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Different information processing styles in superficial and deep layer of cortex

Research Project

Project/Area Number 22700360
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Neuroscience in general
Research InstitutionThe Institute of Physical and Chemical Research

Principal Investigator

TAKEKAWA Takashi  独立行政法人理化学研究所, 脳回路機能理論研究チーム, 研究員 (50415220)

Project Period (FY) 2010 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Fiscal Year 2011: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2010: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords集団発火時系列 / 発火率 / 高次相関 / 情報量解析 / カーネル主成分分析 / マルチユニットレコーディング / 運動野 / 符号化・復号化 / 神経細胞集団 / 神経情報処理 / スパイクソーティング / 教師なし学習 / 局所回路 / 6層構造
Research Abstract

Firing rates of neurons in cortex are highly variable from layer to layer and it is possible that the different firing rate is formed by different information representation. Introducing a novel information analysis framework using kernel principle component analysis(Kernel PCA) methods, neural activities in rat motor cortex were analyzed. As a result, this study shows that networks in superficial layer represent cue information using higher order correlation, while neurons in deep layer represent detailed motor information by simply its firing rate.

Report

(3 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report
  • Research Products

    (21 results)

All 2012 2011 2010 Other

All Journal Article (3 results) (of which Peer Reviewed: 3 results) Presentation (16 results) Remarks (2 results)

  • [Journal Article] Spike sorting of heterogeneous neuron types by multimodality-weighted PCA and explicit robust variational Bayes2012

    • Author(s)
      Takekawa T, et al
    • Journal Title

      Front.Neuroinform.

      Volume: 6 Pages: 5-5

    • DOI

      10.3389/fninf.2012.00005

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Spike sorting of heterogeneous neuron types by multimodality-weighted PCA and explicit robust variational Bayes2012

    • Author(s)
      Takashi Takekawa, Yoshikazu Isomura, Tomoki Fukai
    • Journal Title

      Frontiers in Neuroinformatics

      Volume: (In press)

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Accurate spike-sorting for multiunit recordings2010

    • Author(s)
      Takashi Takekawa, Yoshikazu Isomura and Tomoki Fukai
    • Journal Title

      European Journal of Neuroscience

      Volume: 31(2) Pages: 263-272

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Presentation] Organization of activity in M1 during voluntary movement in rat2011

    • Author(s)
      Kensuke Arai, Takashi Takekawa, Yoshikazu Isomura, Tomoki Fukai
    • Organizer
      Neuoscience 2011(41st Annual Meeting of the Society for Neuroscience)
    • Place of Presentation
      Washigton DC USA
    • Year and Date
      2011-11-13
    • Related Report
      2011 Final Research Report
  • [Presentation] Organization of activity in M1 during voluntary movement in rat2011

    • Author(s)
      Kensuke Arai, Takashi Takekawa, Yoshikazu Isomura, Tomoki Fukai
    • Organizer
      41st Annual Meeting of the Society for Neuroscienee
    • Place of Presentation
      Washington DC, USA
    • Year and Date
      2011-11-13
    • Related Report
      2011 Annual Research Report
  • [Presentation] Information representation of neurons and neuronal networks derived from information content analysis of spike trains2011

    • Author(s)
      Takashi Takekawa, Yoshikazu Isomura, Tomoki Fukai
    • Organizer
      第34回日本神経科学大会
    • Place of Presentation
      横浜
    • Year and Date
      2011-09-16
    • Related Report
      2011 Final Research Report
  • [Presentation] Ensemble activity of putative pyramidal neuron and interneuron in the medial prefrontal cortex of rats making action decision2011

    • Author(s)
      Takashi Handa, Takashi Takekawa, Rie Harukuni, Yoshikazu Isomura, Tomoki Fukai
    • Organizer
      第34回日本神経科学大会
    • Place of Presentation
      横浜
    • Year and Date
      2011-09-16
    • Related Report
      2011 Final Research Report
  • [Presentation] 発火時系列に対する情報量解析を用いた神経細胞とネットワークの情報表現様式の解析2011

    • Author(s)
      竹川高志, 礒村宜和, 深井朋樹
    • Organizer
      第34回日本神経科学大会
    • Place of Presentation
      パシフィコ横浜(横浜)
    • Year and Date
      2011-09-16
    • Related Report
      2011 Annual Research Report
  • [Presentation] 行動決定時におけるラット前頭前野内側部の錐体細胞と介在細胞の調和的活動2011

    • Author(s)
      半田高史, 竹川高史, 春国梨恵, 礒村宜和, 深井朋樹
    • Organizer
      第34回日本神経科学大会
    • Place of Presentation
      パシフィコ横浜(横浜)
    • Year and Date
      2011-09-16
    • Related Report
      2011 Annual Research Report
  • [Presentation] Degree of locking to network activity of neurons with similar movement tuning in the motor cortex of awake, behaving rats differs by layer2011

    • Author(s)
      Kensuke Arai, Emi Takakuda, Takashi Takekawa, Yoshikazu Isomura, Tomoki Fukai
    • Organizer
      20th Annual Computational Neuroscience Meeting
    • Place of Presentation
      Stockholm, Sweden
    • Year and Date
      2011-07-25
    • Related Report
      2011 Annual Research Report
  • [Presentation] Degree of locking to network activity of neurons with similar movement tuning in the motor cortex of awake, behaving rats differs by layer2011

    • Author(s)
      Kensuke Arai, Emi Takakuda, Takashi Takekawa, Yoshikazu Isomura, Tomoki Fukai
    • Organizer
      20th Annual Computational Neuroscience Meeting
    • Place of Presentation
      Stockholm Sweden
    • Year and Date
      2011-07-18
    • Related Report
      2011 Final Research Report
  • [Presentation] 神経細胞および神経細胞集団の発火時系列に対する情報量解析2011

    • Author(s)
      竹川高志,礒村宜和,深井朋樹
    • Organizer
      NC(ニューロコンピューティング研究会) IPSJ-BIO(バイオ情報学研究会)
    • Place of Presentation
      那覇
    • Year and Date
      2011-06-23
    • Related Report
      2011 Final Research Report
  • [Presentation] 神経細胞および神経細胞集団の発火時系列に対する情報量解析2011

    • Author(s)
      竹川高志, 礒村宜和, 深井朋樹
    • Organizer
      ニューロコンピューティング研究会(NC)・情報処理学会バイオ情報学研究会(IPSJ-BIO)
    • Place of Presentation
      琉球大学(中頭郡西原町)
    • Year and Date
      2011-06-23
    • Related Report
      2011 Annual Research Report
  • [Presentation] Coherent processing in M1 is organized by layer, cell type and movement activity profile2011

    • Author(s)
      Kensuke Arai, Emi Takakuda, Takashi Takekawa, Yoshikazu Isomura, Tomoki Fukai
    • Organizer
      COSYNE2011(Computational and Systems Neuroscience 2011)
    • Place of Presentation
      Salt Lake City USA
    • Year and Date
      2011-02-25
    • Related Report
      2011 Final Research Report
  • [Presentation] Coherent processing in M1 is organized by layer, cell type and movement activity profile2011

    • Author(s)
      Kensuke Arai, Emi Takakuda, Takashi Takekawa, Yoshikazu Isomura, Tomoki Fukai
    • Organizer
      8th Computational and Systems Neuroscience Meeting (COSYNE 2011)
    • Place of Presentation
      Salt Lake City, USA
    • Year and Date
      2011-02-25
    • Related Report
      2010 Annual Research Report
  • [Presentation] Information context analysis of multi-neuron spike trains in superficial and deep layer of rat motor cortex2010

    • Author(s)
      Takashi Takekawa, Yoshikazu Isomura, Tomoki Fukai
    • Organizer
      Neuro2010(第33回日本神経科学会大会・第53回日本神経化学会大会・第20回日本神経回路学会大会)
    • Place of Presentation
      神戸
    • Year and Date
      2010-09-04
    • Related Report
      2011 Final Research Report
  • [Presentation] On the relationship between multi-laminar LFP and juxta-cellularly recorded neuron activity in rat motor cortex2010

    • Author(s)
      Emi Takakuda, Kensuke Arai, Yoshikazu Isomura, Takashi Takekawa, Tomoki Fukai
    • Organizer
      Neuro2010(第33回日本神経科学会大会・第53回日本神経化学会大会・第20回日本神経回路学会大会)
    • Place of Presentation
      神戸
    • Year and Date
      2010-09-04
    • Related Report
      2011 Final Research Report
  • [Presentation] Multiunit activity of anterior cingulate and medial prefrontal corteces of the head-restrained rats during an auditory discrimination task2010

    • Author(s)
      Takashi Handa, Takashi Takekawa, Rie Harukuni, Yoshikazu Isomura, Tomoki Fukai
    • Organizer
      Neuro2010(第33回日本神経科学会大会・第53回日本神経化学会大会・第20回日本神経回路学会大会)
    • Place of Presentation
      神戸
    • Year and Date
      2010-09-03
    • Related Report
      2011 Final Research Report
  • [Presentation] Phase-locking activity of the lateral habenular neurons with the hippocampal theta oscillation2010

    • Author(s)
      Hidenori Aizawa, Yoshikazu Isomura, Megumi Kobayashi, Takashi Takekawa, Rie Harukuni, Sayaka Tanaka, Tomoki Fukai, Hitoshi Okamoto
    • Organizer
      Neuro2010(第33回日本神経科学会大会・第53回日本神経化学会大会・第20回日本神経回路学会大会)
    • Place of Presentation
      神戸
    • Year and Date
      2010-09-02
    • Related Report
      2011 Final Research Report
  • [Remarks]

    • Related Report
      2011 Final Research Report
  • [Remarks]

    • URL

      http://nct.brain.riken.jp/~takekawa/

    • Related Report
      2011 Annual Research Report

URL: 

Published: 2010-11-30   Modified: 2016-04-21  

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