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Transcriptomics-based drug repositioning pipeline identifies therapeutic candidates for COVID-19
- Source :
- Scientific reports, vol 11, iss 1, Scientific Reports, Vol 11, Iss 1, Pp 1-14 (2021), Scientific Reports, Research Square, article-version (status) pre, article-version (number) 1
- Publication Year :
- 2021
- Publisher :
- eScholarship, University of California, 2021.
-
Abstract
- 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.
- Subjects :
- Drug
Coronavirus disease 2019 (COVID-19)
media_common.quotation_subject
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)
Science
Computational biology
Biology
Antiviral Agents
Article
Clofazimine
Transcriptome
Vaccine Related
Biodefense
medicine
Humans
Lung
media_common
Multidisciplinary
Drug discovery
SARS-CoV-2
Prevention
Drug Repositioning
Computational Biology
COVID-19
Pneumonia
Human cell
Pipeline (software)
Computational biology and bioinformatics
COVID-19 Drug Treatment
Drug repositioning
Emerging Infectious Diseases
Infectious Diseases
Good Health and Well Being
5.1 Pharmaceuticals
Medicine
Development of treatments and therapeutic interventions
Infection
medicine.drug
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Scientific reports, vol 11, iss 1, Scientific Reports, Vol 11, Iss 1, Pp 1-14 (2021), Scientific Reports, Research Square, article-version (status) pre, article-version (number) 1
- Accession number :
- edsair.doi.dedup.....b07339d7d9ccfa7485c892a597a75566