• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Inference of cell differentiation factors in pluripotent cells by Structural Equation Modelling

Research Project

Project/Area Number 24510285
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field System genome science
Research InstitutionNational Institute of Advanced Industrial Science and Technology

Principal Investigator

ABURATANI Sachiyo  独立行政法人産業技術総合研究所, ゲノム情報研究センター, 研究チーム長 (10361627)

Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2014: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2013: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2012: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords構造方程式モデリング / 遺伝子ネットワーク / 多様性 / ES細胞 / 細胞分化 / 多能性 / ネットワーク推定 / 因子分析 / 発現制御 / 発生過程 / 形態形成 / 初期胚形成 / 発現プロファイル
Outline of Final Research Achievements

In embryonic stem cells, various transcription factors (TFs) maintain pluripotency.
To gain insights into the regulatory system controlling pluripotency, I inferred the regulatory relationships between the TFs expressed in ES cells. In this study, I applied a method based on structural equation modeling (SEM), combined with factor analysis, to 649 expression profiles of 19 TF genes measured in mouse Embryonic Stem Cells (ESCs). The factor analysis identified 19 TF genes that were regulated by several unmeasured factors. Since the known cell reprogramming TF genes (Pou5f1, Sox2 and Nanog) are regulated by different factors, each estimated factor is considered to be an input for signal transduction to control pluripotency in mouse ESCs. In the inferred network model, TF proteins were also arranged as unmeasured factors that control other TFs. The interpretation of the inferred network model revealed the regulatory mechanism for controlling pluripotency in ES cells.

Report

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

    (26 results)

All 2015 2014 2013 2012

All Journal Article (11 results) (of which Peer Reviewed: 10 results,  Open Access: 2 results) Presentation (14 results) Book (1 results)

  • [Journal Article] Application of KL Divergence for Estimation of Each Metabolic Pathway Genes2015

    • Author(s)
      Shohei Maruyama, Yasuo Matsuyama, Sachiyo Aburatani*
    • Journal Title

      Int. J. Med. Hea. Biom. Pharm. Eng.

      Volume: 9 Pages: 233-237

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Inference of Transcriptional Network for Pluripotency in Mouse Embryonic Stem Cells2015

    • Author(s)
      Sachiyo Aburatani*
    • Journal Title

      J. Phys.: Conf. Ser

      Volume: 574 Pages: 1-4

    • Related Report
      2014 Annual Research Report
  • [Journal Article] Inferring Genes Involved in Metabolic Pathways by Using Support Vector Machines2014

    • Author(s)
      Shohei Maruyama, Yasuo Matsuyama, Sachiyo Aburatani*
    • Journal Title

      Proceeding of ABBE2014

      Volume: 1 Pages: 30-36

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Network Inference of AP pattern formation system in D.melanogaster by Structural Equation Modelin2014

    • Author(s)
      Sachiyo Aburatani*, Hiroyuki Toh
    • Journal Title

      Journal of Physics: Conference Series

      Volume: 490 Pages: 1-4

    • DOI

      10.1088/1742-6596/490/1/012145

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Inference of Gene Regulatory Networks to Detect Toxicity-Specific Effects in Human Embryonic Stem Cells2013

    • Author(s)
      Sachiyo Aburatani*, Wataru Fujibuchi, Junko Yamane, Reiko Nagano, Hideko Sone, Satochi Imanishi, Seiichiroh Ohsako
    • Journal Title

      Int. J. on Adv. in Life Sciences

      Volume: 5 Pages: 103-114

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] The impact of collapsing data on microarray analysis and DILI prediction2013

    • Author(s)
      Jean-Francois Pessiot, Pui Shan wong, Toru Maruyama, Ryoko Morioka, Sachiyo Aburatani, Michihiro Tanaka, and Wataru Fujibuchi
    • Journal Title

      Systems Biomedcine

      Volume: 1 Pages: 1-7

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Gene expression profiling of hepatitis B- and hepatitis C-related hepatocellular carcinoma using graphical Gaussian modeling.2013

    • Author(s)
      Ueda T, Honda M, Horimoto K, Aburatani S, Saito S, Yamashita T, Sakai Y, Nakamura M, Takatori H, Sunagozaka H, Kaneko S.
    • Journal Title

      Genomics.

      Volume: Apr;101(4) Issue: 4 Pages: 238-48

    • DOI

      10.1016/j.ygeno.2013.02.007

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Application of Structural Equation Modeling for Inferring Toxicity-Dependent Regulation in Human Embryonic Stem Cells2012

    • Author(s)
      Sachiyo Aburatani & Wataru Fujibuchi
    • Journal Title

      Proceeding of GLOBAL HEALTH 2012

      Volume: 2012 Pages: 27-32

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Network Inference of pal-1 Lineage-Specific Regulation in the C. elegans Embryo by Structural Equation Modeling2012

    • Author(s)
      Sachiyo Aburatani
    • Journal Title

      Bioinformation

      Volume: 8(14) Issue: 14 Pages: 652-657

    • DOI

      10.6026/97320630008652

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Estimation of Physical Transcriptional Control in Yeast Cell Cycle by Structure Equation Modeling2012

    • Author(s)
      Sachiyo Aburatani & Hiroyuki Toh
    • Journal Title

      Basic Methods in Protein Purification and Analysis

      Volume: 1

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Inference of Specific Gene Regulation by Environmental Chemicals in Human Embryonic Stem Cells2012

    • Author(s)
      Sachiyo Aburatani & Wataru Fujibuchi
    • Journal Title

      J. Mol. Biol. Res.

      Volume: 2(1) Issue: 1 Pages: 54-64

    • DOI

      10.5539/jmbr.v2n1p54

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] Application of KL Divergence for Estimation of Each Metabolic Pathway Genes2015

    • Author(s)
      Shohei Maruyama, Yasuo Matsuyama, Sachiyo Aburatani*
    • Organizer
      International Conference on Mathematical and Computational Biology ICMCB2015,
    • Place of Presentation
      Praque, Czech Republic
    • Year and Date
      2015-03-23 – 2015-03-24
    • Related Report
      2014 Annual Research Report
  • [Presentation] 包括的遺伝子ネットワーク構造からの活性化部位推定手法の開発2014

    • Author(s)
      下岡純也, 油谷幸代, 山名早人
    • Organizer
      第37回日本分子生物学会年会
    • Place of Presentation
      パシフィコ横浜, 横浜
    • Year and Date
      2014-11-25 – 2014-11-27
    • Related Report
      2014 Annual Research Report
  • [Presentation] Network Inference of Transcriptional Regulation in Mouse Embryo Stem Cells2014

    • Author(s)
      Sachiyo Aburatani
    • Organizer
      The International Conference Systems Biology
    • Place of Presentation
      Melbourne, Australia
    • Year and Date
      2014-09-14 – 2014-09-18
    • Related Report
      2014 Annual Research Report
  • [Presentation] Network Inference of Serial Gene Regulation during D.melanogaster AP pattern formation2014

    • Author(s)
      Sachiyo Aburatani* and Hiroyuki Toh
    • Organizer
      FEBS-EMBO2015
    • Place of Presentation
      the Palais des Congrès, Paris, France
    • Year and Date
      2014-08-30 – 2014-09-04
    • Related Report
      2014 Annual Research Report
  • [Presentation] Inference of Transcriptional Network for Pluripotency in mouse Embryonic Stem Cells2014

    • Author(s)
      Sachiyo Aburatani*
    • Organizer
      International Conference on Mathematical Modeling in Physical Sciences
    • Place of Presentation
      Madrid, Spain
    • Year and Date
      2014-08-28 – 2014-08-31
    • Related Report
      2014 Annual Research Report
  • [Presentation] 構造方程式による遺伝子ネットワーク推定2013

    • Author(s)
      油谷幸代
    • Organizer
      第36回日本分子生物学会年会
    • Place of Presentation
      神戸ポートアイランド
    • Related Report
      2013 Research-status Report
  • [Presentation] 出芽酵母における転写制御関係の自動抽出システムの構築2013

    • Author(s)
      丸山翔平, 松山泰男, 油谷幸代
    • Organizer
      第36回日本分子生物学会年会
    • Place of Presentation
      神戸ポートアイランド
    • Related Report
      2013 Research-status Report
  • [Presentation] Inference of Gene Regulatory Network for Kojic Acid Biosynthesis in A.oryzae2013

    • Author(s)
      Sachiyo Aburatani, Myco Umemura, Nozomi Nagano, Kentaro Tomii, Kiyoshi Asai, Masayuki Machida,
    • Organizer
      BiWO2013
    • Place of Presentation
      Tokyo
    • Related Report
      2013 Research-status Report
  • [Presentation] Automatic Estimation of Transcriptional Regulation of Budding Yeast by a Machine Learning Method2013

    • Author(s)
      Shohei MARUYAMA, Sachiyo ABURATANI, Yasuo MATSUYAMA
    • Organizer
      BiWO2013
    • Place of Presentation
      Tokyo
    • Related Report
      2013 Research-status Report
  • [Presentation] Network Inference of AP pattern formation system in D.melanogaster by Structural Equation Modeling2013

    • Author(s)
      Sachiyo Aburatani and Hiroyuki Toh
    • Organizer
      IC-MSQUARE 2013
    • Place of Presentation
      Prague, Czech Republic
    • Related Report
      2013 Research-status Report
  • [Presentation] Estimation of C Lineage-Specific Gene Regulation in C.elegans Embryogenesis by Structural Equation Modeling2013

    • Author(s)
      Sachiyo Aburatani
    • Organizer
      The 14th International Conference on Systems Biology
    • Place of Presentation
      Tivoli Congress Center, Copenhagen, Denmark
    • Related Report
      2013 Research-status Report
  • [Presentation] Automatic Estimation of Transcriptional Regulation of Budding Yeast by a Machine Learning Method2013

    • Author(s)
      Shohei Maruyama, Sachiyo Aburatani, Yasuo Matsuyama
    • Organizer
      The 14th International Conference on Systems Biology
    • Place of Presentation
      Tivoli Congress Center, Copenhagen, Denmark
    • Related Report
      2013 Research-status Report
  • [Presentation] Network Inference of AP pattern formation system in D.melanogaster2012

    • Author(s)
      Sachiyo Aburatani
    • Organizer
      BiWO 2012
    • Place of Presentation
      Tokyo, Japan
    • Related Report
      2012 Research-status Report
  • [Presentation] Application of Structural Equation Modeling for Inferring Toxicity-Dependent Regulation in Human Embryonic Stem Cells2012

    • Author(s)
      Sachiyo Aburatani
    • Organizer
      GLOBAL HEALTH 2012
    • Place of Presentation
      Venice, Italy
    • Related Report
      2012 Research-status Report
  • [Book] Encyclopedia of Information Science and Technology, 3rd Ed.2014

    • Author(s)
      Sachiyo Aburatani*, Hiroyuki Toh
    • Total Pages
      20384
    • Publisher
      International Publisher of Progressive Academic Research
    • Related Report
      2014 Annual Research Report

URL: 

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

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi