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2009 Fiscal Year Final Research Report

Development of statistical genetic models and hierarchical Bayes procedures to predict emergence and dynamics of resistant alleles

Research Project

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Project/Area Number 19300094
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Statistical science
Research InstitutionThe University of Tokyo

Principal Investigator

KISHINO Hirohisa  The University of Tokyo, 大学院・農学生命科学研究科, 教授 (00141987)

Co-Investigator(Kenkyū-buntansha) 渡部 輝明  高知大学, 医, 講師 (90325415)
北添 康弘  高知大学, 医, 名誉教授 (90112010)
Research Collaborator THORNE Jeffrey l.  ノースカロライナ州立大学, バイオインフォマティクス研究センター, 教授
DE OLIVEIRA MARTINS Leonardo  ヴィゴ大学, 生化遺伝, ポスドク
DE SOUZA LEAL Elcio  パラ連合大学, バイオテクノロジー, 教授
Project Period (FY) 2007 – 2009
KeywordsMCMC / 立体構造データベースと尤度 / 配列進化と構造進化 / 分子系統樹 / ベイズ階層モデル / 統計遣伝学 / 適応度ランドスケープ / ゲノム組換え
Research Abstract

Setting a virus as a main target of the research, we developed new statistical models and procedures to estimate its genetic diversity and to predict the emergence of resistant alleles. Our hierarchical Bayes model detects inconsistency of phylogenetic relation between the segments of the genomes and estimates the recombination history. By our knowledge-based measure of the binding ability of a protein complex, it became possible to predict the change in the values of the coefficients that specify a population dynamic model. As a result, it became possible to predict the types and timing of new resistant alleles that are likely to be fixed among host population.

  • Research Products

    (18 results)

All 2010 2009 2008 2007

All Journal Article (10 results) (of which Peer Reviewed: 10 results) Presentation (8 results)

  • [Journal Article] Structural considerations in the fitness landscape of a virus2010

    • Author(s)
      Watabe, T., Kishino, H.
    • Journal Title

      Molecular Biology and Evolution (in press)

    • Peer Reviewed
  • [Journal Article] Estimation of the size of genetic bottlenecks in cell-to-cell movement of Soil-borne wheat mosaic virus (SBWMV) and the possible role of the bottlenecks in speeding up selection on variation in trans-acting genes or elements2010

    • Author(s)
      Miyashita, S., Kishino, H.
    • Journal Title

      Journal of Virology 84

      Pages: 1828-1837

    • Peer Reviewed
  • [Journal Article] Distribution of distances between topologies and its effect on detection of phylogenetic recombination2009

    • Author(s)
      de Oliveira Martins, L., Kishino, H.
    • Journal Title

      Annals of the Institute of Statistical Mathematics 62

      Pages: 145-159

    • Peer Reviewed
  • [Journal Article] Statistical comparison of nucleotide-, amino-acid-2009

    • Author(s)
      Seo, T. -K., Kishino, H.
    • Journal Title

      and codon-substitution models for the evolutionary analysis of protein-coding sequences. Systematic Biology 58

      Pages: 199-210

    • Peer Reviewed
  • [Journal Article] Phylogenetic detection of recombination with a Bayesian prior on the distance between trees2008

    • Author(s)
      de Oliveira Martins, L., Leal, E., Kishino, H.
    • Journal Title

      PloS ONE 3(7)

      Pages: e2651

    • Peer Reviewed
  • [Journal Article] Synonymous substitutions substantially improve evolutionary inference from highly diverged proteins2008

    • Author(s)
      Seo, T. -K., Kishino, H
    • Journal Title

      Systematic Biology 57

      Pages: 367-377

    • Peer Reviewed
  • [Journal Article] Empirical Bayes inference of pairwise FST and its distribution in the genome2007

    • Author(s)
      Kitada, S., Kitakado, T., Kishino, H.
    • Journal Title

      Genetics 177

      Pages: 861-873

    • Peer Reviewed
  • [Journal Article] Recent independent evolution of mspl polymorphism in Plasmodium vivax and related simian malaria parasites2007

    • Author(s)
      Tanabe, K., Escalante, A., Sakihama, N., Honda, M., Arisue, N., Horii, T., Culleton, R., Hayakawa, T., Hashimoto, T., Longacre, S., Pathirana, S., Handunnetti, S., Kishino, H.
    • Journal Title

      Molecular & Biochemical Parasitology 156

      Pages: 74-79

    • Peer Reviewed
  • [Journal Article] Population genetics without intraspecific data2007

    • Author(s)
      Thorne, J. L., Choi, S. C., Yu, J., Higgs, P. G., Kishino, H.
    • Journal Title

      Molecular Biology and Evolution 24

      Pages: 1667-1677

    • Peer Reviewed
  • [Journal Article] A likelihoodbased index of protein-protein binding affinities with application to influenza HA escape from antibodies2007

    • Author(s)
      Watabe, T., Kishino, H., de Oliveira Martins, L., Kitazoe, Y.
    • Journal Title

      Molecular Biology and Evolution 24

      Pages: 1627-1638

    • Peer Reviewed
  • [Presentation] Co-evolution of proteins and covariation of evolutionary rate.2009

    • Author(s)
      Kishino, H. (代表)
    • Organizer
      生物物理学会
    • Place of Presentation
      徳島文理大学
    • Year and Date
      2009-10-30
  • [Presentation] 感染症研究における統計遺伝学的アプローチの可能性2009

    • Author(s)
      岸野洋久 (代表)
    • Organizer
      統計関連学会
    • Place of Presentation
      同志社大学
    • Year and Date
      2009-09-07
  • [Presentation] Statistical Comparison of nucleotide-, amino-acid-, and codon-substitution models for evolutionary analysis of protein-coding sequences. Evolution 200092009

    • Author(s)
      Seo, T. -K. (代表), Kishino, H.
    • Organizer
      the joint annual meeting of the Society for the Study of Evolution (SSE), the Society of Systematic Biologists (SSB), and the American Society of Naturalists (ASN)
    • Place of Presentation
      University of Idaho
    • Year and Date
      2009-06-16
  • [Presentation] Structural consideration on the fitness-landscape of virus2009

    • Author(s)
      Watabe. T. (代表), Kishino, H.
    • Organizer
      Society for Molecular Biology and Evolution
    • Place of Presentation
      University of Iowa
    • Year and Date
      2009-06-07
  • [Presentation] Measuring diversity and evolution through statistical modeling2008

    • Author(s)
      Kishino. H. (代表)
    • Organizer
      Workshop on Measuring Evolution
    • Place of Presentation
      ノルウェイ科学アカデミー, Oslo, Norway
    • Year and Date
      2008-10-03
  • [Presentation] ゲノム進化と変異の統計解析2008

    • Author(s)
      岸野洋久. (代表)
    • Organizer
      応用統計学会
    • Place of Presentation
      筑波大学
    • Year and Date
      2008-06-07
  • [Presentation] Using a database and a prior for the estimation of structural evolution and recombination2008

    • Author(s)
      Kishino, H., (代表)
    • Organizer
      Phylogenetic workshop at the 15th HIV Evolution and Dynamics meeting
    • Place of Presentation
      Los Alamos 国立研究所, Santa Fe, U.S.A.
    • Year and Date
      2008-04-27
  • [Presentation] 系統樹間の距離とゲノム組換えのベイズ推定2007

    • Author(s)
      de Oliveira Martins, L., (代表), Leal, E. S., 岸野洋久
    • Organizer
      統計関連学会
    • Place of Presentation
      神戸大学
    • Year and Date
      2007-09-07

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Published: 2011-06-18   Modified: 2016-04-21  

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