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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2014
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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. |
format | Online Article Text |
id | pubmed-4029855 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT gottliebassaf integratingsystemsbiologysourcesilluminatesdrugaction AT altmanrussb integratingsystemsbiologysourcesilluminatesdrugaction |