Mantra 2.0: an online collaborative resource for drug mode of action and repurposing by network analysis.
basic_science · Level V
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- Record sourced from PubMed, PMID 24558125.
- Also identified by DOI 10.1093/bioinformatics/btu058.
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Abstract
Elucidation of molecular targets of a compound [mode of action (MoA)] and its off-targets is a crucial step in drug development. We developed an online collaborative resource (MANTRA 2.0) that supports this process by exploiting similarities between drug-induced transcriptional profiles. Drugs are organized in a network of nodes (drugs) and edges (similarities) highlighting 'communities' of drugs sharing a similar MoA. A user can upload gene expression profiles before and after drug treatment in one or multiple cell types. An automated processing pipeline transforms the gene expression profiles into a unique drug 'node' embedded in the drug-network. Visual inspection of the neighbouring drugs and communities helps in revealing its MoA and to suggest new applications of known drugs (drug repurposing). MANTRA 2.0 allows storing and sharing user-generated network nodes, thus making MANTRA 2.0 a collaborative ever-growing resource. The web tool is freely available for academic use at http://mantra.tigem.it.
Medical subject headings
- Drug Discovery
- Drug Repositioning
- Gene Expression Profiling
- Software