Medicine of Boston University and Boston Medical Center, Boston, MA, 02118, USA
7The Pulmonary Center and Department of Medicine, Boston University School of Medicine, Boston, MA, 02118, USA
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Samuel K. Handelman
3Department of Internal Medicine, Gastroenterology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, 48109, USA
4U-M Center for Drug Repurposing, University of Michigan, Ann Arbor, MI, 48109, USA
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Christiane E. Wobus
1Department of Microbiology and Immunology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
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Kevin J. Weatherwax
4U-M Center for Drug Repurposing, University of Michigan, Ann Arbor, MI, 48109, USA
8Michigan Institute for Clinical and Health Research (MICHR), University of Michigan, Ann Arbor, MI, 48109, USA
9College of Pharmacy, University of Michigan, Ann Arbor, MI 48109, USA
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George A. Mashour
4U-M Center for Drug Repurposing, University of Michigan, Ann Arbor, MI, 48109, USA
8Michigan Institute for Clinical and Health Research (MICHR), University of Michigan, Ann Arbor, MI, 48109, USA
10Department of Anesthesiology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, 48109, USA
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Matthew J. O’Meara
11Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, 48109, USA
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Jonathan Z. Sexton
2Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, MI, 48109, USA
3Department of Internal Medicine, Gastroenterology, Michigan Medicine at the University of Michigan, Ann Arbor, MI, 48109, USA
4U-M Center for Drug Repurposing, University of Michigan, Ann Arbor, MI, 48109, USA
8Michigan Institute for Clinical and Health Research (MICHR), University of Michigan, Ann Arbor, MI, 48109, USA
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  • For correspondence: jzsexton@umich.edu
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ABSTRACT

The global spread of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), and the associated disease COVID-19, requires therapeutic interventions that can be rapidly translated to clinical care. Unfortunately, traditional drug discovery methods have a >90% failure rate and can take 10-15 years from target identification to clinical use. In contrast, drug repurposing can significantly accelerate translation. We developed a quantitative high-throughput screen to identify efficacious single agents and combination therapies against SARS-CoV-2. Quantitative high-content morphological profiling was coupled with an AI-based machine learning strategy to classify features of cells for infection and stress. This assay detected multiple antiviral mechanisms of action (MOA), including inhibition of viral entry, propagation, and modulation of host cellular responses. From a library of 1,425 FDA-approved compounds and clinical candidates, we identified 16 dose-responsive compounds with antiviral effects. In particular, we discovered that lactoferrin is an effective inhibitor of SARS-CoV-2 infection with an IC50 of 308 nM and that it potentiates the efficacy of both remdesivir and hydroxychloroquine. Lactoferrin also stimulates an antiviral host cell response and retains inhibitory activity in iPSC-derived alveolar epithelial cells, a model for the primary site of infection. Given its safety profile in humans, these data suggest that lactoferrin is a readily translatable therapeutic adjunct for COVID-19. Additionally, several commonly prescribed drugs were found to exacerbate viral infection and warrant clinical investigation. We conclude that morphological profiling for drug repurposing is an effective strategy for the selection and optimization of drugs and drug combinations as viable therapeutic options for COVID-19 pandemic and other emerging infectious diseases.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • Conflicts of interest: The authors declare no conflicts of interest.

  • We have added additional drugs to the manuscript (Fig 2B) and have validated additional drugs in the iAEC2 cell system.

  • Abbreviations

    MOI
    multiplicity of infection
    UMAP
    uniform manifold approximation and projection
    COVID-19
    Coronavirus Disease-2019
    MOA
    mechanism of action
    ROI
    region of interest
    iAEC2
    induced pluripotent stem cell (iPSC)-derived alveolar epithelial type 2 cells
    HCQ
    hydroxychloroquine
  • Copyright 
    The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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    Morphological Cell Profiling of SARS-CoV-2 Infection Identifies Drug Repurposing Candidates for COVID-19
    Carmen Mirabelli, Jesse W. Wotring, Charles J. Zhang, Sean M. McCarty, Reid Fursmidt, Tristan Frum, Namrata S. Kadambi, Anya T. Amin, Teresa R. O’Meara, Carla D. Pretto, Jason R. Spence, Jessie Huang, Konstantinos D. Alysandratos, Darrell N. Kotton, Samuel K. Handelman, Christiane E. Wobus, Kevin J. Weatherwax, George A. Mashour, Matthew J. O’Meara, Jonathan Z. Sexton
    bioRxiv 2020.05.27.117184; doi: https://doi.org/10.1101/2020.05.27.117184
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    Morphological Cell Profiling of SARS-CoV-2 Infection Identifies Drug Repurposing Candidates for COVID-19
    Carmen Mirabelli, Jesse W. Wotring, Charles J. Zhang, Sean M. McCarty, Reid Fursmidt, Tristan Frum, Namrata S. Kadambi, Anya T. Amin, Teresa R. O’Meara, Carla D. Pretto, Jason R. Spence, Jessie Huang, Konstantinos D. Alysandratos, Darrell N. Kotton, Samuel K. Handelman, Christiane E. Wobus, Kevin J. Weatherwax, George A. Mashour, Matthew J. O’Meara, Jonathan Z. Sexton
    bioRxiv 2020.05.27.117184; doi: https://doi.org/10.1101/2020.05.27.117184

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