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Applying data envelopment analysis to preventive medicine: a novel method for constructing a personalized risk model

Research Project

Project/Area Number 25560363
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Applied health science
Research InstitutionKanagawa Cancer Center Research Institute (2015-2016)
Yamagata University (2013-2014)

Principal Investigator

Narimatsu Hiroto  地方独立行政法人神奈川県立病院機構神奈川県立がんセンター(臨床研究所), その他部局等, 部長 (50524419)

Co-Investigator(Kenkyū-buntansha) 中田 善規  帝京大学, 公私立大学の部局等, 教授 (60287018)
Research Collaborator NAKAMURA Sho  山形大学, 医学部, 病院助教 (00740656)
Project Period (FY) 2013-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2015: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2014: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2013: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords個別化医療 / ゲノム / 肥満 / 経営工学 / 効率性 / データ包絡法 / 高血圧 / 高脂血症 / 個別化予防医療 / 予防医療 / ゲノム解析 / 公衆衛生学
Outline of Final Research Achievements

Data envelopment analysis (DEA) is a method of operations research. DEA might be used to evaluate individuals’ susceptibility to obesity, which could help establish effective risk models for the onset of obesity. Using the coefficients for the participants’ single nucleotide polymorphisms, we then calculated their genetic predisposition score (GPS). To evaluate the effects of genetic factors and efficiency score calculated by DEA on body mass index (BMI), we used multiple linear regression analysis. Our results indicated that efficiency score has more impact on GPS. The feasibility of applying DEA to predict obesity was presented.

Report

(5 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (4 results)

All 2017 2016 2015

All Journal Article (4 results) (of which Peer Reviewed: 3 results,  Open Access: 2 results,  Acknowledgement Compliant: 2 results)

  • [Journal Article] データ包絡法による個別化医療への挑戦2017

    • Author(s)
      成松宏人
    • Journal Title

      BIO CLINICA

      Volume: 32 Pages: 79-83

    • Related Report
      2016 Annual Research Report
  • [Journal Article] Gene-environment interactions in obesity: implication for future applications in preventive medicine.2016

    • Author(s)
      Nakamura S, Narimatsu H, Sato H, Sho R, Otani K, Kawasaki R, Karasawa S, Daimon M, Yamashita H, Kubota I, Ueno Y, Kato T, Yoshioka T, Fukao A, Kayama T.
    • Journal Title

      J Hum Genet.

      Volume: 61 Issue: 4 Pages: 317-322

    • DOI

      10.1038/jhg.2015.148

    • NAID

      40020802847

    • Related Report
      2016 Annual Research Report 2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Applying data envelopment analysis to preventive medicine: A novel method for constructing a personalized risk model of obesity2015

    • Author(s)
      Narimatsu H, Nakata Y, Nakamura S, Sato H, Sho R, Otani K, Kawasaki R, Kubota I, Ueno Y, Kato T, Yamashita H, Fukao A, Kayama T.
    • Journal Title

      PLoS One.

      Volume: 10 Issue: 5 Pages: e0126443-e0126443

    • DOI

      10.1371/journal.pone.0126443

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Applying data envelopment analysis to preventive medicine: a novel method for constructing a personalized risk model of obesity2015

    • Author(s)
      Hiroto Narimatsu, Yoshinori Nakata, Sho Nakamura, Hidenori Sato, Ri Sho, Katsumi Otani, Ryo Kawasaki, Isao Kubota, Yoshiyuki Ueno, Takeo Kato, Hidetoshi Yamashita, Akira Fukao, Takamasa Kayama
    • Journal Title

      Plos One

      Volume: in press

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant

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

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