Identification of SARS-CoV-2 induced pathways reveal drug repurposing strategies
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Abstract
The global outbreak of SARS-CoV-2 necessitates the rapid development of new therapies against COVID-19 infection. Here, we present the identification of 200 approved drugs, appropriate for repurposing against COVID-19. We constructed a SARS-CoV-2-induced protein (SIP) network, based on disease signatures defined by COVID-19 multi-omic datasets(Bojkova et al., 2020; Gordon et al., 2020), and cross-examined these pathways against approved drugs. This analysis identified 200 drugs predicted to target SARS-CoV-2-induced pathways, 40 of which are already in COVID-19 clinical trials(Clinicaltrials.gov, 2020) testifying to the validity of the approach. Using artificial neural network analysis we classified these 200 drugs into 9 distinct pathways, within two overarching mechanisms of action (MoAs): viral replication (130) and immune response (70). A subset of drugs implicated in viral replication were tested in cellular assays and two (proguanil and sulfasalazine) were shown to inhibit replication. This unbiased and validated analysis opens new avenues for the rapid repurposing of approved drugs into clinical trials.
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SciScore for 10.1101/2020.08.24.265496: (What is this?)
Please note, not all rigor criteria are appropriate for all manuscripts.
Table 1: Rigor
NIH rigor criteria are not applicable to paper type.Table 2: Resources
Antibodies Sentences Resources Antibodies: Western blot experiments were performed using the following antibodies: GAPDH (Abcam, ab9484), Phospho-MAPKAPK-2 (Thr334, Cell Signalling, 3007) GAPDHsuggested: (Abcam Cat# ab9484, RRID:AB_307274)Phospho-MAPKAPK-2 ( Thr334 , Cell Signalling , 3007)suggested: NoneExperimental Models: Cell Lines Sentences Resources For infection experiments in Vero E6 and Calu-3 cells, SARS-CoV-2 (strain München-1.2/2020/984) at MOI=0.01 pfu/cell for 24 hours. Vero E6suggested: NoneCytotoxicity cell viability assays: Cytotoxicity was performed in Vero E6 and Calu-3 cells using Neutral Red (Abcam, ab234039) and … SciScore for 10.1101/2020.08.24.265496: (What is this?)
Please note, not all rigor criteria are appropriate for all manuscripts.
Table 1: Rigor
NIH rigor criteria are not applicable to paper type.Table 2: Resources
Antibodies Sentences Resources Antibodies: Western blot experiments were performed using the following antibodies: GAPDH (Abcam, ab9484), Phospho-MAPKAPK-2 (Thr334, Cell Signalling, 3007) GAPDHsuggested: (Abcam Cat# ab9484, RRID:AB_307274)Phospho-MAPKAPK-2 ( Thr334 , Cell Signalling , 3007)suggested: NoneExperimental Models: Cell Lines Sentences Resources For infection experiments in Vero E6 and Calu-3 cells, SARS-CoV-2 (strain München-1.2/2020/984) at MOI=0.01 pfu/cell for 24 hours. Vero E6suggested: NoneCytotoxicity cell viability assays: Cytotoxicity was performed in Vero E6 and Calu-3 cells using Neutral Red (Abcam, ab234039) and MTT assay (Roche) respectively, according to the manufacturer’s instructions. Calu-3suggested: NoneSoftware and Algorithms Sentences Resources SIP network construction: SIP network was constructed of all shortest paths between DIP and DEP in a human protein-protein interaction network from STRING database(Szklarczyk et al., 2019). STRINGsuggested: (STRING, RRID:SCR_005223)All shortest paths between DIP and DEP were found using the python package NetworkX(Hagberg et al., 2008). pythonsuggested: (IPython, RRID:SCR_001658)Networks were visualized using Gephi 0.9.2(Bastian et al., 2009) (Figure S1). Gephisuggested: (Gephi, RRID:SCR_004293)Subcellular localization information for key proteins was found using COMPARTMENT database(Binder et al., 2014). COMPARTMENTsuggested: NoneThe SOM Toolbox package(Vatanen et al., 2015) for Matlab was used for this analysis. Matlabsuggested: (MATLAB, RRID:SCR_001622)Results from OddPub: Thank you for sharing your code.
Results from LimitationRecognizer: An explicit section about the limitations of the techniques employed in this study was not found. We encourage authors to address study limitations.Results from TrialIdentifier: No clinical trial numbers were referenced.
Results from Barzooka: We did not find any issues relating to the usage of bar graphs.
Results from JetFighter: We did not find any issues relating to colormaps.
Results from rtransparent:- Thank you for including a conflict of interest statement. Authors are encouraged to include this statement when submitting to a journal.
- Thank you for including a funding statement. Authors are encouraged to include this statement when submitting to a journal.
- No protocol registration statement was detected.
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