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Outcome and severity prediction of critically ill patients by complexity analysis of integer heart rate or respiratory rate stored in bed-side monitor

Research Project

Project/Area Number 26462749
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Emergency medicine
Research InstitutionNiigata University

Principal Investigator

Endoh Hiroshi  新潟大学, 医歯学系, 教授 (90168831)

Co-Investigator(Kenkyū-buntansha) 新田 正和  新潟大学, 医歯学総合病院, 准教授 (90375791)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2016: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2015: ¥520,000 (Direct Cost: ¥400,000、Indirect Cost: ¥120,000)
Fiscal Year 2014: ¥3,120,000 (Direct Cost: ¥2,400,000、Indirect Cost: ¥720,000)
Keywordsベッドサイドモニター / 整数心拍数 / 非線形解析 / 複雑性解析 / 重症患者 / 重症度予測 / 転帰予測 / 心拍数 / 院外心停止 / Deceleration Capacity / 蘇生後脳症 / 敗血症 / 重症度 / 転帰 / 複雑性 / 生体モニター / 呼吸数 / APACHE II / SOFA / 近似エントロピー
Outline of Final Research Achievements

It is recently described that bio-signals are getting more simple, regular, and predictable in pathological state. We studied whether complexity analysis of integer heart rate(1440data/day) measured with Bed-side monitor could predict severity or outcome in ICU settings. In septic patients, there were significant correlations between multi-scale entropy (MSE) and APACHE II score or MSE and SOFA score. In post resuscitation patients, MSE, approximate entropy, and Detrended fluctuation analysis of integer heart rate of first 24hours after return of spontaneous circulation in good outcome patients were significantly higher those in poor outcome patients.
Thus, less variability of integer heart rate strongly indicates more serious state or poor outcome.

Report

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

    (8 results)

All 2017 2016 2015 2014

All Journal Article (1 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 1 results,  Open Access: 1 results) Presentation (7 results)

  • [Journal Article] Accidental falls related to clearing heavy snow on rooftops in a rural heavy snow area in Japan2017

    • Author(s)
      山口征吾、遠藤裕、新田正和
    • Journal Title

      Acute medicine & surgery

      Volume: 4 Issue: 2 Pages: 166-171

    • DOI

      10.1002/ams2.246

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] 心停止患者における自己心拍再開24 時間以内の心拍変動解析による転帰予測2017

    • Author(s)
      遠藤 裕
    • Organizer
      第44回日本集中治療医学会学術集会
    • Place of Presentation
      ロイトン札幌・さっぽろ芸文館・札幌市教育文化会館(北海道札幌市)
    • Year and Date
      2017-03-09
    • Related Report
      2016 Annual Research Report
  • [Presentation] 新潟県における救急搬送・受入れの実施基準の運用状況と問題点2016

    • Author(s)
      遠藤 裕
    • Organizer
      第44回日本救急医学会総会・学術集会
    • Place of Presentation
      グランドプリンスホテル新高輪・国際館パミール(東京都港区)
    • Year and Date
      2016-11-17
    • Related Report
      2016 Annual Research Report
  • [Presentation] ドクターヘリ現場出動における現場直近と医師派遣の背景因子2016

    • Author(s)
      遠藤 裕
    • Organizer
      第23回日本航空医療学会
    • Place of Presentation
      ウエスタ川越市(埼玉県川越市)
    • Year and Date
      2016-10-28
    • Related Report
      2016 Annual Research Report
  • [Presentation] 敗血症における心拍変動のDCとACを用いた重症度と転帰予測2016

    • Author(s)
      遠藤裕,岡部康之,上村夏生,新田正和,林悠介,渡邊要,本多忠幸,本田博之
    • Organizer
      日本集中治療学会総会・学術集会
    • Place of Presentation
      神戸ポートピアホテル(兵庫県・神戸市)
    • Year and Date
      2016-02-11
    • Related Report
      2015 Research-status Report
  • [Presentation] 心拍変動のdeceleration capacity(DC)による蘇生後脳症の早期の転帰予測2015

    • Author(s)
      遠藤裕,上村夏生,普久原朝海,渡邊要, 林悠介,新田正和,本田博之
    • Organizer
      日本救急医学会総会・学術集会
    • Place of Presentation
      東京国際フォーラム(東京・千代田区)
    • Year and Date
      2015-10-21
    • Related Report
      2015 Research-status Report
  • [Presentation] 近赤外線酸素モニターを用いた脳自動調節能の評価2015

    • Author(s)
      遠藤裕,本多忠幸,大橋さとみ,新田正和,山口征吾,林悠介,本田博之
    • Organizer
      第42回日本集中治療学会
    • Place of Presentation
      東京(東京国際フォーラム)
    • Year and Date
      2015-02-08 – 2015-02-10
    • Related Report
      2014 Research-status Report
  • [Presentation] 傷病者の搬送及び受け入れに関する実施基準における応需率低下の検討2014

    • Author(s)
      遠藤裕,本多忠幸,大橋さとみ,山口征吾,新田正和,林悠介,本田博之
    • Organizer
      第42回日本救急医学会
    • Place of Presentation
      福岡市(国際会議場)
    • Year and Date
      2014-10-28 – 2014-10-30
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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