Integrating systems biology sources illuminates drug action
Title | Integrating systems biology sources illuminates drug action |
Publication Type | Journal Article |
Year of Publication | 2014 |
Authors | Gottlieb A, Altman RB |
Journal | Clin Pharmacol Ther |
Volume | 95 |
Issue | 6 |
Pagination | 663-9 |
Date Published | 2014 Jun |
ISSN | 1532-6535 |
Keywords | Algorithms, Databases, Factual, Drug Interactions, Drug Repositioning, Gene Regulatory Networks, Humans, Pharmacogenetics, Pharmacology, Signal Transduction, Systems Biology |
Abstract | 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 more than a hundred drugs and show that the genes included in our pathways (i) co-occur with the query drug in the literature, (ii) significantly overlap or are adjacent to known drug-response pathways, and (iii) 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. |
DOI | 10.1038/clpt.2014.51 |
Alternate Journal | Clin. Pharmacol. Ther. |
PubMed ID | 24577151 |
PubMed Central ID | PMC4029855 |
Grant List | GM102365 / GM / NIGMS NIH HHS / United States GM61374 / GM / NIGMS NIH HHS / United States LM05652 / LM / NLM NIH HHS / United States P50 MH094267 / MH / NIMH NIH HHS / United States R01 GM102365 / GM / NIGMS NIH HHS / United States R01 LM005652 / LM / NLM NIH HHS / United States R24 GM061374 / GM / NIGMS NIH HHS / United States |