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Development of a new method for discovering useful genetic variations from genetic germplasm efficiently

Research Project

Project/Area Number 16H04858
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Science in genetics and breeding
Research InstitutionThe University of Tokyo

Principal Investigator

Iwata Hiroyoshi  東京大学, 大学院農学生命科学研究科(農学部), 准教授 (00355489)

Co-Investigator(Kenkyū-buntansha) 辻本 壽  鳥取大学, 乾燥地研究センター, 教授 (50183075)
Research Collaborator Rendall Jennifer  
Grauke LJ  
Project Period (FY) 2016-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥16,900,000 (Direct Cost: ¥13,000,000、Indirect Cost: ¥3,900,000)
Fiscal Year 2018: ¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2017: ¥6,110,000 (Direct Cost: ¥4,700,000、Indirect Cost: ¥1,410,000)
Fiscal Year 2016: ¥6,760,000 (Direct Cost: ¥5,200,000、Indirect Cost: ¥1,560,000)
Keywords遺伝資源 / ゲノミック予測 / ゲノムワイドアソシエーション研究 / リモートセンシング / 環境適応 / 遺伝資源リソース / 遺伝的多様性 / 表現型計測 / 遺伝資源リソース・多様性
Outline of Final Research Achievements

There are more than 1750 genebanks in the world, and 7.4 million plant accessions are stored in the genebanks. However, less than 1% of them have been used in plant breeding. In this study, we developed methods to discover useful genetic variations based on genome-wide marker information collected for genetic resources. By combining genomic prediction and Bayesian optimization, we can efficiently discover excellent genotypes from a large number of candidates. It was also suggested that the discovery of useful genetic variations in genetic resources can be made more efficient by combining high-throughput phenotyping using remote sensing and association studies with environmental data.

Academic Significance and Societal Importance of the Research Achievements

食料問題が深刻化する今後、遺伝資源のもつ有用変異を活用した育種が非常に重要となる。本研究では、ゲノム情報をもとに、有用な遺伝変異を効率的に探索するための手法を開発した。また、ゲノム情報と、リモートセンシングから得られる表現型情報、あるいは、遺伝資源採取地の環境情報を合わせて用いることで、有用遺伝変異の探索を効率化できることを明らかにした。本研究の成果は、遺伝資源のもつ有用変異の発見・利用に貢献すると期待される。

Report

(4 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Annual Research Report
  • 2016 Annual Research Report
  • Research Products

    (22 results)

All 2019 2018 2017 2016 Other

All Int'l Joint Research (2 results) Journal Article (3 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 3 results,  Open Access: 2 results,  Acknowledgement Compliant: 1 results) Presentation (16 results) (of which Int'l Joint Research: 7 results,  Invited: 12 results) Book (1 results)

  • [Int'l Joint Research] USDA-ARS/New Mexico State University/Texas A&M(米国)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] USDA-ARS/New Mexico State University(米国)

    • Related Report
      2017 Annual Research Report
  • [Journal Article] 林木のゲノミック選抜:現状と展望2019

    • Author(s)
      岩田洋佳
    • Journal Title

      Forest Genetics and Tree Breeding

      Volume: 8 Issue: 1 Pages: 32-39

    • DOI

      10.32135/fgtb.8.1_32

    • NAID

      130007593020

    • ISSN
      2187-3453, 2187-350X
    • Year and Date
      2019-01-25
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Bayesian optimization for genomic selection: a method for discovering the best genotype among a large number of candidates2017

    • Author(s)
      Ryokei Tanaka, Hiroyoshi Iwata
    • Journal Title

      Theoretical and Applied Genetics

      Volume: 131 Issue: 1 Pages: 93-105

    • DOI

      10.1007/s00122-017-2988-z

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Genetic nature of elemental contents in wheat grains and its genomic prediction: Toward the effective use of wheat landraces from Afghanistan2017

    • Author(s)
      Alagu Macnickavelu, Tomohiro Hattori, Shuhei Yamaoka, Kazusa Yoshimura, Youichi Kondou, Akio Onogi, Minami Matsui, Hiroyoshi Iwata, Tomohiro Ban
    • Journal Title

      PLoS ONE

      Volume: 12 Issue: 1 Pages: e0169416-e0169416

    • DOI

      10.1371/journal.pone.0169416

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Presentation] Modelling response of plants to environment via high-throughput phenotyping and machine leaning2018

    • Author(s)
      Hiroyoshi Iwata
    • Organizer
      International Biometrics Symposium
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Selection 4.0: Next Revolution of Breeding Will be Model-Based Development (MBD)2018

    • Author(s)
      Hiroyoshi Iwata
    • Organizer
      PAG Asia
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Genomic selection in rice: Potential and future directions2018

    • Author(s)
      Hiroyoshi Iwata
    • Organizer
      IRRI Seminar
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Selection 4.0: A system for model‐based development (MBD) of crop2018

    • Author(s)
      Hiroyoshi Iwata
    • Organizer
      2018 Plant GWAS Workshop
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] ゲノムワイドマーカーを用いたモデル化にもとづく遺伝資源の戦略的活用2018

    • Author(s)
      岩田洋佳
    • Organizer
      日本草地学会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] ゲノム情報をもとに植物の環境適応・応答をモデル化する2018

    • Author(s)
      岩田洋佳
    • Organizer
      森林遺伝育種学会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] The application of image processing in quantifying the morphological traits of Aegilops tauschii2017

    • Author(s)
      Chen TS, Yamasaki Y, Mahjoob M, Guo W, Tsujimoto H, Iwata H
    • Organizer
      The 4th International Symposium of Biological Shape Analysis
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 植物ビッグデータと育種2017

    • Author(s)
      岩田洋佳
    • Organizer
      植物科学シンポジウム2017
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] ドローンリモセンを用いた作物表現型計測とそのゲノム育種への利用2017

    • Author(s)
      岩田洋佳
    • Organizer
      植物科学・作物育種におけるフェノーム解析
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Genome-wide RAD-Seq analysis revealed subpopulation structures of pecan (Carya illinoinensis) germplasm collection and their relationship to geographical distribution patterns2017

    • Author(s)
      Ishimori M, Takanashi H, Fukami K, Cervantes K, Nagano AJ, Kajiya-Kanegae H, Grauke LJ, Tsutsumi N, Rendall J, Iwata H
    • Organizer
      VIII International Symposium On Walnut, Cashew and Pecan
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ドローンによるフィールドセンシングで植物の成長を追う2017

    • Author(s)
      渡辺翔、郭威、岩田洋佳
    • Organizer
      日本育種学会第132回講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Genomics Assisted Breeding andData Science for Expanding Its Possibilities2016

    • Author(s)
      Hiroyoshi Iwata
    • Organizer
      Special Lecture in National Taiwan University
    • Place of Presentation
      台北(台湾)
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Genomics Assisted Breeding andData Science for Expanding Its Possibilities2016

    • Author(s)
      Hiroyoshi Iwata
    • Organizer
      Special Lecture in Taiwan Agricultural Research Institute
    • Place of Presentation
      台中(台湾)
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Phenomics and Morphometrics for Genomics-Assisted Breeding2016

    • Author(s)
      Hiroyoshi Iwata
    • Organizer
      Multi-scale Plant Phenomics Workshop
    • Place of Presentation
      東京大学(東京都、文京区)
    • Related Report
      2016 Annual Research Report
  • [Presentation] Break the Phenotyping Bottleneck in Genomics-Assisted Breeding2016

    • Author(s)
      Hiroyoshi Iwata
    • Organizer
      ICRA 2016: The 9th International Conference on Intelligent Robotics and Applications
    • Place of Presentation
      首都大学東京(東京都、八王子市)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] データ科学と育種:データ科学を応用し、品種改良を加速する2016

    • Author(s)
      岩田洋佳
    • Organizer
      東京大学農学部公開セミナー
    • Place of Presentation
      東京大学(東京都、文京区)
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Book] "Genomics Selection in Rice Breeding" In "Rice Genomics, Genetics and Breeding"2018

    • Author(s)
      Jennifer Spindel, Hiroyoshi Iwata
    • Publisher
      Springer
    • Related Report
      2017 Annual Research Report

URL: 

Published: 2016-04-21   Modified: 2022-05-20  

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