Drug Repurposing Through a Bioinformatics Pipeline Applied on Fibrotic Diseases
Evangelos KaratzasiD, Andrea Kakouri, George C. KoliosiD, Alex Delis, George M. SpyrouiD
Abstract
Subject Fibrotic diseases cover a spectrum of systemic and organ-specific maladies that affect a large portion of the population, currently without cure. The shared characteristic these diseases feature is their uncontrollable fibrogenesis deemed responsible for the accumulated damage in the susceptible tissues. Idiopathic Pulmonary Fibrosis (IPF), an interstitial lung disease, is one of the most common and studied fibrotic diseases and still remains an active research target.Objective We highlight unique and common (i) genes, (ii) biological pathways and (iii) candidate repurposed drugs among nine fibrotic diseases. We bibliographically explore the resulting candidate substances for potential anti-fibrotic mode of action and focus on diseases that appear to be more similar to IPF so as to jointly examine potential treatments.Methodology We identify key genes for the 9 fibrotic diseases by analyzing transcriptomics datasets. We construct gene-to-gene networks for each disease and examine these networks to explore functional communities of biological pathways. We also use the most significant genes as input in Drug Repurposing (DR) tools and re-rank the resulting candidates according to their structural properties and functional relationship to each investigated disease.Results We identify 7 biological pathways involved in all 9 fibrotic diseases as well as pathways unique to some of these diseases. Based on our DR results, we suggest captopril and ibuprofen that both appear to slow the progression of fibrotic diseases according to existing bibliography. We also recommend nafcillin and memantine, which haven’t been studied against fibrosis yet, for further wet-lab experimentation. We also observe a group of cardiomyopathy-related pathways that are exclusively highlighted for Oral Submucous Fibrosis (OSF). We suggest digoxin to be tested against OSF, since we observe cardiomyopathy-related pathways implicated in OSF and there is bibliographic evidence that digoxin may potentially clear myocardial fibrosis. Finally, we establish that IPF shares several involved genes, biological pathways and candidate inhibiting-drugs with Dupuytren’s Disease, IgG4-related Disease, SSc and Cystic Fibrosis. We propose that treatments for these fibrotic diseases should be jointly pursued.Competing Interest StatementThe authors have declared no competing interest.View Full Text
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 0
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Pan-transcriptome-based Candidate Therapeutic Discovery for Idiopathic Pulmonary Fibrosis
Yunguan Wang, Jaswanth Yella, … Anil Goud Jegga·Therapeutic Advances in Respiratory DiseasePeer-reviewed·Jan 1, 2020
- Dr AFC: Drug Repositioning Through Anti-Fibrosis Characteristic
Dingfeng Wu, Wenxing Gao, … Ruixin Zhu·Briefings in BioinformaticsPeer-reviewed·May 15, 2020
- Inhibition of fibrosis with multi-agent therapy in pulmonary fibrosis: Results of a drug library screening
C. Braun, M. Girtman, … A. H. Limper·bioRxiv·Jun 29, 2020
- Fibroblast-specific protein-protein interactions for myocardial fibrosis from MetaCore network
Klaus M. Frahm, Ekaterina A. Kotelnikova, … Dima L. Shepelyansky·BiomoleculesPeer-reviewed·Oct 31, 2024
- Study on potential differentially expressed genes in idiopathic pulmonary fibrosis by bioinformatics and next generation sequencing data analysis
Basavaraj Mallikarjunayya Vastrad, Chanabasayya Mallikarjunayya Vastrad·bioRxiv·Sep 18, 2023
- Disulfiram Exerts anti-pulmonary Fibrosis Effect by Activating PGE2 Synthesis