• DocumentCode
    2842540
  • Title

    Mining drug targets based on microarray experiments

  • Author

    El-Shishiny, Hisham ; Soliman, Taysir H. ; El-Asmar, Mohamed

  • Author_Institution
    IBM Center for Adv. Studies in Cairo, Cairo
  • fYear
    2008
  • fDate
    6-9 July 2008
  • Firstpage
    175
  • Lastpage
    181
  • Abstract
    Life science industry has been flourished with the explosion of online Bioinformatics databases and tools, which can affect the drug discovery process and development. The integration of unstructured data, available in biomedical literature (i.e. PubMED), and structured data, existing in biological databases, by applying both text and data mining techniques is a very critical issue in order to identify selected desirable genes or drug targets. The current work describes a system, drug target integrative miner (DruTiMine), which aims at providing a service to enhance and shorten the process of drug target discovery for pharmaceutical companies and research labs concerned with drug discovery. The system applies both the capabilities of text mining and data mining techniques for drug target discovery through integration of multiple biomedical resources, related to a specific disease, and mining the association among them. Furthermore, an association rule mining algorithm, multi-basket miner, has been developed in order to discover associations of categories having multiple values.
  • Keywords
    biology computing; data mining; drugs; pharmaceutical technology; association rule mining algorithm; data mining techniques; drug discovery process-development; drug target integrative miner; drug target mining; life science industry; microarray experiments; multibasket miner; multiple biomedical resources; pharmaceutical companies; Association rules; Bioinformatics; Biomedical informatics; Data mining; Databases; Diseases; Drugs; Pharmaceuticals; Proteins; Text mining; association rule mining; chemoinformatics; drug discovery informatics; drug discovery process; text mining;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computers and Communications, 2008. ISCC 2008. IEEE Symposium on
  • Conference_Location
    Marrakech
  • ISSN
    1530-1346
  • Print_ISBN
    978-1-4244-2702-4
  • Electronic_ISBN
    1530-1346
  • Type

    conf

  • DOI
    10.1109/ISCC.2008.4625615
  • Filename
    4625615