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Updated: Oct 25, 2025

Drug Repurposing Hypothesis Generation Using the "RE:fine Drugs" System
Published on: December 11, 2016
In silico drug repurposing in COVID-19: A network-based analysis
Pasquale Sibilio1, Simone Bini2, Giulia Fiscon3
1Department of Translational and Precision Medicine, Sapienza University of Rome, Rome, Italy; Institute for Systems Analysis and Computer Science "Antonio Ruberti", National Research Council, Rome, Italy.
Researchers identified potential COVID-19 treatments by repurposing existing drugs. Network analysis of patient gene expression data revealed both conventional and novel drug candidates for treating coronavirus disease 2019.
Area of Science:
- Genomics
- Pharmacology
- Infectious Diseases
Background:
- The SARS-CoV-2 pandemic necessitates urgent development of effective COVID-19 treatments.
- Drug repurposing offers a rapid and cost-effective alternative to novel drug discovery.
- Identifying existing medications for COVID-19 treatment is a critical public health priority.
Purpose of the Study:
- To identify potentially repurposable drugs for treating COVID-19 using network-based approaches.
- To analyze transcriptomic data from COVID-19 patients and related conditions.
Main Methods:
- Utilized three distinct network-based methodologies.
- Analyzed whole blood cell transcriptomic data from COVID-19 patients and individuals with 21 related conditions.
- Compared gene expression profiles against healthy subjects.
Main Results:
- Identified conventional drug classes, including anticoagulants, antihistamines, anti-TNFα antibodies, and corticosteroids.
- Discovered unconventional candidate compounds, such as SCN5A inhibitors and central nervous system-active drugs.
- Highlighted the potential of network pharmacology in drug repurposing for infectious diseases.
Conclusions:
- Network-based analysis successfully identified diverse drug candidates for COVID-19 repurposing.
- The study suggests novel therapeutic avenues beyond conventional treatments.
- Clinical validation through trials is essential before implementing identified drugs in patient care.
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