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Study on evaluation of the algorithms for Adverse event signal detection with drug interaction detective system

Research Project

Project/Area Number 25460845
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Medical and hospital managemen
Research InstitutionKagoshima University

Principal Investigator

Muranaga Fuminori  鹿児島大学, 医歯学域医学部・歯学部附属病院, 講師 (00325812)

Co-Investigator(Kenkyū-buntansha) KUMAMORO Ichiro  鹿児島大学, 医歯学域医系, 教授 (40225230)
UTO Yumiko  鹿児島大学, 医歯学域医系, 准教授 (50223582)
IWAANAKUCHI Takashi  鹿児島大学, 医歯学域医学部・歯学部附属病院, 助教 (80619198)
Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2015: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2014: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2013: ¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Keywordsデータマイニング / 医薬品相互作用 / 医薬品有害事象 / 有害事象シグナル検知 / データウェアハウス / 有害事象 / シグナル検知 / アソシエーション分析 / ベイジアン・ネットワーク / ベイジアンネットワーク
Outline of Final Research Achievements

[Background] In the postmarketing surveillance (phase 4) of the new medicine,detecting the signal of the adverse event at postmarketing surveillance early,is essential to minimize the victim by the harmful effect.[Objectives] We investigate data mining technique that is optimal for the signal detection of the adverse event of the drug interaction.[Methods]We analyze a real prescription record,and develop a medication history simulator, and made 100,000 medication history data.We examined the utility of the association analysis, the Bayesian network analysis, the neural network analysis.
[Result and discussion] By the association analysis,we narrowed it down to the record which an adverse event developed and analyzed it and succeeded. By the Bayesian network analysis,we failed. By the neural network analysis, we were able to discover a candidate of the assumption combined medicine.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (13 results)

All 2016 2015 2014 2013

All Journal Article (8 results) (of which Peer Reviewed: 5 results,  Open Access: 1 results) Presentation (5 results)

  • [Journal Article] DWHの活用における今日的課題と将来展望 鹿児島大学病院の事例を踏まえて2016

    • Author(s)
      熊本 一朗, 村永 文学
    • Journal Title

      新医療

      Volume: 43巻2号 Pages: 24-27

    • Related Report
      2015 Annual Research Report
  • [Journal Article] 研究動向からみる摂食・嚥下障害に対する教育指導の考察2015

    • Author(s)
      小牧 祥太郎, 村永 文学, 岩穴口 孝, 宇都 由美子, 熊本 一朗
    • Journal Title

      医療情報学連合大会論文集

      Volume: 35 Pages: 532-535

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 診療記録の記載事項より誤嚥性肺炎の発症を予見する取り組みとその評価 データマイニングを用いて2014

    • Author(s)
      小牧 祥太郎, 村永 文学, 川原 浩, 山下 美穂, 岩穴口 孝, 宇都 由美子, 熊本 一朗, 福田 ゆかり
    • Journal Title

      医療情報学連合大会論文集

      Volume: 34 Pages: 750-753

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] The significance of a Bayesian Network in Type 2 Diabetes Mellitus2014

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

      医療情報学連合大会論文集

      Volume: 34 Pages: 352-355

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] 小児慢性特発性偽性腸閉鎖症の診断基準案の策定に利用したアソシエーション分析手法2014

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

      日本医療情報学会春季大会シンポジウム抄録集

      Volume: 18 Pages: 58-59

    • Related Report
      2014 Research-status Report
  • [Journal Article] Association of Complicationg Disease with Deabetes Mellius Type2:Probability Approach Using a Bayesian Network2014

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

      Japan Association for Medical Informatics Spring Conference 2014

      Volume: 18 Pages: 60-61

    • Related Report
      2014 Research-status Report
  • [Journal Article] アソシエーション分析を用いた小児慢性特発性偽性腸閉塞症の診断基準案の策定2013

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

      医療情報学連合大会論文集

      Volume: 33 Pages: 602-605

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Discovering the Probability of relationship between Diabetes Mellitus Type 2 and Diabetic Complication Diseases with Bayesian Network2013

    • Author(s)
      Nurjannnah,Fuminori Muranaga,Takashi Iwaanakuchi,Yumiko Uto,Ichiro Kumamaoto
    • Journal Title

      医療情報学連合大会論文集

      Volume: 33 Pages: 598-601

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] 研究動向からみる摂食・嚥下障害に対する教育指導の考察2015

    • Author(s)
      小牧 祥太郎
    • Organizer
      第35回医療情報学連合大会
    • Place of Presentation
      沖縄コンベンションセンター(沖縄県宜野湾市)
    • Year and Date
      2015-11-01
    • Related Report
      2015 Annual Research Report
  • [Presentation] 診療記録の記載事項より誤嚥性肺炎の発症を予見する取り組みとその評価 データマイニングを用いて2014

    • Author(s)
      小牧 祥太郎
    • Organizer
      医療情報学連合大会
    • Place of Presentation
      千葉県(幕張メッセ)
    • Year and Date
      2014-11-06 – 2014-11-08
    • Related Report
      2014 Research-status Report
  • [Presentation] 小児慢性特発性偽性腸閉鎖症の診断基準案の策定に利用したアソシエーション分析手法2014

    • Author(s)
      村永文学
    • Organizer
      医療情報学会
    • Place of Presentation
      岡山県(岡山コンベンションセンター)
    • Year and Date
      2014-06-05 – 2014-06-07
    • Related Report
      2014 Research-status Report
  • [Presentation] Association of Complicationg Disease with Deabetes Mellius Type2:Probability Approach Using a Bayesian Network2014

    • Author(s)
      Nurjannah
    • Organizer
      Japan Association for Medical Informatics
    • Place of Presentation
      岡山県(岡山コンベンションセンター)
    • Year and Date
      2014-06-05 – 2014-06-07
    • Related Report
      2014 Research-status Report
  • [Presentation] アソシエーション分析を用いた小児慢性特発性偽性腸閉塞症の診断基準案の策定2013

    • Author(s)
      村永文学
    • Organizer
      第33回医療情報学連合大会
    • Place of Presentation
      兵庫県神戸市
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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