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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Mathematik Semantic Breakthrough in Drug Discovery
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Semantic Breakthrough in Drug Discovery
Bin Chen, Huijun Wang, Ying Ding, David Wild (Broschiert, Englisch)
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Beschreibung
The current drug development paradigm---sometimes expressed as, ``One disease, one target, one drug''---is under question, as relatively few drugs have reached the market in the last two decades. Meanwhile, the research focus of drug discovery is being placed on the study of drug action on biological systems as a whole, rather than on individual components of such systems. The vast amount of… biological information about genes and proteins and their modulation by small molecules is pushing drug discovery to its next critical steps, involving the integration of chemical knowledge with these biological databases. Systematic integration of these heterogeneous datasets and the provision of algorithms to mine the integrated datasets would enable investigation of the complex mechanisms of drug action; however, traditional approaches face challenges in the representation and integration of multi-scale datasets, and in the discovery of underlying knowledge in the integrated datasets. The Semantic Web, envisioned to enable machines to understand and respond to complex human requests and to retrieve relevant, yet distributed, data, has the potential to trigger system-level chemical-biological innovations. Chem2Bio2RDF is presented as an example of utilizing Semantic Web technologies to enable intelligent analyses for drug discovery.Table of Contents: Introduction / Data Representation and Integration Using RDF / Data Representation and Integration Using OWL / Finding Complex Biological Relationships in PubMed Articles using Bio-LDA / Integrated Semantic Approach for Systems Chemical Biology Knowledge Discovery / Semantic Link Association Prediction / Conclusions / References / Authors' Biographies 37,44 €
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Technische Daten
Erscheinungsdatum
31.10.2014
Sprache
Englisch
EAN
9783031794551
Herausgeber
Springer International Publishing
Titel in Originalsprache
Semantic Breakthrough in Drug Discovery
Serien- oder Bandtitel
Synthesis Lectures on Data, Semantics, and Knowledge
Sonderedition
Nein
Autor
Bin Chen, Huijun Wang, Ying Ding, David Wild
Seitenanzahl
10
Auflage
1
Hersteller: Springer Nature Customer Service Center GmbH, ProductSafety@springernature.com
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