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Development of a novel bioinformatics method to analyze big genome sequence data for efficient knowledge discovery

Research Project

Project/Area Number 26330327
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Life / Health / Medical informatics
Research InstitutionNiigata University

Principal Investigator

Abe Takashi  新潟大学, 自然科学系, 准教授 (30390628)

Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2016: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2015: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2014: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywords一括学習型自己組織化マップ / 自己圧縮BLSOM / 連続塩基組成 / 連続アミノ酸組成 / メタゲノム / 系統推定 / 自己圧縮 / 生物系統推定 / タンパク質機能推定 / 比較ゲノム / 連続塩基 / 連続アミノ酸
Outline of Final Research Achievements

As the result of extensive decoding of genome sequences, novel tools are needed for comprehensive analyses of available big sequence data. We previously developed a BLSOM, which can cluster genomic fragment sequences according to phylotype solely dependent on oligonucleotide composition. Howerver, a large-scale BLSOM needs a large computational resource.
We have developed Self-Compressing BLSOM (SC-BLSOM) for reduction of computation time, which allows us comprehensive analysis of big sequence data. The strategy of SC-BLSOM is to hierarchically construct BLSOMs according to data class such as phylotype. SC-BLSOM could be constructed faster than BLSOM and cluster the sequences according to phylotype with high accuracy. We have also developed a new method to predict protein function on the basis of similarity in oligonucleotide composition. The proteins could be related to function-known proteins. These methods are useful to analyze big sequence data for efficient knowledge discovery.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (26 results)

All 2016 2015 2014 Other

All Journal Article (7 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 7 results,  Open Access: 7 results,  Acknowledgement Compliant: 3 results) Presentation (11 results) (of which Int'l Joint Research: 1 results,  Invited: 4 results) Book (2 results) Remarks (6 results)

  • [Journal Article] Horizontally transferred genetic elements in the tsetse fly genome: an alignment-free clustering approach using batch learning self-organising map (BLSOM).2016

    • Author(s)
      Nakao R, Abe T, Funayama S, Sugimoto C.
    • Journal Title

      BioMed Res Int.

      Volume: 2016 Pages: 3164624-3164624

    • DOI

      10.1155/2016/3164624

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Genomic features of uncultured methylotrophs in activated-sludge microbiomes grown under different enrichment procedures.2016

    • Author(s)
      Kazuki Fujinawa, Yusuke Asai, Morio Miyahara, Atsushi Kouzuma, Takashi Abe and Kazuya Watanabe.
    • Journal Title

      Scientific Reports

      Volume: 6 Issue: 1 Pages: 26650-26650

    • DOI

      10.1038/srep26650

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Development of Self-Compressing BLSOM for Comprehensive Analysis of Big Sequence Data.2015

    • Author(s)
      Akihito Kikuchi, Toshimichi Ikemura, and Takashi Abe.
    • Journal Title

      BioMed Research International

      Volume: 2015 Pages: 506052-506052

    • DOI

      10.1155/2015/506052

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Visualization of genome signatures of eukaryote genomes by Batch-Learning Self-Organizing Map (BLSOM) with a special emphasis on Drosophila genomes2014

    • Author(s)
      Takashi Abe, Yuta Hamao, Toshimichi Ikemura
    • Journal Title

      BioMed Research International

      Volume: Article ID 985706 Pages: 985706-985706

    • DOI

      10.1155/2014/985706

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] tRNADB-CE : tRNA gene database well-timed in the era of big sequence data2014

    • Author(s)
      Takashi Abe, Hachiro Inokuchi, Yuko Yamada, Akira Muto, Yuki Iwasaki, Toshimichi Ikemura
    • Journal Title

      Frontiers in GENETICS

      Volume: 5 Pages: 114-114

    • DOI

      10.3389/fgene.2014.00114

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Evolutionary changes in vertebrate genome signatures with special focus on coelacanth.2014

    • Author(s)
      Iwasaki Y, Abe T, Okada N, Wada K, Wada Y, Ikemura T.
    • Journal Title

      DNA Reseach

      Volume: 21 Issue: 5 Pages: 459-467

    • DOI

      10.1093/dnares/dsu012

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Metagenomic analyses reveal the involvement of syntrophic consortia in methanol/electricity conversion in microbial fuel cells.2014

    • Author(s)
      Ayaka Yamamuro, Atsushi Kouzuma, Takashi Abe, Kazuya Watanabe.
    • Journal Title

      PLoS ONE

      Volume: 9 Issue: 5 Pages: e98425-e98425

    • DOI

      10.1371/journal.pone.0098425

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] Phylogenetic estimation and classification of metagenomic sequences on the basis of batch-learning self-organizing map.2016

    • Author(s)
      Takashi Abe, Shigehiko Kanaya, and Toshimichi Ikemura.
    • Organizer
      ISME2016
    • Place of Presentation
      Montreal (Canada)
    • Year and Date
      2016-08-21
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A bioinformatics analysis for efficient knowledge discovery from big sequence data with BLSOM2016

    • Author(s)
      阿部貴志
    • Organizer
      第89回日本細菌学会総会
    • Place of Presentation
      大阪国際交流センター
    • Year and Date
      2016-03-23
    • Related Report
      2015 Research-status Report
    • Invited
  • [Presentation] BLSOM解析による微生物の南極環境への適応戦略の解明2016

    • Author(s)
      阿部貴志,中道真喜,吉田惇一郎,仁木宏典,馬場知哉.
    • Organizer
      第10回日本ゲノム微生物学会年会
    • Place of Presentation
      東京工業大学
    • Year and Date
      2016-03-04
    • Related Report
      2015 Research-status Report
  • [Presentation] 連続塩基組成に基づくウイルスゲノムの多様性の解明.2016

    • Author(s)
      阿部貴志
    • Organizer
      第1回内在性ウイルス様エレメント研究会
    • Place of Presentation
      京都大学(京都府京都市)
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] 自己圧縮BLSOM(一括学習型自己組織化マップ)による水平伝播領域検出法の開発.2015

    • Author(s)
      松本光司,菊池亮仁,池村淑道,阿部貴志.
    • Organizer
      日本遺伝学会第87回大会
    • Place of Presentation
      東北大学
    • Year and Date
      2015-09-24
    • Related Report
      2015 Research-status Report
  • [Presentation] オリゴペプチド組成類似性に基づく機能未知のタンパク質の機能推定法の確立.2015

    • Author(s)
      五十嵐諒,池村淑道,阿部貴志.
    • Organizer
      日本遺伝学会第87回大会
    • Place of Presentation
      東北大学
    • Year and Date
      2015-09-24
    • Related Report
      2015 Research-status Report
  • [Presentation] Development of Self-Compress BLSOM for comprehending big sequence data.2014

    • Author(s)
      Akihito Kikuchi, Shigehiko Kanaya, Toshimichi Ikemura and Takashi Abe
    • Organizer
      GIW2014
    • Place of Presentation
      Tokyo, Japan
    • Year and Date
      2014-12-15 – 2014-12-17
    • Related Report
      2014 Research-status Report
  • [Presentation] Metagenomic approaches to identify potential pathogens in ticks.2014

    • Author(s)
      Ryo Nakao, Yongjin Qiu, Takashi Abe, Toshimichi Ikemura and Chihiro Sugimoto.
    • Organizer
      日本遺伝学会第86回大会
    • Place of Presentation
      長浜
    • Year and Date
      2014-09-17 – 2014-09-19
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] メタゲノム解析による活性汚泥中に生息する有用な微生物の探索.2014

    • Author(s)
      阿部貴志, 中田俊芳, 熊谷鷹佑, 佐藤修正, 平川英樹, 近藤昭宏, 杉本千尋, 池村淑道, 松井和彦.
    • Organizer
      日本遺伝学会第86回大会
    • Place of Presentation
      長浜
    • Year and Date
      2014-09-17 – 2014-09-19
    • Related Report
      2014 Research-status Report
  • [Presentation] メタゲノム解析を活用した新規微生物群の効率的な探索.2014

    • Author(s)
      阿部貴志
    • Organizer
      第157回日本獣医学会学術集会
    • Place of Presentation
      札幌
    • Year and Date
      2014-09-09 – 2014-09-12
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] Tick virome analysis using a high-throughput sequencing technology.2014

    • Author(s)
      Yongjin Qiu, Ryo Nakao, Takashi Abe, and Chihiro Sugimoto
    • Organizer
      TTP8
    • Place of Presentation
      Cape Town, South Africa
    • Year and Date
      2014-08-24 – 2014-08-29
    • Related Report
      2014 Research-status Report
  • [Book] ベーシックマスター分子生物学 (東中川徹, 大山隆, 清水光弘共編)2014

    • Author(s)
      池村淑道、阿部貴志
    • Total Pages
      460
    • Publisher
      オーム社
    • Related Report
      2014 Research-status Report
  • [Book] 生命のビックデータ利用の最前線(植田充美 監修)2014

    • Author(s)
      阿部貴志, 金谷重彦, 池村淑道.
    • Total Pages
      231
    • Publisher
      シーエムシー出版
    • Related Report
      2014 Research-status Report
  • [Remarks] 新潟大学工学部情報工学科バイオインフォマティクス研究室

    • URL

      http://bioinfo.ie.niigata-u.ac.jp

    • Related Report
      2016 Annual Research Report 2015 Research-status Report
  • [Remarks] BLSOMを用いたメタゲノム配列に対する系統推定PEMSソフトウェア

    • URL

      http://bioinfo.ie.niigata-u.ac.jp/?PEMS_Soft

    • Related Report
      2016 Annual Research Report
  • [Remarks] BLSOM viewer

    • URL

      http://bioinfo.ie.niigata-u.ac.jp/?BLSOMviewer

    • Related Report
      2016 Annual Research Report
  • [Remarks] ソフトウェアPEMS公開サイト

    • URL

      http://bioinfo.ie.niigata-u.ac.jp/?PEMS_Soft

    • Related Report
      2015 Research-status Report
  • [Remarks] 研究室ホームページ

    • URL

      http://bioinfo.ie.niigata-u.ac.jp

    • Related Report
      2014 Research-status Report
  • [Remarks] BLSOMを用いたメタゲノム配列に対する生物系統推定解析ソフトウェア

    • URL

      http://bioinfo.ie.niigata-u.ac.jp/?PEMS_Soft

    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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