Multiscale interactome analysis coupled with off-target drug predictions reveals drug repurposing candidates for human coronavirus disease.


Journal

Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288

Informations de publication

Date de publication:
02 12 2021
Historique:
received: 15 06 2021
accepted: 03 11 2021
entrez: 3 12 2021
pubmed: 4 12 2021
medline: 15 12 2021
Statut: epublish

Résumé

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.

Identifiants

pubmed: 34857794
doi: 10.1038/s41598-021-02432-7
pii: 10.1038/s41598-021-02432-7
pmc: PMC8640055
doi:

Substances chimiques

Antiviral Agents 0
Benzamides 0
Imidazoles 0
Triazines 0
IRAK1 protein, human EC 2.7.11.1
IRAK4 protein, human EC 2.7.11.1
Interleukin-1 Receptor-Associated Kinases EC 2.7.11.1
capmatinib TY34L4F9OZ

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

23315

Informations de copyright

© 2021. The Author(s).

Références

Science. 2008 Aug 1;321(5889):691-6
pubmed: 18669862
Nat Med. 2017 Apr 7;23(4):405-408
pubmed: 28388612
J Virol. 2007 Jan;81(1):20-9
pubmed: 16928755
Mol Immunol. 2009 Apr;46(7):1458-66
pubmed: 19181383
Cell. 2020 Dec 10;183(6):1520-1535.e14
pubmed: 33157038
Nucleic Acids Res. 2016 Jan 4;44(D1):D380-4
pubmed: 26590256
Nucleic Acids Res. 2004 Jan 1;32(Database issue):D449-51
pubmed: 14681454
Patterns (N Y). 2020 Sep 11;1(6):100090
pubmed: 32838343
Nat Commun. 2021 Mar 19;12(1):1796
pubmed: 33741907
Antimicrob Agents Chemother. 2020 Jun 23;64(7):
pubmed: 32366720
J Immunol. 2014 Sep 15;193(6):2984-93
pubmed: 25114104
Science. 2020 Nov 13;370(6518):856-860
pubmed: 33082293
PLoS Pathog. 2008 Dec;4(12):e1000240
pubmed: 19079579
Proc Natl Acad Sci U S A. 2009 Nov 24;106(47):19970-4
pubmed: 19901337
Cell. 2014 Nov 20;159(5):1212-1226
pubmed: 25416956
Bioinformatics. 2020 Feb 15;36(4):1241-1251
pubmed: 31584634
J Med Virol. 2021 Feb;93(2):1002-1007
pubmed: 32720706
Transl Clin Pharmacol. 2019 Jun;27(2):59-63
pubmed: 32055582
Clin Transl Sci. 2021 May;14(3):1123-1132
pubmed: 33606912
J Virol. 2007 Aug;81(16):8722-9
pubmed: 17522231
Comput Struct Biotechnol J. 2021;19:2537-2548
pubmed: 33936562
Nature. 2007 Aug 9;448(7154):645-6
pubmed: 17687303
Cell. 2021 Jan 7;184(1):106-119.e14
pubmed: 33333024
J Vis Exp. 2014 Nov 04;(93):e52065
pubmed: 25407402
Science. 2020 Nov 13;370(6518):861-865
pubmed: 33082294
PLoS Pathog. 2017 Mar 29;13(3):e1006286
pubmed: 28355270
J Biol Chem. 2021 Jan-Jun;296:100306
pubmed: 33476648
J Virol. 2018 Jan 17;92(3):
pubmed: 29142129
Med Drug Discov. 2020 Sep;7:100052
pubmed: 32537610
Int J Mol Sci. 2016 Nov 23;17(11):
pubmed: 27886052
Science. 2020 Sep 11;369(6509):1395-1398
pubmed: 32763915
Nucleic Acids Res. 2000 Jan 1;28(1):235-42
pubmed: 10592235
Nat Commun. 2020 Sep 11;11(1):4541
pubmed: 32917884
Genomics. 2015 Aug;106(2):107-15
pubmed: 25979460
Comput Struct Biotechnol J. 2020 Apr 13;18:1043-1055
pubmed: 32419905
Respirology. 2018 Feb;23(2):130-137
pubmed: 29052924
Nat Genet. 2000 May;25(1):25-9
pubmed: 10802651
Nat Rev Drug Discov. 2017 Jan;16(1):19-34
pubmed: 27910877
Intensive Care Med. 2020 Apr;46(4):586-590
pubmed: 32125455
Sci Transl Med. 2019 Sep 11;11(509):
pubmed: 31511426
Curr Top Microbiol Immunol. 2005;287:57-94
pubmed: 15609509
J Med Virol. 2021 Mar;93(3):1403-1408
pubmed: 32767684
Nat Methods. 2011 Jun;8(6):478-80
pubmed: 21516116
Cell. 2021 Jan 7;184(1):120-132.e14
pubmed: 33382968
Clin Cancer Res. 2019 May 15;25(10):3164-3175
pubmed: 30674502
N Engl J Med. 2021 May 13;384(19):1866-1868
pubmed: 33761203
Mol Cancer Ther. 2016 Jul;15(7):1568-79
pubmed: 27196782
Front Oncol. 2017 Nov 14;7:273
pubmed: 29184849
J Exp Med. 2021 Apr 5;218(4):
pubmed: 33533916
Sci Data. 2021 Feb 26;8(1):70
pubmed: 33637768
Proc Natl Acad Sci U S A. 2019 Feb 12;116(7):2681-2690
pubmed: 30679277
Nucleic Acids Res. 2006 Jan 1;34(Database issue):D668-72
pubmed: 16381955
Lancet Infect Dis. 2020 May;20(5):533-534
pubmed: 32087114
Nat Methods. 2009 Jan;6(1):83-90
pubmed: 19060904
Cell Res. 2008 Feb;18(2):290-301
pubmed: 18227861
Nucleic Acids Res. 2019 Jan 8;47(D1):D529-D541
pubmed: 30476227
Int J Obes (Lond). 2021 May;45(5):1152-1154
pubmed: 33637950
Nucleic Acids Res. 2001 May 1;29(9):e45
pubmed: 11328886
Cold Spring Harb Mol Case Stud. 2020 Jun 12;6(3):
pubmed: 32532880
Nat Rev Microbiol. 2016 Aug;14(8):523-34
pubmed: 27344959
KDD. 2016 Aug;2016:855-864
pubmed: 27853626
Nucleic Acids Res. 2017 Jan 4;45(D1):D313-D319
pubmed: 27899672
Medicine (Baltimore). 2010 Nov;89(6):403-425
pubmed: 21057262
EMBO J. 2020 May 18;39(10):e105114
pubmed: 32246845
J Hosp Infect. 2002 May;51(1):59-64
pubmed: 12009822
Trends Immunol. 2002 Oct;23(10):503-6
pubmed: 12297423
J Biomol Struct Dyn. 2022 Jul;40(11):4879-4892
pubmed: 33357040
Science. 2015 Feb 20;347(6224):1257601
pubmed: 25700523
Clin Cancer Res. 2011 Nov 15;17(22):7127-38
pubmed: 21918175
Nucleic Acids Res. 2019 Jan 8;47(D1):D330-D338
pubmed: 30395331
Nat Commun. 2017 Nov 23;8(1):1735
pubmed: 29170370
J Clin Med. 2020 Jun 19;9(6):
pubmed: 32575417
Drug Saf. 2019 Feb;42(2):211-233
pubmed: 30649748
Nature. 2005 Oct 20;437(7062):1173-8
pubmed: 16189514
Proc Natl Acad Sci U S A. 2017 Dec 19;114(51):13507-13512
pubmed: 29208712
Front Pharmacol. 2021 Jun 14;12:685308
pubmed: 34194331
Cell. 2020 Apr 16;181(2):271-280.e8
pubmed: 32142651
Virol J. 2008 Nov 12;5:138
pubmed: 19014487
Nat Methods. 2012 Jul;9(7):671-5
pubmed: 22930834
Nucleic Acids Res. 2018 Jan 4;46(D1):D1074-D1082
pubmed: 29126136
Front Pediatr. 2017 Apr 28;5:83
pubmed: 28503543
Nat Commun. 2021 Jun 16;12(1):3661
pubmed: 34135340
Nature. 2020 Jul;583(7816):459-468
pubmed: 32353859
Nat Med. 2020 Oct;26(10):1636-1643
pubmed: 32839624
J Chem Inf Model. 2020 Dec 28;60(12):5727-5729
pubmed: 32914973
Lancet. 2021 Mar 13;397(10278):952-954
pubmed: 33581803
J Leukoc Biol. 2016 Nov;100(5):927-941
pubmed: 27343013
J Leukoc Biol. 2019 Feb;105(2):339-351
pubmed: 30256449
Nature. 1992 Jun 4;357(6377):420-2
pubmed: 1350662
Science. 2020 Dec 4;370(6521):
pubmed: 33060197

Auteurs

Michael G Sugiyama (MG)

Department of Chemistry and Biology, Ryerson University, Toronto, ON, Canada.

Haotian Cui (H)

Department of Computer Science, University of Toronto, Toronto, ON, Canada.
Vector Institute, Toronto, ON, Canada.

Dar'ya S Redka (DS)

Cyclica Inc., Toronto, ON, Canada.

Mehran Karimzadeh (M)

Vector Institute, Toronto, ON, Canada.

Edurne Rujas (E)

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 (H)

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 (S)

Precision Cardiology Laboratory, Bayer US LLC, Cambridge, MA, USA.
Institute of Experimental Medicine and Systems Biology, RWTH Aachen University, Aachen, Germany.

Kyle Cheung (K)

Department of Chemistry and Biology, Ryerson University, Toronto, ON, Canada.
Graduate Program in Molecular Science, Ryerson University, Toronto, ON, Canada.

Rahul Misra (R)

Department of Chemistry and Biology, Ryerson University, Toronto, ON, Canada.

Joseph B McPhee (JB)

Department of Chemistry and Biology, Ryerson University, Toronto, ON, Canada.
Graduate Program in Molecular Science, Ryerson University, Toronto, ON, Canada.

Russell D Viirre (RD)

Department of Chemistry and Biology, Ryerson University, Toronto, ON, Canada.
Graduate Program in Molecular Science, Ryerson University, Toronto, ON, Canada.

Andrew Haller (A)

Phoenox Pharma, Toronto, ON, Canada.
Department of Pharmacology and Toxicology, University of Toronto, Toronto, ON, Canada.

Roberto J Botelho (RJ)

Department of Chemistry and Biology, Ryerson University, Toronto, ON, Canada.
Graduate Program in Molecular Science, Ryerson University, Toronto, ON, Canada.

Raffi Karshafian (R)

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 (SA)

Department of Chemistry and Biology, Ryerson University, Toronto, ON, Canada.
Graduate Program in Molecular Science, Ryerson University, Toronto, ON, Canada.

Gregory D Fairn (GD)

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.

Seyed Ali Madani Tonekaboni (SA)

Cyclica Inc., Toronto, ON, Canada.

Andreas Windemuth (A)

Cyclica Inc., Toronto, ON, Canada.

Jean-Philippe Julien (JP)

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.

Vijay Shahani (V)

Cyclica Inc., Toronto, ON, Canada.

Stephen S MacKinnon (SS)

Cyclica Inc., Toronto, ON, Canada. stephen.mackinnon@cyclicarx.com.

Bo Wang (B)

Department of Computer Science, University of Toronto, Toronto, ON, Canada. bowang@vectorinstitute.ai.
Vector Institute, Toronto, ON, Canada. bowang@vectorinstitute.ai.
Peter Munk Cardiac Centre, University Health Centre, Toronto, ON, Canada. bowang@vectorinstitute.ai.
Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada. bowang@vectorinstitute.ai.

Costin N Antonescu (CN)

Department of Chemistry and Biology, Ryerson University, Toronto, ON, Canada. cantonescu@ryerson.ca.
Graduate Program in Molecular Science, Ryerson University, Toronto, ON, Canada. cantonescu@ryerson.ca.
Keenan Research Centre for Biomedical Science, St. Michael's Hospital, Toronto, ON, Canada. cantonescu@ryerson.ca.

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