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Sugiyama MG, Cui H, Redka DS, Karimzadeh M, Rujas E, Maan H, Hayat S, Cheung K, Misra R, McPhee JB, Viirre RD, Haller A, Botelho RJ, Karshafian R, Sabatinos SA, Fairn GD, Madani Tonekaboni SA, Windemuth A, Julien JP, Shahani V, MacKinnon SS, Wang B, Antonescu CN. Multiscale interactome analysis coupled with off-target drug predictions reveals drug repurposing candidates for human coronavirus disease. Sci Rep 2021; 11:23315. [PMID: 34857794 PMCID: PMC8640055 DOI: 10.1038/s41598-021-02432-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Accepted: 11/03/2021] [Indexed: 12/20/2022] Open
Abstract
The COVID-19 pandemic has highlighted the urgent need for the identification of new antiviral drug therapies for a variety of diseases. COVID-19 is caused by infection with the human coronavirus SARS-CoV-2, while other related human coronaviruses cause diseases ranging from severe respiratory infections to the common cold. We developed a computational approach to identify new antiviral drug targets and repurpose clinically-relevant drug compounds for the treatment of a range of human coronavirus diseases. Our approach is based on graph convolutional networks (GCN) and involves multiscale host-virus interactome analysis coupled to off-target drug predictions. Cell-based experimental assessment reveals several clinically-relevant drug repurposing candidates predicted by the in silico analyses to have antiviral activity against human coronavirus infection. In particular, we identify the MET inhibitor capmatinib as having potent and broad antiviral activity against several coronaviruses in a MET-independent manner, as well as novel roles for host cell proteins such as IRAK1/4 in supporting human coronavirus infection, which can inform further drug discovery studies.
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Affiliation(s)
- Michael G Sugiyama
- Department of Chemistry and Biology, Ryerson University, Toronto, ON, Canada
| | - Haotian Cui
- Department of Computer Science, University of Toronto, Toronto, ON, Canada
- Vector Institute, Toronto, ON, Canada
| | | | | | - Edurne Rujas
- Program in Molecular Medicine, The Hospital for Sick Children Research Institute, Toronto, ON, Canada
- Department of Biochemistry, University of Toronto, Toronto, ON, Canada
- Biofisika Institute (CSIC, UPV/EHU) and Department of Biochemistry and Molecular Biology, University of the Basque Country (UPV/EHU), Bilbao, Spain
| | - Hassaan Maan
- Vector Institute, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Peter Munk Cardiac Centre, University Health Centre, Toronto, ON, Canada
| | - Sikander Hayat
- Precision Cardiology Laboratory, Bayer US LLC, Cambridge, MA, USA
- Institute of Experimental Medicine and Systems Biology, RWTH Aachen University, Aachen, Germany
| | - Kyle Cheung
- Department of Chemistry and Biology, Ryerson University, Toronto, ON, Canada
- Graduate Program in Molecular Science, Ryerson University, Toronto, ON, Canada
| | - Rahul Misra
- Department of Chemistry and Biology, Ryerson University, Toronto, ON, Canada
| | - Joseph B McPhee
- Department of Chemistry and Biology, Ryerson University, Toronto, ON, Canada
- Graduate Program in Molecular Science, Ryerson University, Toronto, ON, Canada
| | - Russell D Viirre
- Department of Chemistry and Biology, Ryerson University, Toronto, ON, Canada
- Graduate Program in Molecular Science, Ryerson University, Toronto, ON, Canada
| | - Andrew Haller
- Phoenox Pharma, Toronto, ON, Canada
- Department of Pharmacology and Toxicology, University of Toronto, Toronto, ON, Canada
| | - Roberto J Botelho
- Department of Chemistry and Biology, Ryerson University, Toronto, ON, Canada
- Graduate Program in Molecular Science, Ryerson University, Toronto, ON, Canada
| | - Raffi Karshafian
- Graduate Program in Molecular Science, Ryerson University, Toronto, ON, Canada
- Keenan Research Centre for Biomedical Science, St. Michael's Hospital, Toronto, ON, Canada
- Institute for Biomedical Engineering, Science and Technology (iBEST), a partnership between Ryerson University and St. Michael's Hospital, Toronto, ON, Canada
- Department of Physics, Ryerson University, Toronto, ON, Canada
| | - Sarah A Sabatinos
- Department of Chemistry and Biology, Ryerson University, Toronto, ON, Canada
- Graduate Program in Molecular Science, Ryerson University, Toronto, ON, Canada
| | - Gregory D Fairn
- Department of Biochemistry, University of Toronto, Toronto, ON, Canada
- Keenan Research Centre for Biomedical Science, St. Michael's Hospital, Toronto, ON, Canada
- Department of Surgery, University of Toronto, Toronto, ON, Canada
| | | | | | - Jean-Philippe Julien
- Program in Molecular Medicine, The Hospital for Sick Children Research Institute, Toronto, ON, Canada
- Department of Biochemistry, University of Toronto, Toronto, ON, Canada
- Department of Immunology, Toronto, ON, Canada
| | | | | | - Bo Wang
- Department of Computer Science, University of Toronto, Toronto, ON, Canada.
- Vector Institute, Toronto, ON, Canada.
- Peter Munk Cardiac Centre, University Health Centre, Toronto, ON, Canada.
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada.
| | - Costin N Antonescu
- Department of Chemistry and Biology, Ryerson University, Toronto, ON, Canada.
- Graduate Program in Molecular Science, Ryerson University, Toronto, ON, Canada.
- Keenan Research Centre for Biomedical Science, St. Michael's Hospital, Toronto, ON, Canada.
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Chin S, Hung M, Won A, Wu YS, Ahmadi S, Yang D, Elmallah S, Toutah K, Hamilton CM, Young RN, Viirre RD, Yip CM, Bear CE. Lipophilicity of the Cystic Fibrosis Drug, Ivacaftor (VX-770), and Its Destabilizing Effect on the Major CF-causing Mutation: F508del. Mol Pharmacol 2018; 94:917-925. [PMID: 29903751 DOI: 10.1124/mol.118.112177] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2018] [Accepted: 06/13/2018] [Indexed: 12/18/2022] Open
Abstract
Deletion of phenylalanine at position 508 (F508del) in cystic fibrosis transmembrane conductance regulator (CFTR) is the most common cystic fibrosis (CF)-causing mutation. Recently, ORKAMBI, a combination therapy that includes a corrector of the processing defect of F508del-CFTR (lumacaftor or VX-809) and a potentiator of channel activity (ivacaftor or VX-770), was approved for CF patients homozygous for this mutation. However, clinical studies revealed that the effect of ORKAMBI on lung function is modest and it was proposed that this modest effect relates to a negative impact of VX-770 on the stability of F508del-CFTR. In the current studies, we showed that this negative effect of VX-770 at 10 μM correlated with its inhibitory effect on VX-809-mediated correction of the interface between the second membrane spanning domain and the first nucleotide binding domain bearing F508del. Interestingly, we found that VX-770 exerted a similar negative effect on the stability of other membrane localized solute carriers (SLC26A3, SLC26A9, and SLC6A14), suggesting that this negative effect is not specific for F508del-CFTR. We determined that the relative destabilizing effect of a panel of VX-770 derivatives on F508del-CFTR correlated with their predicted lipophilicity. Polarized total internal reflection fluorescence microscopy on a supported lipid bilayer model shows that VX-770, and not its less lipophilic derivative, increased the fluidity of and reorganized the membrane. In summary, our findings show that there is a potential for nonspecific effects of VX-770 on the lipid bilayer and suggest that this effect may account for its destabilizing effect on VX-809- rescued F508del-CFTR.
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Affiliation(s)
- Stephanie Chin
- Department of Molecular Medicine, Hospital for Sick Children, Toronto, Ontario, Canada (S.C., M.H., Y.-S.W., S.A., D.Y., C.E.B.); Departments of Biochemistry (S.C., C.E.B.) and Physiology (M.H., Y.-S.W., S.A., C.E.B.), and Institute of Biomaterials and Biomedical Engineering (A.W., C.M.Y.), University of Toronto, Toronto, Ontario, Canada; Department of Chemistry and Biology, Ryerson University, Toronto, Ontario, Canada (S.E., K.T., R.D.V.); and Department of Chemistry, Simon Fraser University, Burnaby, British Columbia, Canada (C.M.H., R.N.Y.)
| | - Maurita Hung
- Department of Molecular Medicine, Hospital for Sick Children, Toronto, Ontario, Canada (S.C., M.H., Y.-S.W., S.A., D.Y., C.E.B.); Departments of Biochemistry (S.C., C.E.B.) and Physiology (M.H., Y.-S.W., S.A., C.E.B.), and Institute of Biomaterials and Biomedical Engineering (A.W., C.M.Y.), University of Toronto, Toronto, Ontario, Canada; Department of Chemistry and Biology, Ryerson University, Toronto, Ontario, Canada (S.E., K.T., R.D.V.); and Department of Chemistry, Simon Fraser University, Burnaby, British Columbia, Canada (C.M.H., R.N.Y.)
| | - Amy Won
- Department of Molecular Medicine, Hospital for Sick Children, Toronto, Ontario, Canada (S.C., M.H., Y.-S.W., S.A., D.Y., C.E.B.); Departments of Biochemistry (S.C., C.E.B.) and Physiology (M.H., Y.-S.W., S.A., C.E.B.), and Institute of Biomaterials and Biomedical Engineering (A.W., C.M.Y.), University of Toronto, Toronto, Ontario, Canada; Department of Chemistry and Biology, Ryerson University, Toronto, Ontario, Canada (S.E., K.T., R.D.V.); and Department of Chemistry, Simon Fraser University, Burnaby, British Columbia, Canada (C.M.H., R.N.Y.)
| | - Yu-Sheng Wu
- Department of Molecular Medicine, Hospital for Sick Children, Toronto, Ontario, Canada (S.C., M.H., Y.-S.W., S.A., D.Y., C.E.B.); Departments of Biochemistry (S.C., C.E.B.) and Physiology (M.H., Y.-S.W., S.A., C.E.B.), and Institute of Biomaterials and Biomedical Engineering (A.W., C.M.Y.), University of Toronto, Toronto, Ontario, Canada; Department of Chemistry and Biology, Ryerson University, Toronto, Ontario, Canada (S.E., K.T., R.D.V.); and Department of Chemistry, Simon Fraser University, Burnaby, British Columbia, Canada (C.M.H., R.N.Y.)
| | - Saumel Ahmadi
- Department of Molecular Medicine, Hospital for Sick Children, Toronto, Ontario, Canada (S.C., M.H., Y.-S.W., S.A., D.Y., C.E.B.); Departments of Biochemistry (S.C., C.E.B.) and Physiology (M.H., Y.-S.W., S.A., C.E.B.), and Institute of Biomaterials and Biomedical Engineering (A.W., C.M.Y.), University of Toronto, Toronto, Ontario, Canada; Department of Chemistry and Biology, Ryerson University, Toronto, Ontario, Canada (S.E., K.T., R.D.V.); and Department of Chemistry, Simon Fraser University, Burnaby, British Columbia, Canada (C.M.H., R.N.Y.)
| | - Donghe Yang
- Department of Molecular Medicine, Hospital for Sick Children, Toronto, Ontario, Canada (S.C., M.H., Y.-S.W., S.A., D.Y., C.E.B.); Departments of Biochemistry (S.C., C.E.B.) and Physiology (M.H., Y.-S.W., S.A., C.E.B.), and Institute of Biomaterials and Biomedical Engineering (A.W., C.M.Y.), University of Toronto, Toronto, Ontario, Canada; Department of Chemistry and Biology, Ryerson University, Toronto, Ontario, Canada (S.E., K.T., R.D.V.); and Department of Chemistry, Simon Fraser University, Burnaby, British Columbia, Canada (C.M.H., R.N.Y.)
| | - Salma Elmallah
- Department of Molecular Medicine, Hospital for Sick Children, Toronto, Ontario, Canada (S.C., M.H., Y.-S.W., S.A., D.Y., C.E.B.); Departments of Biochemistry (S.C., C.E.B.) and Physiology (M.H., Y.-S.W., S.A., C.E.B.), and Institute of Biomaterials and Biomedical Engineering (A.W., C.M.Y.), University of Toronto, Toronto, Ontario, Canada; Department of Chemistry and Biology, Ryerson University, Toronto, Ontario, Canada (S.E., K.T., R.D.V.); and Department of Chemistry, Simon Fraser University, Burnaby, British Columbia, Canada (C.M.H., R.N.Y.)
| | - Krimo Toutah
- Department of Molecular Medicine, Hospital for Sick Children, Toronto, Ontario, Canada (S.C., M.H., Y.-S.W., S.A., D.Y., C.E.B.); Departments of Biochemistry (S.C., C.E.B.) and Physiology (M.H., Y.-S.W., S.A., C.E.B.), and Institute of Biomaterials and Biomedical Engineering (A.W., C.M.Y.), University of Toronto, Toronto, Ontario, Canada; Department of Chemistry and Biology, Ryerson University, Toronto, Ontario, Canada (S.E., K.T., R.D.V.); and Department of Chemistry, Simon Fraser University, Burnaby, British Columbia, Canada (C.M.H., R.N.Y.)
| | - C Michael Hamilton
- Department of Molecular Medicine, Hospital for Sick Children, Toronto, Ontario, Canada (S.C., M.H., Y.-S.W., S.A., D.Y., C.E.B.); Departments of Biochemistry (S.C., C.E.B.) and Physiology (M.H., Y.-S.W., S.A., C.E.B.), and Institute of Biomaterials and Biomedical Engineering (A.W., C.M.Y.), University of Toronto, Toronto, Ontario, Canada; Department of Chemistry and Biology, Ryerson University, Toronto, Ontario, Canada (S.E., K.T., R.D.V.); and Department of Chemistry, Simon Fraser University, Burnaby, British Columbia, Canada (C.M.H., R.N.Y.)
| | - Robert N Young
- Department of Molecular Medicine, Hospital for Sick Children, Toronto, Ontario, Canada (S.C., M.H., Y.-S.W., S.A., D.Y., C.E.B.); Departments of Biochemistry (S.C., C.E.B.) and Physiology (M.H., Y.-S.W., S.A., C.E.B.), and Institute of Biomaterials and Biomedical Engineering (A.W., C.M.Y.), University of Toronto, Toronto, Ontario, Canada; Department of Chemistry and Biology, Ryerson University, Toronto, Ontario, Canada (S.E., K.T., R.D.V.); and Department of Chemistry, Simon Fraser University, Burnaby, British Columbia, Canada (C.M.H., R.N.Y.)
| | - Russell D Viirre
- Department of Molecular Medicine, Hospital for Sick Children, Toronto, Ontario, Canada (S.C., M.H., Y.-S.W., S.A., D.Y., C.E.B.); Departments of Biochemistry (S.C., C.E.B.) and Physiology (M.H., Y.-S.W., S.A., C.E.B.), and Institute of Biomaterials and Biomedical Engineering (A.W., C.M.Y.), University of Toronto, Toronto, Ontario, Canada; Department of Chemistry and Biology, Ryerson University, Toronto, Ontario, Canada (S.E., K.T., R.D.V.); and Department of Chemistry, Simon Fraser University, Burnaby, British Columbia, Canada (C.M.H., R.N.Y.)
| | - Christopher M Yip
- Department of Molecular Medicine, Hospital for Sick Children, Toronto, Ontario, Canada (S.C., M.H., Y.-S.W., S.A., D.Y., C.E.B.); Departments of Biochemistry (S.C., C.E.B.) and Physiology (M.H., Y.-S.W., S.A., C.E.B.), and Institute of Biomaterials and Biomedical Engineering (A.W., C.M.Y.), University of Toronto, Toronto, Ontario, Canada; Department of Chemistry and Biology, Ryerson University, Toronto, Ontario, Canada (S.E., K.T., R.D.V.); and Department of Chemistry, Simon Fraser University, Burnaby, British Columbia, Canada (C.M.H., R.N.Y.)
| | - Christine E Bear
- Department of Molecular Medicine, Hospital for Sick Children, Toronto, Ontario, Canada (S.C., M.H., Y.-S.W., S.A., D.Y., C.E.B.); Departments of Biochemistry (S.C., C.E.B.) and Physiology (M.H., Y.-S.W., S.A., C.E.B.), and Institute of Biomaterials and Biomedical Engineering (A.W., C.M.Y.), University of Toronto, Toronto, Ontario, Canada; Department of Chemistry and Biology, Ryerson University, Toronto, Ontario, Canada (S.E., K.T., R.D.V.); and Department of Chemistry, Simon Fraser University, Burnaby, British Columbia, Canada (C.M.H., R.N.Y.)
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