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Characterization of drug-induced transcriptional modules: towards drug repositioning and functional understanding
In pharmacology, it is crucial to understand the complex biological responses that drugs elicit in the human organism and how well they can be inferred from model organisms. We therefore identified a large set of drug-induced transcriptional modules from genome-wide microarray data of drug-treated h...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
European Molecular Biology Organization
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3658274/ https://www.ncbi.nlm.nih.gov/pubmed/23632384 http://dx.doi.org/10.1038/msb.2013.20 |
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author | Iskar, Murat Zeller, Georg Blattmann, Peter Campillos, Monica Kuhn, Michael Kaminska, Katarzyna H Runz, Heiko Gavin, Anne-Claude Pepperkok, Rainer van Noort, Vera Bork, Peer |
author_facet | Iskar, Murat Zeller, Georg Blattmann, Peter Campillos, Monica Kuhn, Michael Kaminska, Katarzyna H Runz, Heiko Gavin, Anne-Claude Pepperkok, Rainer van Noort, Vera Bork, Peer |
author_sort | Iskar, Murat |
collection | PubMed |
description | In pharmacology, it is crucial to understand the complex biological responses that drugs elicit in the human organism and how well they can be inferred from model organisms. We therefore identified a large set of drug-induced transcriptional modules from genome-wide microarray data of drug-treated human cell lines and rat liver, and first characterized their conservation. Over 70% of these modules were common for multiple cell lines and 15% were conserved between the human in vitro and the rat in vivo system. We then illustrate the utility of conserved and cell-type-specific drug-induced modules by predicting and experimentally validating (i) gene functions, e.g., 10 novel regulators of cellular cholesterol homeostasis and (ii) new mechanisms of action for existing drugs, thereby providing a starting point for drug repositioning, e.g., novel cell cycle inhibitors and new modulators of α-adrenergic receptor, peroxisome proliferator-activated receptor and estrogen receptor. Taken together, the identified modules reveal the conservation of transcriptional responses towards drugs across cell types and organisms, and improve our understanding of both the molecular basis of drug action and human biology. |
format | Online Article Text |
id | pubmed-3658274 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | European Molecular Biology Organization |
record_format | MEDLINE/PubMed |
spelling | pubmed-36582742013-05-20 Characterization of drug-induced transcriptional modules: towards drug repositioning and functional understanding Iskar, Murat Zeller, Georg Blattmann, Peter Campillos, Monica Kuhn, Michael Kaminska, Katarzyna H Runz, Heiko Gavin, Anne-Claude Pepperkok, Rainer van Noort, Vera Bork, Peer Mol Syst Biol Article In pharmacology, it is crucial to understand the complex biological responses that drugs elicit in the human organism and how well they can be inferred from model organisms. We therefore identified a large set of drug-induced transcriptional modules from genome-wide microarray data of drug-treated human cell lines and rat liver, and first characterized their conservation. Over 70% of these modules were common for multiple cell lines and 15% were conserved between the human in vitro and the rat in vivo system. We then illustrate the utility of conserved and cell-type-specific drug-induced modules by predicting and experimentally validating (i) gene functions, e.g., 10 novel regulators of cellular cholesterol homeostasis and (ii) new mechanisms of action for existing drugs, thereby providing a starting point for drug repositioning, e.g., novel cell cycle inhibitors and new modulators of α-adrenergic receptor, peroxisome proliferator-activated receptor and estrogen receptor. Taken together, the identified modules reveal the conservation of transcriptional responses towards drugs across cell types and organisms, and improve our understanding of both the molecular basis of drug action and human biology. European Molecular Biology Organization 2013-04-30 /pmc/articles/PMC3658274/ /pubmed/23632384 http://dx.doi.org/10.1038/msb.2013.20 Text en Copyright © 2013, EMBO and Macmillan Publishers Limited https://creativecommons.org/licenses/by/3.0/This work is licensed under a Creative Commons Attribution 3.0 Unported License. To view a copy of this license, visit |
spellingShingle | Article Iskar, Murat Zeller, Georg Blattmann, Peter Campillos, Monica Kuhn, Michael Kaminska, Katarzyna H Runz, Heiko Gavin, Anne-Claude Pepperkok, Rainer van Noort, Vera Bork, Peer Characterization of drug-induced transcriptional modules: towards drug repositioning and functional understanding |
title | Characterization of drug-induced transcriptional modules: towards drug repositioning and functional understanding |
title_full | Characterization of drug-induced transcriptional modules: towards drug repositioning and functional understanding |
title_fullStr | Characterization of drug-induced transcriptional modules: towards drug repositioning and functional understanding |
title_full_unstemmed | Characterization of drug-induced transcriptional modules: towards drug repositioning and functional understanding |
title_short | Characterization of drug-induced transcriptional modules: towards drug repositioning and functional understanding |
title_sort | characterization of drug-induced transcriptional modules: towards drug repositioning and functional understanding |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3658274/ https://www.ncbi.nlm.nih.gov/pubmed/23632384 http://dx.doi.org/10.1038/msb.2013.20 |
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