9783031794551 - Synthesis Lectures on Data Semantics and Knowledge   Semantic Breakthrough in Drug Discovery - Bin Chen Huijun Wang Ying Ding David Wild Kartoniert (TB)

EAN: 9783031794551

Produktdaten aktualisiert am: 13.02.2025
Hersteller: - Hersteller-ArtNr. (MPN): - ASIN: 3031794559

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

Produktzustand:

Verfügbarkeit:

Versandkosten:

Sonderpreis:

Loading
Barcode:
9783031794551
QR-Code:
Sie sind Shopbetreiber? Listen Sie ganz einfach Ihre Produkte hier bei uns im Portal >>>