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Study on Adverse Events ofDrugs usingData Mining

Research Project

Project/Area Number 21590157
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Medical pharmacy
Research InstitutionOsaka University

Principal Investigator

TAKAGI Tatsuya  大阪大学, 薬学研究科(研究院), 教授 (80144517)

Co-Investigator(Kenkyū-buntansha) UEJIMA Etsuko  大阪大学, 大学院・薬学研究科, 教授 (80432441)
KAWASHITA Norihito  大阪大学, 大学院・薬学研究科, 助教 (00423111)
OKAMOTO Kousuke  大阪大学, 大学院・薬学研究科, 助教 (70437309)
Project Period (FY) 2009 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2011: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2010: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2009: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
KeywordsAERS / Stevens-Johnson 症候群 / シグナル検出 / データマイニング / ノンパラメトリック回帰 / 相関ルール / 皮膚粘膜眼症候群 / ロジスティック回帰 / 中毒性表皮壊死症 / Stevens-Johnson症候群 / 定量的構造活性相関モデル / ケモメトリックス
Research Abstract

The database constructed by the FDA Adverse Event Reporting System (AERS) was used in order to find some drugs which are more likely to causeStevens - Johnson syndrome (SJS) and toxic epidermal necrolysis (TEN) using data mining methods. Especially, we utilized association rule applying to the combinations of drugs in each patient. As a result of the mining, we constructed a new process to find significant suspect drugs. In addition we also revealed some chemical features which frequently exist in the suspect drugs.

Report

(4 results)
  • 2012 Final Research Report ( PDF )
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (11 results)

All 2013 2012 2011 2010 2009

All Journal Article (3 results) (of which Peer Reviewed: 1 results) Presentation (8 results) (of which Invited: 1 results)

  • [Journal Article] A practical estimation method for analyzing adverse drug reactions using data mining2013

    • Author(s)
      Y. Shirakuni, K. Okamoto, E. Uejima, S. Inui, J. Takahara, T. Ohgaru, H. Yamasaki, Y.-S. Tian, N. Kawashita, R. Inoue, T. Yasunaga, T. Takagi
    • Journal Title

      Therapeutic Innovation & Regulatory Science

      Volume: 47(2) Pages: 235-241

    • Related Report
      2012 Final Research Report
  • [Journal Article] A practical estimation method for analyzing adverse drug reactions using data mining.2013

    • Author(s)
      Yuko Shirakuni
    • Journal Title

      Drug Information Journal

      Volume: 47 Issue: 2 Pages: 235-241

    • DOI

      10.1177/0092861512460759

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Signal Detection of Drug Complications Applying Association Rule Learning for Stevens-Johnson Syndrome2009

    • Author(s)
      Y. Shirakuni, K. Okamoto, N. Kawashita, T. Yasunaga, T. Takagi
    • Journal Title

      Journal of Computer Aided Chemistry

      Volume: 10 Pages: 118-127

    • DOI

      10.2751/jcac.10.118

    • NAID

      130004927274

    • ISSN
      1345-8647
    • Related Report
      2012 Final Research Report 2009 Annual Research Report
  • [Presentation] A simple additive non-parametric regression method and its application to QSAR2012

    • Author(s)
      Tatsuya TAKAGI
    • Organizer
      Omics Group International Conference and Exhibition onComputer Aided Drug Design & QSAR
    • Place of Presentation
      Chicago
    • Related Report
      2011 Annual Research Report
    • Invited
  • [Presentation] Prediction of the Likelihood of Adverse Reactions of Medicines using Chemical Properties2011

    • Author(s)
      T. Takagi
    • Organizer
      ICCA-LRI and Heaslth Canada Symposium
    • Place of Presentation
      Quebec-city
    • Related Report
      2012 Final Research Report
  • [Presentation] FDAデータベースを用いたデータマイニング2010

    • Author(s)
      井上藍, 白國優子, 川下理日人, 岡本晃典, 高木達也
    • Organizer
      第33回情報化学討論会(徳島)
    • Place of Presentation
      徳島大学工学部共通講義棟
    • Year and Date
      2010-10-30
    • Related Report
      2010 Annual Research Report
  • [Presentation] 多変量解析法を用いた疾患・副作用の予後予測支援2010

    • Author(s)
      高木達也
    • Organizer
      日本薬学会第130 年会
    • Place of Presentation
      岡山
    • Related Report
      2012 Final Research Report
  • [Presentation] FDA データベースを用いたデータマイニング2010

    • Author(s)
      井上藍、白國優子、川下理日人、岡本晃典、高木達也
    • Organizer
      第33回情報化学討論会
    • Place of Presentation
      徳島
    • Related Report
      2012 Final Research Report
  • [Presentation] 新規ノンパラメトリック回帰手法の応用2009

    • Author(s)
      米倉聡, 岡本晃典, 川下理日人, 日高伸之介, 山崎広之, 川瀬雅也, 高木達也
    • Organizer
      第32回情報化学討論会 山口
    • Place of Presentation
      常盤工業会会館(山口)
    • Year and Date
      2009-10-29
    • Related Report
      2009 Annual Research Report
  • [Presentation] 新規ノンパラメトリック回帰手法の応用2009

    • Author(s)
      米倉聡、岡本晃典、川下理日人、日高伸之介、山崎広之、川瀬雅也、高木達也
    • Organizer
      第32回情報化学討論会
    • Place of Presentation
      宇部
    • Related Report
      2012 Final Research Report
  • [Presentation] Statistical Study on Chemical Risk Factors for SJS/TEN2009

    • Author(s)
      Y. Shirakuni, E. Uejima, J. Takahara, K. Okamoto, N. Kawashita, T. Yasunaga, S. Inui, T. Takagi
    • Organizer
      9th ISoP Annual Meeting
    • Place of Presentation
      Reims, France
    • Related Report
      2012 Final Research Report 2009 Annual Research Report

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Published: 2009-04-01   Modified: 2016-04-21  

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