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Application of Molecular Computing to the Design of Useful Proteins

Research Project

Project/Area Number 14580408
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionThe University of Tokyo

Principal Investigator

SAKAMOTO Kensaku  The University of Tokyo, Department of Biophysics and Biochemistry, Graduate School of Science, Research Associate, 大学院・理学系研究科, 助手 (50240685)

Project Period (FY) 2002 – 2003
Project Status Completed (Fiscal Year 2003)
Budget Amount *help
¥4,100,000 (Direct Cost: ¥4,100,000)
Fiscal Year 2003: ¥2,000,000 (Direct Cost: ¥2,000,000)
Fiscal Year 2002: ¥2,100,000 (Direct Cost: ¥2,100,000)
KeywordsGenetic Algorithm / Protein Engineering / Evolutionary Computation / Molecular Computing / NK model / Mutant / Structural Analysis of Protein / One-point crossver / タンパク質 / コンピュータ実験 / 一点交叉法 / 遺伝子操作 / コンピュータ・シミュレーション / 適応地形
Research Abstract

Adleman's study of DNA computer indicated that (he information carried by DNA molecules can be processed by a defined mathematical algorithm, which is implemented using molecular biology techniques (Adleman, 1994). His way of solving a combinatorial problem involves the generation of a library of solution candidates and the search for the true solution. The solution was actually found by a rigorous implementation of a computing algorithm, not by trial and error.
DNA molecules in nature carry the blueprints (genes) of proteins. It is known that some mutant genes (the genes with base substitutions or mutations in their base sequence) produce mutant proteins with an enhanced activity or an altered substrate specificity. In molecular biology, such desired mutant genes have been obtained by exploring an artificially generated library of mutants. This search process could be regarded as a computation of an optimization problem by using biological or "wet" techniques (The fitness function for protein, computable on electronic computers, is not known yet). However, this process has been implemented largely by trial and error, rather than according to an appropriate algorithm.
In order to design such a search algorithm for "evolutionary protein engineering", we could take advantage of the empirical knowledge and conventional tools (computer experiments, for example) of computer scientists, if protein evolution is actually an instance of optimization problem, and the desired mutant genes can be assumed to be optima or sub-optima on the fitness landscape. In the present study, we first surveyed the existing search strategies used in computer science, before proposing a possible algorithm for protein engineering. The performance of this algorithm was examined by computer experiments, and a wet method for one-point crossover was then developed for a future Implementation of the Whole search process in a wet manner.

Report

(3 results)
  • 2003 Annual Research Report   Final Research Report Summary
  • 2002 Annual Research Report
  • Research Products

    (24 results)

All Other

All Publications (24 results)

  • [Publications] Kubota, M.et al.: "Branching DNA machines based on transitions of hairpin structures"Proceedings of the 2003 Congress on Evolutionary Computation (CEC'03). 2542-2548 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Kameda, A.et al.: "Conformational addressing using the hairpin structure of single-stranded DNA"Preliminary Proceedings of DNA Computing, 9^<th> International Workshop on DNA-based Computers. 197-201 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Kobayashi, T.et al.: "Structural basis for orthogonal tRNA specificities of tyrosyl-tRNA synthetase for genetic code expansion"Nature Structural Biology. 10. 425-432 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Sakamoto, K.et al.: "Site-specific incorporation of an unnatural amino acid into proteins"Nucleic Acids Research. 30. 4692-4699 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Kitabatake, M.et al.: "Indolmycin resistance of Streptomyces coelicolor A3(2) by induced expression of one of its two tryptophanyl-tRNA synthetase"J.Biol.Chem.. 277. 23882-23887 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Kiga, D.et al.: "An engineered Escherichia coli tyrosyl-tRNA synthetase for site-specific incorporation of an unnatural amino acid into proteins in eukaryotic translation and its application in a wheat germ cell-free system"Proceedings of the National Academy of Sciences USA. 99. 9715-9720 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Kitamura, A.et al.: "Solution structure of an RNA fragment with the P7/9.0 region and the 3'-terminal guanosine of the tetrahymena group I intron"RNA. 8. 440-451 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] 坂本健作 他: "人工遺伝暗号システムを利用した機能性蛋白質の作製"Drug Delivery System. 18. 502-510 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] 坂本健作: "DNAコンピュータ"蛋白核酸酵素. 47. 2037-2044 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Kubota, M., Ohtake, K., Komiya, K., Sakamoto, K., Hagiya, M.: "Branching DNA Machines Based on Transitions of Hairpin"Structures, Proceedings of the 2003 Congress on Evolutionary Computation (CEC'03). 2542-2548 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Kameda, A., Yamamoto, M., Uejima, H., Hagiya, M., Sakamoto, K., Ohuchi, A.: "Conformational addressing using the hairpin structure of single-stranded DNA"Preliminary Proceedings of DNA Computing, 9th international Workshop on DNA-Based Computers, DNA 2003, Madison, Wisconsin, USA, 1-4 June 2003. 197-201 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Kobayashi T, Nureki O, Ishitani R, Yaremchuk A, Tukalo M, Cusack S, Sakamoto K, Yokoyama S.: "Structural basis for orthogonal tRNA specificities of tyrosyl-tRNA synthetases for genetic code expantion"Nature Structural Biology. 10. 425-432 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Sakamoto, K., Hayashi, A., Sakamoto, A., Kiga, D., Nakayama, H., Soma, A., Kobayashi, T., Kitabatake, M., Takio, T., Saito, K., Shirouzu, M., Hirao, I., Yokoyama, S.: "Site-specific incorporation of an unnatural amino acid into proteins in mammalian cells"Nucleic Acids Research. 277. 23882-23887 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Kitabatake M., All K., Demain A., Sakarnoto K., Yokoyama S., Soll D.: "Indolmycin resistance of Streptomyces coelicolor A3(2) by induced expression of one of its two tiyptophanyl-tRNA synthetases"J. Biol. Chem. 99. 9715-9720 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Kiga, D., Sakamoto, K., Kodama, K., Kigawa, T., Matsuda, T., Yabuki, T., Shirouzu, M., Harada, Y., Nakayama, H., Takio, K., Hasegawa, Y., Endo, Y., Hirao, I., Yokoyarna, S.: "An engineered Escherichia coli tyrosyl-tRNA synthetase for site-specific incorporation of an unnatural amino acid into proteins in eukaryotic translation and its application in a wheat germ cell-free system"Proc. Natl. Acad. Sci. USA.. 8. 440-451 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Kitamura, A., Muto, Y, Watanabe, S., Kim, I., Ito, T., Nishiya, Y, Sakamoto, K., Ohtsuki, T., Kawai, G., Watanabe, K., Hosono, K., Takaku, H., Katoh, E., Yamazaki, T., Inoue, T., Yokoyama, S.: "Solution structure of an RNA fragment with the P7/P9.0 region and the 3'-terminal guanosine of the tetrahymena group I intron"RNA. 8. 440-451 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Kensaku Sakamoto et al.: "Expansion of the Genetic Code for the Biosynthesis of Useful Alloproteins"Drug Delivery System. 18. 502-510 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Kensaku Sakamoto: "DNA Computer"PNE. 47. 2037-2044 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] M.Kubota: "Branching DNA Machines Based on Transitions of Hairpin Structures"Proceedings of the 2003 Congress on Evolutionary Computation (CEC'03). 2542-2548 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] A.Kameda: "Conformational addressing using the hairpin structure of single-stranded DNA"Preliminary Proceedings of DNA Computing, 9th international Workshop on DNA-Based Computers. 197-201 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] T.Kobayashi: "Structural basis for orthogonal tRNA specificities of tyrosyl-tRNA synthetases for genetic code expansion"Nature Structural Biology. 10. 425-432 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] K.Sakamoto: "Site-specific incorporation of an unnatural amino acid into proteins in mammalian cells"Nucleic Acids Research. 30. 4692-4699 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] D.Kiga: "An engineered Escherichia coli tyrosyl-tRNA synthetase for site-specific incorporation of an unnatural amino acid into proteins in eukaryotic translation and its application in a wheat germ cell-free system"Proc.Natl.Acad.Sci.USA. 99. 9715-9720 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 坂本 健作: "DNAコンピュータ"蛋白核酸酵素. 47. 2037-2044 (2002)

    • Related Report
      2002 Annual Research Report

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Published: 2002-04-01   Modified: 2016-04-21  

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