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

Foundations of Computational Knowledge Discovery from cDNA Microarray Data

Research Project

Project/Area Number 12480080
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionThe University of Tokyo

Principal Investigator

MIYANO Satoru  The University of Tokyo, Institute of Medical Science, Professor, 医科学研究所, 教授 (50128104)

Co-Investigator(Kenkyū-buntansha) MATSUNO Hiroshi  Yamaguchi University, Faculty of Science, Associate Professor, 理学部, 助教授 (10181744)
AKUTSU Tatsuya  Kyoto University, Institute for Chemical Research, Professor, 化学研究所, 教授 (90261859)
KUHARA Satoru  Kyushu University, Graduate School of Genetic Resources Technology, Professor, 農学研究院, 教授 (00153320)
MARUYAMA Osamu  Kyushu University, School of Mathematics, Associate Professor, 数理学研究院, 助教授 (20282519)
SHINOHARA Ayumi  Kyushu University, Department of Informatics, Associate Professor, システム情報科学研究院, 助教授 (00226151)
Project Period (FY) 2000 – 2002
Project Status Completed (Fiscal Year 2002)
Budget Amount *help
¥14,400,000 (Direct Cost: ¥14,400,000)
Fiscal Year 2002: ¥3,900,000 (Direct Cost: ¥3,900,000)
Fiscal Year 2001: ¥3,900,000 (Direct Cost: ¥3,900,000)
Fiscal Year 2000: ¥6,600,000 (Direct Cost: ¥6,600,000)
KeywordsGene network / Knowledge discovery / Qualitative network / Boolean network / Microarray / Hybrid Petri net / Systems biology / Computational learning / ブーリアンネットワーク
Research Abstract

Since the beginning of this research project, the cDNA microarrays have been intensively employed for measuring gene expressions in laboratories. Some projects on genome-wide gene expression analysis have planed where commercialized statistical analysis program packages and databases are employed as bioinformatics tools in an ad hoc way. However, foundations based on information science were not paid attentions so much while only software tools have been developed from the viewpoint of practice in Japan.
This reseach project has contributed to the development of novel microarray data analysis technology. First, we have created a mathematical framework for gene network models from cDNA microarray data (Boolean network model, Bayesian network model, system of ordinary differential equations), then we have developed computational methods for inferring these models from cDNA microarray data. These methods were examined through real biological analyzes. The second contribution is a development of modeling and simulation technology for gene networks (an extention of hybrid Petri net and model simulation of various biopathways).
With these research contributions, we have established a computational strategy for developing systems biology.

Report

(4 results)
  • 2002 Annual Research Report   Final Research Report Summary
  • 2001 Annual Research Report
  • 2000 Annual Research Report
  • Research Products

    (30 results)

All Other

All Publications (30 results)

  • [Publications] Imoto, S., Kim, S., Goto, T., Aburatani, S., Tashiro, K., Kuhara, S., Miyano, S.: "Bayesian network and nonparametric heteroscedastic regression for nonlinear modeling of genetic network"J.Bioinformatics and Computational Biology. (in press). (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] M.de Hoon, S.Imoto, K.Kobayashi, N.Ogasawara, S.Miyano: "Inferring gene regulatory networks from time-ordered gene expression data of Bacillus subtilis using differential equations"Proc.Pacific Symposium on Biocomputing. 8. 17-28 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Kim, S., Imoto, S., Miyano, S.: "Dynamic Bayesian network and nonparametric regression for nonlinear modeling of gene networks from time series gene expression data"Lecture Note in Computer Science. 2602. 104-113 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] H.Matsuno, R.Murakami, R.Yamane, N.Yamasaki, S.Fujita, H.Yoshimori, S.Miyano: "Boundary formation by notch signaling in Drosophila multicellular systems : experimental sbservations and a gene network modeling by Genomic Object Net"Proc.Pacific Symposium on Biocomputing. 8. 152-163 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Maruyama, O., Shoudai, T., Miyano, S.: "Toward drawing an atlas of hypothesis classes : approximating a hypothesis via another hypothesis model"Lecture Note in Computer Science. 2534. 220-232 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] M.de Hoon, S.Imoto, S.Miyano: "Statistical analysis of a small set of time-ordered gene expression data using linear splines"Bioinformatics. 18(11). 1447-1485 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Imoto, S., Kim, S., Goto, T., Aburatani, S., Tashiro, K., Kuhara,S., Miyano, S.: "Bayesian network and nonparametric heteroscedastic regression for nonlinear modeling of genetic network"J. Bioinformatics and Computational Biology. in press. (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] M. de Hoon, S. Imoto, K. Kobayashi, N. Ogasawara and S.Miyano: "Inferring gene regulatory networks from time-ordered gene expression data of Bacillus subtilis using differential equations"Proc. Pacific Symposium on Biocomputing. 8. 17-28 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Kim, S., Imoto, S., Miyano, S: "Dynamic Bayesian network and nonparametric regression for nonlinear modeling of gene networks from time series gene expression data"Lecture Note in Computer Science. 2602. 104-113 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] H. Matsuno, R. Murakami, R. Yamane, N.Yamasaki, S. Fujita, H. Yoshimori, and S. Miyano: "Boundary formation by notch signaling in Drosophila multicellular systems : experimental observations and a gene network modeling by Genomic Object Net"Proc. Pacific Symposium on Biocomputing. 8. 152-163 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Maruyama, O., Shoudai, T., Miyano, S.: "Toward drawing an atlas of hypothesis classes : approximating a hypothesis via another hypothesis model"Lecture Notes in Computer Science. 2534. 220-232 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] M. de Hoon, S. Imoto and S. Miyano: "Statistical analysis of a small set of time-ordered gene expression data using linear splines"Bioinformatics. 18(11). 1447-1485 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Imoto, S., Kim, S., Goto, T., Aburatani, S., Tashiro, K., Kuhara, S., Miyano, S.: "Bayesian network and nonparametric heteroscedastic regression for nonlinear modeling of genetic network"J. Bioinformatics and Computational Biology. (in press). (2003)

    • Related Report
      2002 Annual Research Report
  • [Publications] M.de Hoon, S.Imoto, K.Kobayashi, N.Ogasawara, S.Miyano: "Inferring gene regulatory networks from time-ordered gene expression data of Bacillus subtilis using differential equations"Proc. Pacific Symposium on Biocomputing. 8. 17-28 (2003)

    • Related Report
      2002 Annual Research Report
  • [Publications] Kim, S., Imoto, S., Miyano, S.: "Dynamic Bayesian network and nonParametric regression for nonlinear modeling of gene networks from time series gene expression data"Lecture Note in Computer Science. 2602. 104-113 (2003)

    • Related Report
      2002 Annual Research Report
  • [Publications] H.Matsuno, R.Murakami, R.Yamane, N.Yamasaki, S.Fujita, H.Yoshimori, S.Miyano: "Boundary formation by notch signaling in Drosophila multicellular systems : experimental sbservations and a gene network modeling by Genomic Object Net"Proc. Pacific Symposium on Biocomputing. 8. 152-163 (2003)

    • Related Report
      2002 Annual Research Report
  • [Publications] Maruyama, O., Shoudai, T., Miyano, S.: "Toward drawing an atlas of hypothesis classes : approximating a hypothesis via another hypothesis model"Lecture Notes in Computer Science. 2534. 220-232 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] M.de Hoon, S.Imoto, S.Miyano: "Statistical analysis of a small set of time-ordered gene expression data using linear splines"Bioinformatics. 18(11). 1447-1485 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Akutsu, T.: "Selecting informative genes for cancer classification using gene expression data"Proc. IEEE-EURASIP Workshop on Non-linear Signal and Image Processing NSIP-01. 1-6 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Bannai, H.: "VML : a view modeling language for computational knowledge discovery"Lecture Notes in Artificial Intelligence. 2226. 30-44 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Imoto, S.: "Estimation of genetic networks and functional structures between genes by using Bayesian networks and nonparametric regression"PSB. 7. 175-186 (2002)

    • Related Report
      2001 Annual Research Report
  • [Publications] Matsuno, H.: "XML documentation of biopathways and their simulations in Genomic Object Net"Genome Infbrmatics. 12. 54-62 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 松野浩嗣: "遺伝子制御ネットワークのハイブリッドペトリネットによるシミュレーション"システムバイオロジーの展開,北野宏明編. 165-176 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 松野浩嗣: "ゲノムデータからの知識発見と遺伝子オブジェクトのシミュレーション"電子情報通信学会誌. 84. 356-358 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] T.Akutsu: "Algorithms for identifying Boolean networks and related biological networks based on matrix multiplication and fingerprint function"J.Computational Biology. 7. 331-343 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] T.Akutsu: "Inferring qualitative relations in genetic networks and metabolic pathways"Bioinformatics. 16. 727-734 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] H.Matsuno: "Genomic Object Net : Object oriented representation of biological systems"Genome Informatics. 11. 229-230 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 松野浩嗣: "バーチャルセル構築のためのプラットフォーム-ハイブリッドオブジェクトネットによる遺伝子制御シミュレーション-"bit. 32. 22-31 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] A.Shinohara: "Finding sparse gene networks"Genome Informatics. 11. 249-250 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] H.Bannai: "Views : Fundamental building blocks in the process of knowledge discovery"Proc.14th International FLAIRS Conference. (in press). (2001)

    • Related Report
      2000 Annual Research Report

URL: 

Published: 2000-04-01   Modified: 2016-04-21  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi