Drug repositioning pipeline integrating community analysis in drug-drug similarity networks and automated ATC community labeling to foster molecular docking analysis

Our integrated pipeline effectively integrates network-based community analysis and automated ATC labeling with literature and docking analysis, narrowing the search space for <i>in silico</i> and experimental follow-up. The chloramphenicol example illustrates its utility for uncovering non-obvious repositioning opportunities. Future work will extend similarity definitions (e.g., to higher-order network motifs) and incorporate wet-lab validation of top candidates.

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Publication Details

Journal
Frontiers in Bioinformatics
Published
2025-10-23
DOI
https://doi.org/10.3389/fbinf.2025.1666716
Citations
1
Primary Topic
Computational Drug Discovery Methods
Type
article
Field-Weighted Citation Impact
1.50
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article

Drug repositioning pipeline integrating community analysis in drug-drug similarity networks and automated ATC community labeling to foster molecular docking analysis

Fedora Grande, Vlad Groza, Maria Antonietta Occhiuzzi, Lucreția Udrescu et al.
1 citations
Frontiers in Bioinformatics
Computational Drug Discovery Methods
1.50
article

Drug repositioning pipeline integrating community analysis in drug-drug similarity networks and automated ATC community labeling to foster molecular docking analysis

Fedora Grande, Vlad Groza, Maria Antonietta Occhiuzzi, Lucreția Udrescu, Mihai Udrescu, Daiana Colibăşanu
article en
1 citations

Abstract

Our integrated pipeline effectively integrates network-based community analysis and automated ATC labeling with literature and docking analysis, narrowing the search space for <i>in silico</i> and experimental follow-up. The chloramphenicol example illustrates its utility for uncovering non-obvious repositioning opportunities. Future work will extend similarity definitions (e.g., to higher-order network motifs) and incorporate wet-lab validation of top candidates.

Frontiers in BioinformaticsVol. 5
Polytechnic University of Timişoara (RO), Victor Babeș University of Medicine and Pharmacy Timișoara (RO), University of Calabria (IT)
Openalex Percentile: Top 12%
Computational Drug Discovery Methods
1.50
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