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Artifical Intelligence Approach to the Prediction of Three Dimensional Structure of Protein

Research Project

Project/Area Number 63430023
Research Category

Grant-in-Aid for General Scientific Research (A)

Allocation TypeSingle-year Grants
Research Field 生物物性学
Research InstitutionKyoto University

Principal Investigator

GO Nobuhiro  Science, Chemistry, Professor, 理学部, 教授 (50011549)

Co-Investigator(Kenkyū-buntansha) KATAOKA Yosuke  Science, Chemistry, Assistant, 理学部, 助手 (30025407)
Project Period (FY) 1988 – 1990
Project Status Completed (Fiscal Year 1990)
Budget Amount *help
¥43,800,000 (Direct Cost: ¥43,800,000)
Fiscal Year 1990: ¥2,500,000 (Direct Cost: ¥2,500,000)
Fiscal Year 1989: ¥4,100,000 (Direct Cost: ¥4,100,000)
Fiscal Year 1988: ¥37,200,000 (Direct Cost: ¥37,200,000)
KeywordsProtein / Conformation / Structural elements / Secondary Structure / Dynamics / 人工知能
Research Abstract

By introducing Kubota's Titan graphic workstation and Sun Micro-system's Sun 3/260 and by constructing therefrom an artificial intelligence system for structural analysis of proteins, we have attained the following results in this research project. Among the problems of predicting 3D structures of proteins, the most difficult is the case where information only of amino acid sequence is available. After 30 years of research is this field it has now been widely believed that the approach based on the physicochemical principle involves essential difficulties. Therefore in this project we have tried an essentially different approach based on the pattern recognition, which in turn is based on the biological evolution of proteins. For this purpose we studied distribution of backbone conformations of fragments of polypeptide chain in the globular proteins. We found a clustered distribution. Based on this property of the distribution a quantitative method of classification of backbone structure is possible.
Among the problems of prediction, the easiest is that of predicting conformational changes associated with a site-directed amino acid substitution. In this case it is demanded that the change is predicted to the accuracy necessary to predict associated change of the function. However, conformational change associated with an amino acid substitution is very small, so small in general to be even smaller than the amplitude of fluctuation in the room temperature. This means that what is to be predicted is the change of dynamic structure. From this point of view, studies are directed to the direction of dynamic structures. As a result, it has been elucidated that protein dynamics has dual aspects, harmonic solid-like aspect and anharmonic liquid-like aspect.

Report

(4 results)
  • 1990 Annual Research Report   Final Research Report Summary
  • 1989 Annual Research Report
  • 1988 Annual Research Report
  • Research Products

    (34 results)

All Other

All Publications (34 results)

  • [Publications] H.Taketomi,F.Kano and N.Go: "The effect of amino acid substitution on protein foldingーand unfoldingーtransition studied by computer simulation" Biopolymers. 27. 527-559 (1988)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] T.Noguti and N.Go: "Structural Basis of Hierarchical Multiple Subustaes of a Protein" Proteins. 5. 97-138 (1989)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] N.Go: "A Theorem on amplitudes of thermal atomic fluctuations in large molecules assuming specific conformations calculated by normal mode analysis" Biophysical Chemistry. 35. 105-112 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] A.Kidera and N.Go: "ReFinement of Protein Dynamic Structure:Normal Mode,Refinement" Proc.Natl.Aced.Sci.USA. 87. 3718-3722 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] J.F.Gibrat and N.Go: "Normal Mode Analysis of Human Lysogyme:Study of the Relative Motion of the Two Domains and Charactigation of the Harmonic Motion" Proteins. 8. 258-279 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] Y.Seno and N.Go: "Deoxymyoglobin Studied by the Conformational Nomal Mode Analysis" J.Mol.Biol.216. 95-126 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] 木寺 詔紀,郷 信広: "分子生物学の進歩 第3巻" 丸善出版, 14 (1990)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] 郷 信広: "実験化学講座 3 基本操作III 「コンピュ-タ利用」" 丸善出版, (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] H. Taketomi, F. kano and N. Go: "The Effect of Amino Acid Substitution on Protein Folding -and Unfolding- Transition Studied by Computer Simulation" Biopolymers. 27. 527-559 (1988)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] T. Noguti and N. Go: "Structural Basis of Hierarchical Multiple Substates of a Protein" Proteins. 5. 97-138 (1989)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] N. Go: "A Theorem on Amplitudes of Thermal Atomic Fluctuations in Large Molecules Assuming Specific Conformations Calculated by Normal Mode Analysis" Biophysical Chemistry. 35. 105-112 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] A. Kidera and N. Go: "Refinement of Protein Dynamic Structure : Normal Mode Refinement" Proc. Natl. Acad. Sci. USA. 87. 3718-3722 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] J. F. Gibrat and N. Go: "Normal Mode Analysis of Human Lysozyme : Study of the Relative Motion of the Two Domains and Characterization of the Harmonic Motion" Proteins. 8. 258-279 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] Y. Seno and N. Go: "Deoxymyoglobin Studied by the Conformational Normal Mode Analysis" J. Mol. Biol. 216. 95-126 (1990)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1990 Final Research Report Summary
  • [Publications] H.Taketomi,F.Kano and N.Go: "The effect of amino acid substitution on protein foldingーand unfoldingーtransition studied by computer simulation" Biopolymers. 27. 527-559 (1988)

    • Related Report
      1990 Annual Research Report
  • [Publications] T.Noguti and N.Go: "Structural Basis of Hierarchical Multiple Substates of a protein" Proteins. 5. 97-138 (1989)

    • Related Report
      1990 Annual Research Report
  • [Publications] N.Go: "A Theorem on Amplitudes of Thermal Atomic Fluctuations in Large Molecules Assuming Specific Conformations Calculated by Normal Mode Analysis" Biophysical Chemistry. 35. 105-112 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] A.Kidera and N.Go: "Refinement of Protein Dynamic Structure:Normal Mode Refinement" Proc.Natl.Acad.Sci.USA. 87. 3718-3722 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] J.F.Gibrat and N.Go: "Normal Mode Analysis of Human Lysozyme:Study of the Relative Motion of the Two Domains and Characterization of the Harmonic Motion" Proteins. 8. 258-279 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] Y.Seno and N.Go: "Deoxymyoglobin Studied by the Conformational Normal Mode Analysis" J.Mol.Biol.216. 95-126 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] 木寺 詔紀,郷 信広: "分子生物学の進歩 第3巻" 丸善出版, 14 (1990)

    • Related Report
      1990 Annual Research Report
  • [Publications] 郷 信広: "実験化学講座3 基本操作III「コンピュ-タ利用」" 丸善出版, (1991)

    • Related Report
      1990 Annual Research Report
  • [Publications] J.Higo and N.Go: "Algorithm for Rapid Calculation of Excluded Volume of Large Molecules" Journal of Computational Chemstry. 10. 376-379 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] T.Noguti and N.Go: "Strutual Basis of Hierarchical Multiple Substates of a Protein.I〜V" Proteins. 5. 97-138 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] F.Inagaki,I.Shimada K.Kawaguchi,N.Hirano I.Terasawa T.Ikura,N.Go: "Structure of Melittin Bound to Perdeuterated Dodecylphosphocholine Micelles as Studied by 2D-NMR and Distance Geometry Calculation" Biochemistry. 25. 5985-5991 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] N.Go and T.Noguti: "Structural Basis of Hierarchial Multiple Substates of a Protein" ChemicaーScripta. 29A. 151-164 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] N.Go: "A Theorem on Amplitudes of Thermal Atomic Fluctuations in Large Molecules Assuming Specific Conformtions Calculated by Normal Mode Analysis" Biophysical Chemistry. (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] A.Kidera and N.Go: "Refinement of Protein Dynamic Structure:NOrmal Mode Refinement" Proc.Natl.Acad.Sci.USA. (1990)

    • Related Report
      1989 Annual Research Report
  • [Publications] 郷信廣: "生物物理のフロンティア" 培風館, 291 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] 木寺詔紀、郷信廣: "分子生物学の進歩" 丸善出版, (1990)

    • Related Report
      1989 Annual Research Report
  • [Publications] H.Taketomi;F.Kano;N.Go: Biopolymers. 27. 527-559 (1988)

    • Related Report
      1988 Annual Research Report
  • [Publications] D.Kohda;N.Go;K.Hayashi;F.Inagaki: Journal of Biochemistry. 103. 741-743 (1988)

    • Related Report
      1988 Annual Research Report
  • [Publications] J.Higo;N.Go: Journal of Computational Chemistry. 9. (1989)

    • Related Report
      1988 Annual Research Report
  • [Publications] T.Noguti;N.Go: Protein. (1989)

    • Related Report
      1988 Annual Research Report

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Published: 1988-04-01   Modified: 2016-04-21  

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