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Estimation of corticothalamus feedback coefficient using electroencephalogram

Research Project

Project/Area Number 15K01499
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Developmental mechanisms and the body works
Research InstitutionThe University of Tokyo

Principal Investigator

Yamaguchi Ikuhiro  東京大学, 大学院教育学研究科(教育学部), 特任助教 (30735163)

Co-Investigator(Kenkyū-buntansha) 岸 哲史  東京大学, 大学院教育学研究科(教育学部), 助教 (70748946)
東郷 史治  東京大学, 大学院教育学研究科(教育学部), 准教授 (90455486)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2017: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2016: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2015: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywords皮質-視床 / 脳波 / 睡眠 / 生体信号解析 / 神経場理論 / パラメータ推定 / 皮質-視床系 / 状態遷移 / 神経疾患 / 皮質-視床ループ / 神経モデル / 信号処理 / 脳波解析アルゴリズム
Outline of Final Research Achievements

This study aimed to develop a robust method with high time resolution for estimating the cortico-thalamo-cortical (CTC) loop strength and the delay when using a scalp electroencephalography (EEG). The basic framework for the proposed method is the parallel use of a neural field theory (NFT) of the corticothalamic system and an autoregressive (AR) model. From the relationship between the transfer function of the AR model and the transfer function of the NFT in the low frequency limit, we successfully derived a direct expression of CTC loop strength and the loop delay using AR coefficients. Using this method to analyze sleep-EEG data, we were able to clearly track the wake-to-sleep transition, as the estimated CTC loop strength decreased to almost zero. The estimated loop delay distributed ~0.08 s, which agrees well with the previously reported value estimated by other methods, confirming the validity of our method.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (12 results)

All 2018 2017 2016 2015

All Journal Article (3 results) (of which Peer Reviewed: 3 results,  Open Access: 1 results) Presentation (9 results) (of which Int'l Joint Research: 4 results)

  • [Journal Article] A Robust Method with High Time Resolution for Estimating the Cortico-Thalamo-Cortical Loop Strength and the Delay When Using a Scalp Electroencephalography Applied to the Wake-Sleep Transition2018

    • Author(s)
      Ikuhiro Yamaguchi, Akifumi Kishi, Fumiharu Togo, Toru Nakamura, Yoshiharu Yamamoto
    • Journal Title

      Methods of Information in Medicine

      Volume: 印刷中

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Deriving theoretical phase locking values of a coupled cortico-thalamic neural mass model using center manifold reduction2017

    • Author(s)
      Y. Ogawa, I. Yamaguchi, K. Kotani, Y. Jimbo
    • Journal Title

      Journal of Computational Neuroscience

      Volume: - Issue: 3 Pages: 1-13

    • DOI

      10.1007/s10827-017-0638-8

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Estimating the parameters of neural mass models including time delay and nonlinearity using a particle filter: a preliminary study towards the Model-based EEG analysis2017

    • Author(s)
      Y. Ogawa, I. Yamaguchi, K. Kotani, Y. Jimbo
    • Journal Title

      IEEJ TEEE C

      Volume: 12(6)

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] 活性・不活混在振動子格子の近似理論2017

    • Author(s)
      山口郁博 磯村拓哉 中尾裕也 小川雄太郎 神保泰彦 小谷潔
    • Organizer
      日本物理学会第72回年次大会
    • Place of Presentation
      大阪大学(豊中キャンパス)
    • Year and Date
      2017-03-20
    • Related Report
      2016 Research-status Report
  • [Presentation] Spectral analysis method for sleep-state cycle based on the cortico-thalamo-cortical loop strength estimation2017

    • Author(s)
      Ikuhiro Yamaguchi, Akifumi Kishi, Fumiharu Togo, Toru Nakamura, Yoshiharu Yamamoto
    • Organizer
      International Conference on Noise and Fluctuations
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 皮質-視床-皮質ループ強度推定に基づく睡眠状態サイクルのスペクトル解析法2017

    • Author(s)
      山口郁博 岸哲史 東郷史治 中村亨 山本義春
    • Organizer
      日本生体医工学会 生体信号計測・解釈研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Wake-Sleep Transition from the Perspective of Cortico-Thalamo-Cortical Loop: Electroencephalogram Data Analysis and Simulation2016

    • Author(s)
      I. Yamaguchi, A. Kishi, F. Togo, T. Nakamura, Y. Yamamoto
    • Organizer
      8th International Workshop on Biosignal Interpretation
    • Place of Presentation
      Osaka, Japan
    • Year and Date
      2016-11-02
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] An EEG analysis method to estimate the thalamocortical connectivity2016

    • Author(s)
      I. Yamaguchi, A. Kishi, F. Togo, T. Nakamura, Y. Yamamoto
    • Organizer
      International Conference Sleep Spindling
    • Place of Presentation
      Budapest, Hungary
    • Year and Date
      2016-05-14
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 就寝中覚醒の確率過程モデリング -脳波による皮質-視床間結合強度の解析結果から-2016

    • Author(s)
      山口郁博 岸哲史 東郷史治 中村亨 山本義春
    • Organizer
      第55回日本生体医用工学会大会
    • Place of Presentation
      富山大学
    • Year and Date
      2016-04-28
    • Related Report
      2016 Research-status Report
  • [Presentation] 皮質-視床モデルの伝達関数を用いた脳波解析2015

    • Author(s)
      山口郁博
    • Organizer
      日本生体医工学会 生体信号計測・解釈研究会
    • Place of Presentation
      関東学院大学
    • Year and Date
      2015-12-15
    • Related Report
      2015 Research-status Report
  • [Presentation] 皮質-視床ループの開きとしての覚醒-睡眠遷移2015

    • Author(s)
      山口郁博
    • Organizer
      計測自動制御学会 ライフエンジニアリングシンポジウム
    • Place of Presentation
      九州工業大学
    • Year and Date
      2015-09-02
    • Related Report
      2015 Research-status Report
  • [Presentation] Wake-Sleep Transition as an Opening of Cortico-Thalamo-Cortical Loop2015

    • Author(s)
      山口郁博
    • Organizer
      IEEE Engineering in Medicine and Biology Society (EMBC)
    • Place of Presentation
      イタリア ミラノ
    • Year and Date
      2015-08-29
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research

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Published: 2015-04-16   Modified: 2019-03-29  

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