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Network medicine for disease module identification and drug repurposing with the NeDRex platform.

Authors :
Sadegh S
Skelton J
Anastasi E
Bernett J
Blumenthal DB
Galindez G
Salgado-Albarrán M
Lazareva O
Flanagan K
Cockell S
Nogales C
Casas AI
Schmidt HHHW
Baumbach J
Wipat A
Kacprowski T
Source :
Nature communications [Nat Commun] 2021 Nov 25; Vol. 12 (1), pp. 6848. Date of Electronic Publication: 2021 Nov 25.
Publication Year :
2021

Abstract

Traditional drug discovery faces a severe efficacy crisis. Repurposing of registered drugs provides an alternative with lower costs and faster drug development timelines. However, the data necessary for the identification of disease modules, i.e. pathways and sub-networks describing the mechanisms of complex diseases which contain potential drug targets, are scattered across independent databases. Moreover, existing studies are limited to predictions for specific diseases or non-translational algorithmic approaches. There is an unmet need for adaptable tools allowing biomedical researchers to employ network-based drug repurposing approaches for their individual use cases. We close this gap with NeDRex, an integrative and interactive platform for network-based drug repurposing and disease module discovery. NeDRex integrates ten different data sources covering genes, drugs, drug targets, disease annotations, and their relationships. NeDRex allows for constructing heterogeneous biological networks, mining them for disease modules, prioritizing drugs targeting disease mechanisms, and statistical validation. We demonstrate the utility of NeDRex in five specific use-cases.<br /> (© 2021. The Author(s).)

Details

Language :
English
ISSN :
2041-1723
Volume :
12
Issue :
1
Database :
MEDLINE
Journal :
Nature communications
Publication Type :
Academic Journal
Accession number :
34824199
Full Text :
https://doi.org/10.1038/s41467-021-27138-2