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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: European Molecular Biology Organization 2013
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.
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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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