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Panel Data Analysis for Cardiotocograph (CTG) Data

Research Project

Project/Area Number 24591607
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Embryonic/Neonatal medicine
Research InstitutionUniversity of Hyogo

Principal Investigator

HORIO Hiroyuki  兵庫県立大学, 応用情報科学研究科, 教授 (20157069)

Co-Investigator(Kenkyū-buntansha) IKEDA Tomoaki  三重大学, 医学系研究科産科婦人科, 教授 (80202894)
KIKUCHI Hitomi  藍野大学, 保健医療学部, 講師 (00585002)
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2014: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2013: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2012: ¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Keywords胎児心拍数陣痛図 / CTG / FHRパターン / パネルデータ分析 / 臍帯動脈血分析値 / パネルデータ / fetal heart rate / パターン分類 / FHR / アシドーシス / Fetal heart rate / 低酸素
Outline of Final Research Achievements

Cardiotocograph (CTG) which monitors fetal heart rate (FHR) is commonly used during intrapartum period. Although the relationship between FHR waveform pattern and the outcome has long been analyzed, there are few methods for handling accumulated FHR patterns. As time-series fluctuations such as consumption trend has been studied using panel analysis which consists of time-series and cross-sectional data, we applied this method to FHR. A panel data for FHR was made from 1909 low risk cases of each 10 min FHR pattern classification from the last 60 min before delivery based on guidelines, with the umbilical blood gas data at delivery. Using this method, the umbilical gas value such as pH was related to the number of the deceleration occurrence with a significant difference. The panel data composed of symbolized segment of FHR patterns can be easily handled, and a perinatologist can get the whole FHR pattern characteristic view from each segmented FHR fluctuation to large number of cases.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (34 results)

All 2015 2014 2013 2012

All Journal Article (22 results) (of which Peer Reviewed: 15 results,  Acknowledgement Compliant: 1 results,  Open Access: 1 results) Presentation (11 results) Book (1 results)

  • [Journal Article] 分娩中の一過性徐脈のパターンと分娩直後の臍帯動脈血分析値に関する検討2015

    • Author(s)
      菊池瞳, 野田俊一, 桂木真司, 池田智明, 堀尾裕幸
    • Journal Title

      日本周産期・新生児医学会雑誌

      Volume: 51

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Maternal and neonatal outcomes in labor and at delivery when long QT syndrome is present2015

    • Author(s)
      Hiroaki Tanaka, Shinji Katsuragi, Kayo Tanaka, Masami Sawada, Naoko Iwanaga, Jun Yoshimatsu, Tomoaki Ikeda
    • Journal Title

      The Journal of Maternal-Fetal & Neonatal Medicine

      Volume: 28 Issue: 7 Pages: 1117-1119

    • DOI

      10.3109/14767058.2015.1036023

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Novel fetal ectopic atrial tachycardia findings on cardiotocography2015

    • Author(s)
      Miyoshi T, Sakaguchi H, Katsuragi S, Ikeda T, Yoshimatsu J.
    • Journal Title

      Ultrasound Obstet Gynecol

      Volume: 45 Issue: 5 Pages: 629-630

    • DOI

      10.1002/uog.14797

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Fetal Bradyarrhythmia Associated With Congenital Heart Defects – Nationwide Survey in Japan –2015

    • Author(s)
      Miyoshi T, Maeno Y, Sago H, Inamura N, Yasukouchi S, Kawataki M, Horigome H, Yoda H, Taketazu M, Shozu M, Nii M, Kato H, Hagiwara A, Omoto A, Shimizu W, Shiraishi I, Sakaguchi H, Nishimura K, Nakai M, Ueda K, Katsuragi S, Ikeda T.
    • Journal Title

      Circulation Journal

      Volume: 79 Issue: 4 Pages: 854-861

    • DOI

      10.1253/circj.CJ-14-0978

    • NAID

      130005130254

    • ISSN
      1346-9843, 1347-4820
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Mechanism of Reduction of Newborn Metabolic Acidemia following Application of a Rule-based 5-Category Colour Coded Fetal Heart Rate Management Framework2014

    • Author(s)
      Shinji Katsuragi, Julian T. Parer, Shunichi Noda, Junji Onishi, Hitomi Kikuchi, Tomoaki Ikeda
    • Journal Title

      The Journal of Maternal-Fetal & Neonatal Medicine

      Volume: 27 Issue: 13 Pages: 1608-1613

    • DOI

      10.3109/14767058.2014.963044

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Utility of Intraoperative Fetal Heart Rate Monitoring for Cerebral Arteriovenous Malformation Surgery during Pregnancy2014

    • Author(s)
      Fukuda K, Masuoka J, Takada S, Katsuragi S, Ikeda T, Iihara K.
    • Journal Title

      Neurologia medico-chirurgica

      Volume: 54 Issue: 10 Pages: 819-823

    • DOI

      10.2176/nmc.tn.2013-0359

    • NAID

      130004448347

    • ISSN
      0470-8105, 1349-8029
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Cesarean delivery and perinatal mortality rates in Japan2014

    • Author(s)
      Kaoru Ishikawa, Tomoaki Ikeda, Ryoichiro Miyazaki
    • Journal Title

      The Journal of Maternal-Fetal & Neonatal Medicine

      Volume: 27 Issue: 10 Pages: 994999-994999

    • DOI

      10.3109/14767058.2013.847422

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 胎児心拍数モニタリング2014

    • Author(s)
      村林 奈緒, 池田 智明
    • Journal Title

      周産期医学

      Volume: 44 Pages: 737740-737740

    • Related Report
      2014 Annual Research Report
  • [Journal Article] 分娩中の胎児心拍数波形のレベル分類と分娩直後の臍帯動脈血ガス分析値との関連性2013

    • Author(s)
      菊池瞳、野田俊一、桂木真司、池田智明、堀尾裕幸
    • Journal Title

      日本周産期・新生児医学会雑誌

      Volume: 49(4) Pages: 1240-1246

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Immediate newborn outcome and mode of delivery: use of standardized fetal heart rate pattern management.2013

    • Author(s)
      Katsuragi S, Ikeda T, Noda S, Onishi J, Ikenoue T, Parer JT.
    • Journal Title

      J Matern Fetal Neonatal Med.

      Volume: 26(1) Issue: 1 Pages: 71-74

    • DOI

      10.3109/14767058.2012.728645

    • Related Report
      2013 Research-status Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] 四県、一政令指定都市における帝王切開分娩の実態調査2013

    • Author(s)
      石川 薫, 池田 智明, 堤 誠司, 平野 秀人, 林 和俊, 古橋 円, 玉腰 浩司
    • Journal Title

      日本周産期・新生児医学会雑誌

      Volume: 49(3) Pages: 962-968

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] 日本の最近の帝王切開率の動向2013

    • Author(s)
      石川 薫, 杉原 拓, 池田 智明, 宮崎 亮一郎
    • Journal Title

      日本周産期・新生児医学会雑誌

      Volume: 49(1) Pages: 378-382

    • NAID

      10031176926

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] 直近2011年の日本の産科医療資源(人的)2013

    • Author(s)
      石川 薫, 池田 智明, 宮崎 亮一郎, 海野 信也
    • Journal Title

      日本周産期・新生児医学会雑誌

      Volume: 49(1) Pages: 378-382

    • NAID

      10031176925

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] わが国の母体死亡の現状2013

    • Author(s)
      池田智明,大里和広
    • Journal Title

      臨床婦人科産科

      Volume: 67(12) Pages: 1264-1269

    • Related Report
      2013 Research-status Report
  • [Journal Article] 我が国における多施設共同研究の現状 胎児不整脈の胎内治療2013

    • Author(s)
      三好 剛一, 池田 智明, 左合 治彦
    • Journal Title

      周産期医学

      Volume: 43(10) Pages: 1289-1293

    • Related Report
      2013 Research-status Report
  • [Journal Article] 母体安全への提言 妊産婦死亡の検討から2013

    • Author(s)
      池田智明
    • Journal Title

      分娩と麻酔

      Volume: 95 Pages: 1-7

    • Related Report
      2013 Research-status Report
  • [Journal Article] CATCH THE NOW 周産期の最新情報 胎児心拍数図の用語・定義の改定2013

    • Author(s)
      村林奈緒、池田智明
    • Journal Title

      ペリネイタルケア

      Volume: 32(9) Pages: 892-894

    • NAID

      40019805151

    • Related Report
      2013 Research-status Report
  • [Journal Article] CTGモニターで胎児機能不全を見落としていた!2013

    • Author(s)
      村林奈緒 , 池田智明
    • Journal Title

      ペリネイタルケア

      Volume: 32(7) Pages: 650-653

    • Related Report
      2013 Research-status Report
  • [Journal Article] Cardiopulmonary Variables During Exercise Predict Pregnancy Outcome in Women With Congenital Heart Disease2013

    • Author(s)
      Ohuchi H, Tanabe Y, Kamiya C, Noritake K, Yasuda K, Miyazaki A, Ikeda T, Yamada O.
    • Journal Title

      Circulation Journal

      Volume: 77 Issue: 2 Pages: 470-476

    • DOI

      10.1253/circj.CJ-12-0485

    • NAID

      10031138927

    • ISSN
      1346-9843, 1347-4820
    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Safety and Efficacy of Implantable CardioverterDefibrillator During Pregnancy and After Delivery2013

    • Author(s)
      Miyoshi T, Kamiya CA, Katsuragi S, Ueda H, Kobayashi Y, Horiuchi C, Yamanaka K, Neki R, Yoshimatsu J, Ikeda T, Yamada Y, Okamura H, Noda T, Shimizu W.
    • Journal Title

      Circulation Journal

      Volume: 77 Issue: 5 Pages: 1166-1170

    • DOI

      10.1253/circj.CJ-12-1275

    • NAID

      10031151376

    • ISSN
      1346-9843, 1347-4820
    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] 胎児心拍数モニタリング2012

    • Author(s)
      神元有紀、池田智明
    • Journal Title

      周産期医学

      Volume: 42 Pages: 1285-1289

    • Related Report
      2012 Research-status Report
  • [Journal Article] Maternal Outcome in Pregnancy Complicated With Pulmonary Arterial Hypertension2012

    • Author(s)
      Katsuragi S, Yamanaka K, Neki R, Kamiya C, Sasaki Y, Osato K, Miyoshi T, Kawasaki K, Horiuchi C, Kobayashi Y, Ueda K, Yoshimatsu J, Niwa K, Takagi Y, Ogo T, Nakanishi N, Ikeda T.
    • Journal Title

      Circulation Journal

      Volume: 76 Issue: 9 Pages: 2249-2254

    • DOI

      10.1253/circj.CJ-12-0235

    • NAID

      10030697051

    • ISSN
      1346-9843, 1347-4820
    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] CTG 5段階分類が周産期予後に与える影響についての検討2015

    • Author(s)
      村林 奈緒, 辻 誠, 中尾 真大, 仁儀 明納, 波多野 芙美, 真川 祥一, 北野 裕子, 渡邉 純子, 鳥谷部 邦明, 前沢 忠志, 神元 有紀, 池田 智明
    • Organizer
      日本産科婦人科学会67回学術講演会
    • Place of Presentation
      パシフィコ横浜(神奈川県横浜市)
    • Year and Date
      2015-04-09 – 2015-04-12
    • Related Report
      2014 Annual Research Report
  • [Presentation] 胎児心拍数陣痛図(CTG)判読における産科専門医と自動判別システムの一致度に関する検討2014

    • Author(s)
      菊池 瞳、池田 智明、堀尾裕幸
    • Organizer
      第34回医療情報学連合大会
    • Place of Presentation
      幕張メッセ(千葉県千葉市)
    • Year and Date
      2014-11-06 – 2014-11-08
    • Related Report
      2014 Annual Research Report
  • [Presentation] 妊産婦死亡事例分析からみた「母体安全への提言 2013」2014

    • Author(s)
      池田 智明
    • Organizer
      日本産科婦人科学会66回学術講演会
    • Place of Presentation
      東京国際フォーラム(東京都千代田区)
    • Year and Date
      2014-04-18 – 2014-04-20
    • Related Report
      2014 Annual Research Report
  • [Presentation] 胎児心拍数波形5段階レベル分類におけるコンピューター自動判定の位置付け2014

    • Author(s)
      横井 暁, 石川 薫, 池田 智明, 大脇 正哉, 三輪 貴彦, 古橋 円
    • Organizer
      日本産科婦人科学会66回学術講演会
    • Place of Presentation
      東京国際フォーラム(東京都千代田区)
    • Year and Date
      2014-04-18 – 2014-04-20
    • Related Report
      2014 Annual Research Report
  • [Presentation] 日本産科婦人科学会CTG 波形の判読に基づく分娩時管理指針の導入による分娩予後への影響2014

    • Author(s)
      村林 奈緒, 北野 裕子, 渡邉 純子, 鳥谷部 邦明, 高山 恵理奈, 紀平 力, 神元 有紀, 大里 和広, 池田 智明
    • Organizer
      日本産科婦人科学会66回学術講演会
    • Place of Presentation
      東京国際フォーラム(東京都千代田区)
    • Year and Date
      2014-04-18 – 2014-04-20
    • Related Report
      2014 Annual Research Report
  • [Presentation] Panel Data Analysis of Cardiotocograph (CTG) Data.2013

    • Author(s)
      Hiroyuki Horio, Hitomi Kikuchi and Tomoaki Ikeda
    • Organizer
      MEDINFO 2013
    • Place of Presentation
      The Bella Center at Copenhagen, Denmark
    • Related Report
      2013 Research-status Report
  • [Presentation] 分娩時の胎児心拍数パターンの種類と分娩直後の臍帯動脈血ガス分析値の関係2013

    • Author(s)
      菊池瞳、野田俊一、桂木真司、池田智明、堀尾裕幸
    • Organizer
      第33回医療情報学連合大会
    • Place of Presentation
      神戸ファッションマート(兵庫県神戸市)
    • Related Report
      2013 Research-status Report
  • [Presentation] ガイドラインに則り管理された児の予後2013

    • Author(s)
      池田 智明
    • Organizer
      日本産科婦人科学会第65回学術講演会
    • Place of Presentation
      ロイトン札幌(北海道 札幌市)
    • Related Report
      2013 Research-status Report
  • [Presentation] Panel Data Analysis of Cardiotocograph (CTG) Data2013

    • Author(s)
      Hiroyuki Horio, Hitomi Kikuchi, Tomoaki Ikeda
    • Organizer
      Medinfo 2013
    • Place of Presentation
      Copenhagen, Denmark
    • Related Report
      2012 Research-status Report
  • [Presentation] 産科専門医による胎児心拍数陣痛図(CTG)判読の一致度の検討 ―同一施設内と他施設との比較―2012

    • Author(s)
      菊池 瞳, 池田 智明, 松田 淳子, 堀尾 裕幸
    • Organizer
      第16回日本医療情報学会春期学術大会
    • Place of Presentation
      函館国際ホテル(北海道)
    • Related Report
      2012 Research-status Report
  • [Presentation] パネルデータ分析の CTG データ解析への応用2012

    • Author(s)
      菊池 瞳,池田 智明,松田 淳子,堀尾 裕幸
    • Organizer
      第32回日本医療情報学連合大会
    • Place of Presentation
      朱鷺メッセ新潟コンベンションセンター(新潟県)
    • Related Report
      2012 Research-status Report
  • [Book] CTGモニタリングテキスト2013

    • Author(s)
      神元有紀、池田智明
    • Total Pages
      147
    • Publisher
      東京医学社
    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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