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A study on application of the text mining technology to the adverse drug reaction signal detection system

Research Project

Project/Area Number 21590571
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Medical sociology
Research InstitutionKagoshima University

Principal Investigator

MURANAGA Fuminori  鹿児島大学, 医学部・歯学部附属病院, 講師 (00325812)

Co-Investigator(Kenkyū-buntansha) KUMAMOTO Ichiro  鹿児島大学, 大学院・医歯学総合研究科, 教授 (40225230)
UTO Yumiko  鹿児島大学, 大学院・医歯学総合研究科, 准教授 (50223582)
Project Period (FY) 2009 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2011: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2010: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2009: ¥3,250,000 (Direct Cost: ¥2,500,000、Indirect Cost: ¥750,000)
Keywords薬剤疫学 / data warehouse / data mining / 医薬品相互作用 / 医薬品副作用シグナル検知 / 薬剤疫学DWH / データマイニング / 医薬品有害事象発見 / テキストマイニング
Research Abstract

This study was performed to evaluate the utility of a data mining algorithm for detection of adverse drug events. We used experimental data(medication history and test results) with the assumption of "an adverse event due to an interaction between an existing drug and a new drug after introduction of the new drug on to the market". We then evaluated whether we could identify this assumed drug-drug interaction. We developed a knowledge database from association rules extracted from medication history and test results before addition of the new drug. This rule was used for filtering the knowledge database in analysis of data including the new drug. We tried to perform an association analysis using actual prescription data, test results and medical records. We developed a knowledge database by patients with prostate cancer which left the hospital in 2008, and conducted an investigation into the drug adverse event of the prostatic patients who left the hospital in 2009. As a result, it was recognized that the maintenance of the knowledge dictionary was very important.

Report

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

    (11 results)

All 2011 2010 2009

All Journal Article (8 results) (of which Peer Reviewed: 7 results) Presentation (3 results)

  • [Journal Article] アソシエーション分析による医薬品相互作用検知手法の評価2011

    • Author(s)
      村永文学, 岩穴口孝, 宇都由美子, 熊本一朗
    • Journal Title

      医療情報学

      Volume: 31巻 Pages: 1000-1002

    • Related Report
      2011 Annual Research Report 2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Evaluation of a Data Mining Technique for Detection of Adverse Drug Events using a Pharmacoepidemiological Data Warehouse2010

    • Author(s)
      Fuminori Muranaga, Yumiko Uto, Ichiro Kumamoto
    • Journal Title

      Journal of the 16th JSPE and the 5th ACPE Joint Meeting

      Volume: Vol.16 Pages: 54-54

    • Related Report
      2011 Final Research Report 2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 形態素分析と辞書フィルターを活用した看護記録の監査方法に関する研究2010

    • Author(s)
      鳥越千秋, 向窪世知子, 村永文学, 宇都由美子, 窪田美行
    • Journal Title

      日本医療マネジメント学会雑誌

      Volume: 11巻 Pages: 263-263

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] 形態素分析と辞書フィルターを活用した看護記録監査2010

    • Author(s)
      鳥越千秋, 村永文学, 向窪世知子, 宇都由美子, 窪田美行
    • Journal Title

      第11回日本医療情報学会看護学術大会論文集

      Volume: 11 Pages: 31-34

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 薬剤疫学データウェアハウスを用いた医薬品有害事象検知手法の評価2009

    • Author(s)
      村永文学, 宇都由美子, 熊本一朗
    • Journal Title

      医療情報学

      Volume: 29巻Suppl Pages: 772-773

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] 薬剤疫学データウェアハウスを用いた医薬品有害事象検知手法の評価2009

    • Author(s)
      村永文学
    • Journal Title

      第29回医療情報学連合大会論文集 29巻

      Pages: 772-773

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 遠隔医療を活用した教育2009

    • Author(s)
      村永文学
    • Journal Title

      日本在宅医学会雑誌 11巻1号

      Pages: 65-68

    • Related Report
      2009 Annual Research Report
  • [Journal Article] 施設基準としての看護必要度と患者個々に必要な看護量測定の比較・評価(II)2009

    • Author(s)
      宇都由美子
    • Journal Title

      第29回医療情報学連合大会論文集 29巻

      Pages: 429-432

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] アソシエーション分析による医薬品相互作用検知手法の評価2011

    • Author(s)
      村永文学
    • Organizer
      第31回医療情報学連合大会
    • Place of Presentation
      鹿児島
    • Year and Date
      2011-11-22
    • Related Report
      2011 Annual Research Report 2011 Final Research Report
  • [Presentation] Evaluation of a Data Mining Technique for Detection of Adverse Drug Events using a Pharmacoepidemiological Data Warehouse2010

    • Author(s)
      Fuminori Muranaga
    • Organizer
      The 16th JSPE and the 5th ACPE Joint Meeting
    • Place of Presentation
      Tokyo Japan
    • Year and Date
      2010-10-29
    • Related Report
      2010 Annual Research Report
  • [Presentation] 薬剤疫学データウェアハウスを用いた医薬品有害事象検知手法の評価2009

    • Author(s)
      村永文学
    • Organizer
      第29回医療情報学連合大会論文集
    • Place of Presentation
      広島国際会議場
    • Year and Date
      2009-11-24
    • Related Report
      2009 Annual Research Report

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

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