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Integrating systems biology sources illuminates drug action

There are significant gaps in our understanding of the pathways by which drugs act. This incomplete knowledge limits our ability to use mechanistic molecular information rationally to repurpose drugs, understand their side effects, and predict their interactions with other drugs. Here we present Dru...

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Detalles Bibliográficos
Autores principales: Gottlieb, Assaf, Altman, Russ B.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4029855/
https://www.ncbi.nlm.nih.gov/pubmed/24577151
http://dx.doi.org/10.1038/clpt.2014.51
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author Gottlieb, Assaf
Altman, Russ B.
author_facet Gottlieb, Assaf
Altman, Russ B.
author_sort Gottlieb, Assaf
collection PubMed
description There are significant gaps in our understanding of the pathways by which drugs act. This incomplete knowledge limits our ability to use mechanistic molecular information rationally to repurpose drugs, understand their side effects, and predict their interactions with other drugs. Here we present DrugRouter: a novel method for generating drug-specific pathways of action by linking target genes, disease genes and pharmacogenes using gene interaction networks. We construct pathways for over a hundred drugs, and show that the genes included in our pathways (1) co-occur with the query drug in the literature, (2) significantly overlap or are adjacent to known drug-response pathways, and (3) are adjacent to genes that are hits in genome wide association studies assessing drug response. Finally, these computed pathways suggest novel drug repositioning opportunities (e.g., statins for follicular thyroid cancer), gene-side effect associations, and gene-drug interactions. Thus, DrugRouter generates hypotheses about drug actions using systems biology data.
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spelling pubmed-40298552015-06-01 Integrating systems biology sources illuminates drug action Gottlieb, Assaf Altman, Russ B. Clin Pharmacol Ther Article There are significant gaps in our understanding of the pathways by which drugs act. This incomplete knowledge limits our ability to use mechanistic molecular information rationally to repurpose drugs, understand their side effects, and predict their interactions with other drugs. Here we present DrugRouter: a novel method for generating drug-specific pathways of action by linking target genes, disease genes and pharmacogenes using gene interaction networks. We construct pathways for over a hundred drugs, and show that the genes included in our pathways (1) co-occur with the query drug in the literature, (2) significantly overlap or are adjacent to known drug-response pathways, and (3) are adjacent to genes that are hits in genome wide association studies assessing drug response. Finally, these computed pathways suggest novel drug repositioning opportunities (e.g., statins for follicular thyroid cancer), gene-side effect associations, and gene-drug interactions. Thus, DrugRouter generates hypotheses about drug actions using systems biology data. 2014-02-27 2014-06 /pmc/articles/PMC4029855/ /pubmed/24577151 http://dx.doi.org/10.1038/clpt.2014.51 Text en http://www.nature.com/authors/editorial_policies/license.html#terms Users may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use:http://www.nature.com/authors/editorial_policies/license.html#terms
spellingShingle Article
Gottlieb, Assaf
Altman, Russ B.
Integrating systems biology sources illuminates drug action
title Integrating systems biology sources illuminates drug action
title_full Integrating systems biology sources illuminates drug action
title_fullStr Integrating systems biology sources illuminates drug action
title_full_unstemmed Integrating systems biology sources illuminates drug action
title_short Integrating systems biology sources illuminates drug action
title_sort integrating systems biology sources illuminates drug action
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4029855/
https://www.ncbi.nlm.nih.gov/pubmed/24577151
http://dx.doi.org/10.1038/clpt.2014.51
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