Transcriptomics-based drug repositioning pipeline identifies therapeutic candidates for COVID-19.


Journal

Research square
Titre abrégé: Res Sq
Pays: United States
ID NLM: 101768035

Informations de publication

Date de publication:
30 Mar 2021
Historique:
entrez: 6 4 2021
pubmed: 7 4 2021
medline: 7 4 2021
Statut: epublish

Résumé

The novel SARS-CoV-2 virus emerged in December 2019 and has few effective treatments. We applied a computational drug repositioning pipeline to SARS-CoV-2 differential gene expression signatures derived from publicly available data. We utilized three independent published studies to acquire or generate lists of differentially expressed genes between control and SARS-CoV-2-infected samples. Using a rank-based pattern matching strategy based on the Kolmogorov-Smirnov Statistic, the signatures were queried against drug profiles from Connectivity Map (CMap). We validated sixteen of our top predicted hits in live SARS-CoV-2 antiviral assays in either Calu-3 or 293T-ACE2 cells. Validation experiments in human cell lines showed that 11 of the 16 compounds tested to date (including clofazimine, haloperidol and others) had measurable antiviral activity against SARS-CoV-2. These initial results are encouraging as we continue to work towards a further analysis of these predicted drugs as potential therapeutics for the treatment of COVID-19.

Identifiants

pubmed: 33821262
doi: 10.21203/rs.3.rs-333578/v1
pmc: PMC8020993
pii:
doi:

Types de publication

Preprint

Langues

eng

Subventions

Organisme : NIGMS NIH HHS
ID : T32 GM007618
Pays : United States

Commentaires et corrections

Type : UpdateIn

Références

Curr Protoc Microbiol. 2020 Sep;58(1):e108
pubmed: 32585083
Viruses. 2020 Apr 06;12(4):
pubmed: 32268515
Life Sci. 2020 Jul 1;252:117652
pubmed: 32278693
Nat Med. 2020 Jun;26(6):842-844
pubmed: 32398875
J Infect. 2021 Feb;82(2):e40-e42
pubmed: 32795482
Nat Commun. 2017 Jul 12;8:16022
pubmed: 28699633
Genome Biol. 2003;4(5):P3
pubmed: 12734009
Br J Clin Pharmacol. 2007 Nov;64(5):563-5
pubmed: 17935601
Cancer Discov. 2013 Dec;3(12):1364-77
pubmed: 24078773
J Health Econ. 2003 Mar;22(2):151-85
pubmed: 12606142
J Antimicrob Chemother. 2012 Feb;67(2):290-8
pubmed: 22020137
Gastroenterology. 2017 Jun;152(8):2022-2036
pubmed: 28284560
Brief Bioinform. 2018 May 1;19(3):506-523
pubmed: 28069634
BMJ Glob Health. 2020 Sep;5(9):
pubmed: 32912856
Nat Biotechnol. 2007 Feb;25(2):197-206
pubmed: 17287757
J Invest Dermatol. 2016 Jul;136(7):1517-1520
pubmed: 26975725
Sci Transl Med. 2011 Aug 17;3(96):96ra76
pubmed: 21849664
N Engl J Med. 2020 Sep 3;383(10):994
pubmed: 32649078
Bioinformatics. 2011 Jun 15;27(12):1739-40
pubmed: 21546393
Science. 2020 Oct 23;370(6515):
pubmed: 32972995
Emerg Microbes Infect. 2020 Dec;9(1):761-770
pubmed: 32228226
BMC Complement Altern Med. 2015 Jun 11;15:179
pubmed: 26062546
Genome Biol. 2019 Dec 23;20(1):296
pubmed: 31870423
Cell. 2017 Nov 30;171(6):1437-1452.e17
pubmed: 29195078
Elife. 2017 Sep 22;6:
pubmed: 28936969
Cell Discov. 2020 Mar 16;6:14
pubmed: 32194980
JCI Insight. 2020 Feb 13;5(3):
pubmed: 32051340
Genomics Proteomics Bioinformatics. 2017 Feb;15(1):14-18
pubmed: 28387199
Nat Genet. 2003 Jul;34(3):267-73
pubmed: 12808457
Proc Natl Acad Sci U S A. 2005 Oct 25;102(43):15545-50
pubmed: 16199517
BMC Pharmacol Toxicol. 2020 Sep 3;21(1):65
pubmed: 32883368
Sci Transl Med. 2011 Aug 17;3(96):96ra77
pubmed: 21849665
Nat Med. 2020 Jul;26(7):1017-1032
pubmed: 32651579
Cell. 2020 May 28;181(5):1036-1045.e9
pubmed: 32416070
Virol J. 2019 Dec 2;16(1):150
pubmed: 31791359
Lancet. 2020 Mar 28;395(10229):1033-1034
pubmed: 32192578
Nucleic Acids Res. 2020 Jan 8;48(D1):D24-D33
pubmed: 31702008
Proc Natl Acad Sci U S A. 2000 Jul 5;97(14):7673-5
pubmed: 10884398
Cell. 2020 Apr 16;181(2):271-280.e8
pubmed: 32142651
Science. 2020 Jul 3;369(6499):50-54
pubmed: 32358202
Nucleic Acids Res. 2018 Jan 4;46(D1):D1074-D1082
pubmed: 29126136
Genome Med. 2014 Dec 02;6(12):540
pubmed: 25606058
Nature. 2020 Jul;583(7816):459-468
pubmed: 32353859
Nucleic Acids Res. 2005 Jan 1;33(Database issue):D54-8
pubmed: 15608257
Bioinformatics. 2018 Sep 15;34(18):3151-3159
pubmed: 29688306
Science. 2006 Sep 29;313(5795):1929-35
pubmed: 17008526
Science. 2020 Dec 4;370(6521):
pubmed: 33060197

Auteurs

Brian L Le (BL)

Department of Pediatrics, UCSF, SF, CA, USA.
Bakar Computational Health Sciences Institute, UCSF, SF, CA, USA.

Gaia Andreoletti (G)

Department of Pediatrics, UCSF, SF, CA, USA.
Bakar Computational Health Sciences Institute, UCSF, SF, CA, USA.

Tomiko Oskotsky (T)

Department of Pediatrics, UCSF, SF, CA, USA.
Bakar Computational Health Sciences Institute, UCSF, SF, CA, USA.

Albert Vallejo-Gracia (A)

Gladstone Institute of Virology, Gladstone Institutes, SF, CA, USA.

Romel Rosales (R)

Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.

Katharine Yu (K)

Department of Pediatrics, UCSF, SF, CA, USA.
Bakar Computational Health Sciences Institute, UCSF, SF, CA, USA.
Biomedical Sciences Graduate Program, UCSF, SF, CA, USA.

Idit Kosti (I)

Department of Pediatrics, UCSF, SF, CA, USA.
Bakar Computational Health Sciences Institute, UCSF, SF, CA, USA.

Kristoffer E Leon (KE)

Gladstone Institute of Virology, Gladstone Institutes, SF, CA, USA.

Daniel G Bunis (DG)

Department of Pediatrics, UCSF, SF, CA, USA.
Bakar Computational Health Sciences Institute, UCSF, SF, CA, USA.
Biomedical Sciences Graduate Program, UCSF, SF, CA, USA.

Christine Li (C)

Department of Pediatrics, UCSF, SF, CA, USA.
Bakar Computational Health Sciences Institute, UCSF, SF, CA, USA.
Shanghai American School, Shanghai, China.

G Renuka Kumar (GR)

Gladstone Institute of Virology, Gladstone Institutes, SF, CA, USA.

Kris M White (KM)

Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.

Adolfo García-Sastre (A)

Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Global Health and Emerging Pathogens Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Department of Medicine, Division of Infectious Diseases, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.

Melanie Ott (M)

Gladstone Institute of Virology, Gladstone Institutes, SF, CA, USA.
Department of Medicine, UCSF, SF, CA, USA.

Marina Sirota (M)

Department of Pediatrics, UCSF, SF, CA, USA.
Bakar Computational Health Sciences Institute, UCSF, SF, CA, USA.

Classifications MeSH