Item Type: | Review |
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Title: | Drug discovery in the age of systems biology: the rise of computational approaches for data integration |
Creators Name: | Iskar, M., Zeller, G., Zhao, X.M., van Noort, V. and Bork, P. |
Abstract: | The increased availability of large-scale open-access resources on bioactivities of small molecules has a significant impact on pharmacology facilitated mainly by computational approaches that digest the vast amounts of data. We discuss here how computational data integration enables systemic views on a drug's action and allows to tackle complex problems such as the large-scale prediction of drug targets, drug repurposing, the molecular mechanisms, cellular responses or side effects. We particularly focus on computational methods that leverage various cell-based transcriptional, proteomic and phenotypic profiles of drug response in order to gain a systemic view of drug action at the molecular, cellular and whole-organism scale. |
Keywords: | Computational Biology, Factual Databases, Drug Discovery, Pharmaceutical Preparations, Pharmacokinetics, Proteomics, Systems Biology, Animals |
Source: | Current Opinion in Biotechnology |
ISSN: | 0958-1669 |
Publisher: | Elsevier / Current Biology |
Volume: | 23 |
Number: | 4 |
Page Range: | 609-616 |
Date: | August 2012 |
Official Publication: | https://doi.org/10.1016/j.copbio.2011.11.010 |
PubMed: | View item in PubMed |
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