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Development of a novel integrated data mining that facilitates functional analysis in the post-genomic era -- Exploring novel gene coexpression --

Research Project

Project/Area Number 23700355
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Bioinformatics/Life informatics
Research InstitutionThe Institute of Physical and Chemical Research

Principal Investigator

HUKUSHIMA Atsushi  独立行政法人理化学研究所, メタボローム情報チーム, 研究員 (80415281)

Project Period (FY) 2011 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥2,860,000 (Direct Cost: ¥2,200,000、Indirect Cost: ¥660,000)
Fiscal Year 2012: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2011: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Keywordsバイオインフォマティクス / トランスクリプトミクス / 遺伝子共発現 / データ統合 / データ正規化 / differential correlation / マイクロアレイ / 共発現解析 / トランスクリプトーム / 共発現差異
Research Abstract

We have investigated an integrated data mining that facilitates functional analysis to improve limits in gene coexpression approach for function prediction. We have developed the DiffCorr package, a simple method for identifying pattern changes between 2 experimental conditions in correlation networks, which builds on a commonly used association measure. Our method is suitable for the first step towards inferring causal relationships and detecting biomarker candidates.

Report

(3 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Research-status Report
  • Research Products

    (27 results)

All 2013 2012 2011 Other

All Journal Article (12 results) (of which Peer Reviewed: 12 results) Presentation (13 results) Remarks (2 results)

  • [Journal Article] Recent progress in the development of metabolome databases for plant systems biology2013

    • Author(s)
      Atsushi Fukushima, Miyako Kusano
    • Journal Title

      Front. Plant Sci

      Volume: 4 Pages: 73-73

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] DiffCorr: an R package to analyze and visualize differential correlations in biological networks2013

    • Author(s)
      Atsushi Fukushima
    • Journal Title

      Gene

      Volume: 518 Pages: 209-214

    • Related Report
      2012 Annual Research Report 2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Transcriptome data modeling : an approach toward target identification for plant metabolic engineering2013

    • Author(s)
      Keiko Yonekura-Sakakibara, Atsushi Fukushima, Kazuki Saito
    • Journal Title

      Curr. Opin. Biotechnol

      Volume: 24 Pages: 285-290

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Current challenges and future potential of tomato breeding using omics approaches2013

    • Author(s)
      Miyako Kusano
    • Journal Title

      Breed. Sci.

      Volume: 掲載確定

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Recent progress in the development of metabolome databases for plant systems biology2013

    • Author(s)
      Atsushi Fukushima
    • Journal Title

      Front. Plant Sci.

      Volume: 4 Pages: 73-73

    • DOI

      10.3389/fpls.2013.00073

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Transcriptome data modeling: an approach toward target identification for plant metabolic engineering2013

    • Author(s)
      Keiko Yonekura-Sakakibara
    • Journal Title

      Curr. Opin. Biotechnol.

      Volume: 24 Issue: 2 Pages: 285-290

    • DOI

      10.1016/j.copbio.2012.10.018

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Exploring tomato gene functions based on coexpression modules using graph clustering and differential coexpression approaches2012

    • Author(s)
      Atsushi Fukushima, Tomoko Nishizawa, Mariko Hayakumo, Shoko Hikosaka, Kazuki Saito, Eiji Goto, Miyako Kusano
    • Journal Title

      Plant Physiol

      Volume: 158 Pages: 1487-1502

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Deciphering starch quality of rice kernels using metabolite profiling and pedigree network analysis2012

    • Author(s)
      Miyako Kusano, Atsushi Fukushima, Naoko Fujita, Yozo Okazaki, Makoto Kobayashi, Naoko Fujita Oitome, Kaworu Ebana, Kazuki Saito
    • Journal Title

      Mol. Plant

      Volume: 5 Pages: 442-451

    • Related Report
      2012 Annual Research Report 2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Exploring tomato gene functions based on coexpression modules using graph clustering and differential coexpression approaches2012

    • Author(s)
      Atsushi Fukushima
    • Journal Title

      Plant Physiol.

      Volume: 158 Issue: 4 Pages: 1487-1502

    • DOI

      10.1104/pp.111.188367

    • Related Report
      2012 Annual Research Report 2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Transcriptional and metabolic programs following exposure of plants to UV-B irradiation2011

    • Author(s)
      Takayuki Tohge, Miyako Kusano, Atsushi Fukushima, Kazuki Saito, Alisdair R. Fernie
    • Journal Title

      Plant Signal. Behav

      Volume: 6 Pages: 1987-1992

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Metabolomics reveals comprehensive reprogramming involving two independent metabolic responses of Arabidopsis to ultraviolet-B light2011

    • Author(s)
      Miyako Kusano, Takayuki Tohge, Atsushi Fukushima, Makoto Kobayashi, Naomi Hayashi, Hitomi Otsuki, Youichi Kondou, Hiroto Goto, Mika Kawashima, Fumio Matsuda, Rie Niida, Minami Matsui, Kazuki Saito, Alisdair R. Fernie
    • Journal Title

      Plant J

      Volume: 67 Pages: 354-369

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Current challenges and future potential of tomato breeding using omics approaches

    • Author(s)
      Miyako Kusano, Atsushi Fukushima
    • Journal Title

      Breed. Sci

      Volume: (in press)

    • NAID

      10031151522

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Presentation] DiffCorr: an R package to analyze and visualize differential correlations in biological networks2012

    • Author(s)
      Atsushi Fukushima
    • Organizer
      PRIB 2012
    • Place of Presentation
      Tokyo Japan
    • Related Report
      2012 Final Research Report
  • [Presentation] Transcriptome Independent Component Analysis Lead to the Identification of Two Glycosyltransferases Involved in Anthocyanin Modification in Arabidopsis thaliana2012

    • Author(s)
      Keiko Sakakibara, Atsushi Fukushima, Ryo Nakabayashi, Kousuke Hanada, Fumio Matsuda, Satoko Sugawara, Eri Inoue, Takashi Kuromori, Takuya Ito, Kazuo Shinozaki, Bunyapa Wangwattana, Mami Yamazaki, Kazuki Saito
    • Organizer
      26th International Conference on Polyphenols (ICP2012)
    • Place of Presentation
      Florence, Italy
    • Related Report
      2012 Final Research Report
  • [Presentation] DiffCorr: an R package to analyze and visualize differential correlations in biological networks2012

    • Author(s)
      福島 敦史
    • Organizer
      生命医薬情報学連合大会(2012 年日本バイオインフォマティクス学会年会情報計算化学生物学会(CBI 学会)年次大会オミックス医療研究会年会)
    • Place of Presentation
      東京, 日本
    • Related Report
      2012 Final Research Report
  • [Presentation] Characterizing coexpression modules using graph clustering and differential coexpression approaches in Solanum lycopersicum2012

    • Author(s)
      福島 敦史, 西澤 具子, 早雲 まり子, 彦坂 晶子, 斉藤 和季, 後藤 英司, 草野 都
    • Organizer
      第53回日本植物生理学会年会
    • Place of Presentation
      京都, 日本
    • Related Report
      2012 Final Research Report
  • [Presentation] 独立成分分析によるアントシアニン修飾関連配糖化酵素遺伝子の機能同定2012

    • Author(s)
      榊原 圭子, 福島 敦史, 中林 亮, 花田 耕介, 松田 史生, 菅原 聡子, 井上 恵理, 黒森 崇, 伊藤 卓也, 篠崎 一雄, Wangwattana Bunyapa, 山崎 真巳, 斉藤 和季
    • Organizer
      第53回日本植物生理学会年会
    • Place of Presentation
      京都, 日本
    • Related Report
      2012 Final Research Report
  • [Presentation] DiffCorr: an R package to analyze and visualize differential correlations in biological networks2012

    • Author(s)
      Atsushi Fukushima
    • Organizer
      PRIB 2012
    • Place of Presentation
      Tokyo, Japan
    • Related Report
      2012 Annual Research Report
  • [Presentation] Transcriptome Independent Component Analysis Lead to the Identification of Two Glycosyltransferases Involved in Anthocyanin Modification in Arabidopsis thaliana2012

    • Author(s)
      Keiko Sakakibara
    • Organizer
      6th International Conference on Polyphenols (ICP2012)
    • Place of Presentation
      Florence, Italy
    • Related Report
      2012 Annual Research Report
  • [Presentation] DiffCorr: an R package to analyze and visualize differential correlations in biological networks2012

    • Author(s)
      福島敦史
    • Organizer
      生命医薬情報学連合大会(2012年日本バイオインフォマティクス学会年会情報計算化学生物学会(CBI学会)年次大会オミックス医療研究会年会)
    • Place of Presentation
      東京, 日本
    • Related Report
      2012 Annual Research Report
  • [Presentation] Characterizing coexpression modules using graph clustering and differential coexpression approaches in Solanum lycopersicum2011

    • Author(s)
      Atsushi Fukushima, Tomoko Nishizawa, Mariko Hayakumo, Shoko Hikosaka, Kazuki Saito, Eiji Goto, Miyako Kusano
    • Organizer
      8th Solanaceae and 2nd Cucurbitaceae Genome Joint Conference (SOL&ICuGI2011)
    • Place of Presentation
      Kobe, Japan
    • Related Report
      2012 Final Research Report
  • [Presentation] Exploring tomato gene functions based on coexpression modules using graph clustering approaches2011

    • Author(s)
      Atsushi Fukushima, Tomoko Nishizawa, Mariko Hayakumo, Shoko Hikosaka, Kazuki Saito, Eiji Goto, Miyako Kusano
    • Organizer
      The 2011 Annual Conference of the Japanese Society for Bioinformatic
    • Place of Presentation
      Kobe, Japan
    • Related Report
      2012 Final Research Report
  • [Presentation] Two Glycosyltransferases Involved in Anthocyanin Modification Delimited by Transcriptome Independent Component Analysis in Arabidopsis thaliana2011

    • Author(s)
      Keiko Sakakibara, Atsushi Fukushima, Ryo Nakabayashi, Kousuke Hanada, Fumio Matsuda, Satoko Sugawara, Eri Inoue, Takashi Kuromori, Takuya Ito, Kazuo Shinozaki, Bunyapa Wangwattana, Mami Yamazaki, Kazuki Saito
    • Organizer
      Gordon Research Conference on Plant Metabolic Engineering, Waterville
    • Place of Presentation
      Valley, USA
    • Related Report
      2012 Final Research Report
  • [Presentation] Exploring tomato gene functions based on coexpression modules using graph clustering approaches2011

    • Author(s)
      Atsushi Fukushima, Tomoko Nishizawa, Mariko Hayakumo, Shoko Hikosaka, Kazuki Saito, Eiji Goto, Miyako Kusano
    • Organizer
      The 2011 Annual Conference of the Japanese Society for Bioinformatics
    • Place of Presentation
      神戸国際会議場 (兵庫県)
    • Related Report
      2011 Research-status Report
  • [Presentation] Characterizing coexpression modules using graph clustering and differential correlation approaches in Solanum lycopersicum2011

    • Author(s)
      Atsushi Fukushima, Tomoko Nishizawa, Mariko Hayakumo, Shoko Hikosaka, Kazuki Saito, Eiji Goto, Miyako Kusano
    • Organizer
      8th Solanaceare and 2nd Cucurbitaceae Joint Conference
    • Place of Presentation
      神戸国際会議場 (兵庫県)
    • Related Report
      2011 Research-status Report
  • [Remarks] DiffCorr package

    • URL

      http://diffcorr.sourceforge.net/

    • Related Report
      2012 Final Research Report
  • [Remarks] DiffCorr package

    • URL

      http://diffcorr.sourceforge.net/

    • Related Report
      2012 Annual Research Report

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Published: 2011-08-05   Modified: 2019-07-29  

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