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Highly massive parallel evolutionary computation for designing artificial genetic circuits and microbe networks

Research Project

Project/Area Number 17H01796
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Soft computing
Research InstitutionTokyo Institute of Technology

Principal Investigator

Yamamura Masayuki  東京工業大学, 情報理工学院, 教授 (00220442)

Project Period (FY) 2017-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥17,810,000 (Direct Cost: ¥13,700,000、Indirect Cost: ¥4,110,000)
Fiscal Year 2019: ¥3,250,000 (Direct Cost: ¥2,500,000、Indirect Cost: ¥750,000)
Fiscal Year 2018: ¥5,980,000 (Direct Cost: ¥4,600,000、Indirect Cost: ¥1,380,000)
Fiscal Year 2017: ¥8,580,000 (Direct Cost: ¥6,600,000、Indirect Cost: ¥1,980,000)
KeywordsウェットGA / 行動並列進化計算 / 人工遺伝子回路 / 微生物ネットワーク / 合成生物学 / ウェットGA / 細胞間通信 / 根圏 / 微生物生態系 / 細菌群衆 / 環境メタゲノム / 高度並列進化計算 / 資源消費者モデル / 群衆形成モデル / 偶発性分析 / 自然計算 / タンパク工学 / メタゲノム解析 / 数理生態学
Outline of Final Research Achievements

Based on our Wet GA experience, we tried to establish a design principle for i) artificial genetic circuits in synthetic biology, and ii) ecological networks of micro- organisms. As a result, we published papers in i) cascading artificial genetic circuits for large scale synthetic biology systems, ii) modeling, analysis, design and controlling microbial ecological systems, and iii) improvements for deep learning method. Especially, we expect more development in ii) modeling, analysis, design and controlling microbial ecological systems, which is novel as a target and methodology and has wide application field such as agriculture and environmental science.

Academic Significance and Societal Importance of the Research Achievements

微生物生態系は、腸内細菌叢や皮膚常在菌のように人間生活を支える存在として最近注目を集めている。農業や環境保全でも微生物生態系は重要な役割を果たしている。本研究では、これまで生物にヒントを得てさまざまな計算手法を開発してきた経験を活かし、多摩川および中房温泉でのフィールド実験で得られたデータに基づいて、微生物生態系の構成原理や人為的介入手段の開発に役立つ基礎的知見得た。

Report

(4 results)
  • 2020 Final Research Report ( PDF )
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • Research Products

    (6 results)

All 2019 2018 Other

All Int'l Joint Research (2 results) Journal Article (2 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 2 results,  Open Access: 2 results) Remarks (2 results)

  • [Int'l Joint Research] 国立中興大学 生命科学院(その他の国・地域 中華民国 (台湾))

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] ボゴール農科大学 生化学科(インドネシア)

    • Related Report
      2018 Annual Research Report
  • [Journal Article] Comparison between Effects of Retroactivity and Resource Competition upon Change in Downstream Reporter Genes of Synthetic Genetic Circuits2019

    • Author(s)
      Takefumi Moriya, Tomohiro Yamaoka, Yuki Wakayama, Shotaro Ayukawa, Zicong Zhang, Masayuki Yamamura, Shinji Wakao, and Daisuke Kiga.
    • Journal Title

      Life

      Volume: - Issue: 1 Pages: 9-30

    • DOI

      10.3390/life9010030

    • Related Report
      2018 Annual Research Report 2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Effect of light wavelength on hot spring microbial mat biodiversity2018

    • Author(s)
      Nishida Akifumi、Thiel Vera、Nakagawa Mayuko、Ayukawa Shotaro、Yamamura Masayuki
    • Journal Title

      PLOS ONE

      Volume: 13 Issue: 1 Pages: e0191650-e0191650

    • DOI

      10.1371/journal.pone.0191650

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Remarks] 循環共生圏農工業研究推進体

    • URL

      https://symbiotic-ecosystems.info/

    • Related Report
      2019 Annual Research Report
  • [Remarks] 東京工業大学循環共生圏農工業研究推進体

    • URL

      https://symbiotic-ecosystems.info/

    • Related Report
      2018 Annual Research Report

URL: 

Published: 2017-04-28   Modified: 2022-08-22  

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