Reconstructed signaling and regulatory networks identify potential drugs for SARS-CoV-2 infection.

COVID-19 data integration dynamic networks

Journal

bioRxiv : the preprint server for biology
Titre abrégé: bioRxiv
Pays: United States
ID NLM: 101680187

Informations de publication

Date de publication:
09 Dec 2021
Historique:
pubmed: 22 10 2020
medline: 22 10 2020
entrez: 21 10 2020
Statut: epublish

Résumé

Several molecular datasets have been recently compiled to characterize the activity of SARS-CoV-2 within human cells. Here we extend computational methods to integrate several different types of sequence, functional and interaction data to reconstruct networks and pathways activated by the virus in host cells. We identify key proteins in these networks and further intersect them with genes differentially expressed at conditions that are known to impact viral activity. Several of the top ranked genes do not directly interact with virus proteins. We experimentally tested treatments for a number of the predicted targets. We show that blocking one of the predicted indirect targets significantly reduces viral loads in stem cell-derived alveolar epithelial type II cells (iAT2s).

Identifiants

pubmed: 33083801
doi: 10.1101/2020.06.01.127589
pmc: PMC7574259
pii:
doi:

Types de publication

Preprint

Langues

eng

Subventions

Organisme : NCATS NIH HHS
ID : U01 TR001810
Pays : United States
Organisme : NIAID NIH HHS
ID : UC7 AI095321
Pays : United States
Organisme : NHLBI NIH HHS
ID : T32 HL007035
Pays : United States
Organisme : NIGMS NIH HHS
ID : R01 GM122096
Pays : United States
Organisme : NHLBI NIH HHS
ID : 75N92020C00005
Pays : United States
Organisme : NCATS NIH HHS
ID : UL1 TR001430
Pays : United States

Déclaration de conflit d'intérêts

Conflict of interest None.

Références

Blood. 2009 Jul 30;114(5):1046-52
pubmed: 19436050
Cell Stem Cell. 2017 Oct 5;21(4):472-488.e10
pubmed: 28965766
Virol Sin. 2020 Jun;35(3):266-271
pubmed: 32125642
Nat Methods. 2017 Nov;14(11):1083-1086
pubmed: 28991892
Cell. 2021 Jan 7;184(1):76-91.e13
pubmed: 33147444
J Chem Inf Model. 2015 Nov 23;55(11):2324-37
pubmed: 26479676
Am J Physiol Lung Cell Mol Physiol. 2011 Feb;300(2):L151-60
pubmed: 21097526
Proc Natl Acad Sci U S A. 2016 Aug 30;113(35):E5192-201
pubmed: 27519799
Proteomics. 2011 Jan;11(1):64-80
pubmed: 21182195
Infect Genet Evol. 2020 Jul;81:104260
pubmed: 32092483
Nucleic Acids Res. 2017 Jan 4;45(D1):D995-D1002
pubmed: 27903890
PLoS Pathog. 2009 May;5(5):e1000437
pubmed: 19478882
Lancet. 2020 Mar 28;395(10229):1054-1062
pubmed: 32171076
Nat Commun. 2021 Feb 11;12(1):961
pubmed: 33574281
Thorax. 2012 Feb;67(2):122-31
pubmed: 21940491
Cell Stem Cell. 2020 Dec 3;27(6):962-973.e7
pubmed: 32979316
Emerg Microbes Infect. 2020 Dec;9(1):761-770
pubmed: 32228226
Nucleic Acids Res. 2012 Jun;40(11):5065-77
pubmed: 22362731
Am J Physiol Lung Cell Mol Physiol. 2015 Jan 1;308(1):L33-47
pubmed: 25344067
Nucleic Acids Res. 2015 Apr 20;43(7):e47
pubmed: 25605792
PLoS Pathog. 2014 Nov 06;10(11):e1004502
pubmed: 25375324
Genome Res. 2018 Jan 9;:
pubmed: 29317474
Bioinformatics. 2019 Nov 1;35(22):4707-4715
pubmed: 31038684
J Biol Chem. 2012 Mar 9;287(11):8457-67
pubmed: 22253445
Chem Biol Interact. 2021 May 1;340:109450
pubmed: 33775688
Nucleic Acids Res. 2017 Jan 4;45(D1):D408-D414
pubmed: 27794551
Cell. 2020 Aug 6;182(3):685-712.e19
pubmed: 32645325
Cell. 2021 Jan 7;184(1):92-105.e16
pubmed: 33147445
Cell Host Microbe. 2020 May 13;27(5):841-848.e3
pubmed: 32289263
Nature. 2021 Jun;594(7862):246-252
pubmed: 33845483
Nucleic Acids Res. 2019 Jan 8;47(D1):D930-D940
pubmed: 30398643
J Virol. 2004 Dec;78(23):13153-62
pubmed: 15542667
Genome Res. 2013 Feb;23(2):365-76
pubmed: 23064748
PLoS One. 2010 Sep 28;5(9):
pubmed: 20927193
PLoS Comput Biol. 2020 Feb 10;16(2):e1007587
pubmed: 32040506
Nat Protoc. 2019 Dec;14(12):3303-3332
pubmed: 31732721
PLoS Comput Biol. 2018 Mar 14;14(3):e1006019
pubmed: 29538379
Int J Mol Sci. 2020 May 20;21(10):
pubmed: 32443911
J Virol. 2015 Aug;89(16):8318-33
pubmed: 26041291
Sci Adv. 2020 Jul 08;6(28):eaba1983
pubmed: 32832599
BMC Endocr Disord. 2014 Jan 15;14:5
pubmed: 24423257
Mayo Clin Proc. 2020 Aug;95(8):1710-1714
pubmed: 32753145
PLoS Biol. 2021 Mar 17;19(3):e3001143
pubmed: 33730024
Bioinformatics. 2013 Jul 01;29(13):i227-36
pubmed: 23812988
J Virol. 2015 Nov;89(21):11116-28
pubmed: 26311884
Cell. 2020 Apr 16;181(2):271-280.e8
pubmed: 32142651
Antimicrob Agents Chemother. 2015 Feb;59(2):1088-99
pubmed: 25487801
Chest. 2012 Mar;141(3):661-673
pubmed: 21835902
PLoS One. 2008 Feb 20;3(2):e1651
pubmed: 18297132
Nature. 2020 Jul;583(7816):459-468
pubmed: 32353859
Am J Pathol. 2005 Dec;167(6):1763-75
pubmed: 16314486
iScience. 2021 Mar 19;24(3):102151
pubmed: 33585804
Nucleic Acids Res. 2009 Jul;37(Web Server issue):W305-11
pubmed: 19465376

Auteurs

Jun Ding (J)

Meakins-Christie Laboratories, Department of Medicine, McGill University Health Centre, Montreal, Quebec, H4A 3J1, Canada.

Jose Lugo-Martinez (J)

Department of Computer Science, University of Puerto Rico, San Juan, Puerto Rico, 00925, USA.

Ye Yuan (Y)

Institute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University, and Key Laboratory of System Control and Information Processing, Ministry of Education of China, Shanghai, 200240, China.

Jessie Huang (J)

Center for Regenerative Medicine of Boston University and Boston Medical Center, Boston, MA 02118, USA.
The Pulmonary Center and Department of Medicine, Boston University School of Medicine, Boston, MA 02118, USA.

Adam J Hume (AJ)

Center for Regenerative Medicine of Boston University and Boston Medical Center, Boston, MA 02118, USA.
The Pulmonary Center and Department of Medicine, Boston University School of Medicine, Boston, MA 02118, USA.

Ellen L Suder (EL)

Center for Regenerative Medicine of Boston University and Boston Medical Center, Boston, MA 02118, USA.
The Pulmonary Center and Department of Medicine, Boston University School of Medicine, Boston, MA 02118, USA.

Elke Mühlberger (E)

National Emerging Infectious Diseases Laboratory (NEIDL), Boston University, Boston, MA 02118, USA.
Department of Microbiology, Boston University School of Medicine, Boston, MA 02118, USA.

Darrell N Kotton (DN)

Center for Regenerative Medicine of Boston University and Boston Medical Center, Boston, MA 02118, USA.
The Pulmonary Center and Department of Medicine, Boston University School of Medicine, Boston, MA 02118, USA.

Ziv Bar-Joseph (Z)

Computational Biology Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, Pennsylvania, 15213, USA.
Machine Learning Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, Pennsylvania, 15213, USA.

Classifications MeSH