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Prediction of Toxicity of Organic Chemicals Using Fuzzy Adaptive Least-Squares

Research Project

Project/Area Number 03671030
Research Category

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

Allocation TypeSingle-year Grants
Research Field Physical pharmacy
Research InstitutionKitasato University

Principal Investigator

MORIGUCHI Ikuo  Kitasto University, School of Pharm. Sci.Professor, 薬学部, 教授 (90050343)

Co-Investigator(Kenkyū-buntansha) NAKAGOME Izumi  Kitasato University, School of Pharm.Sci.Research Associate, 薬学部, 助手 (30237242)
YAMAOTSU Noriyuki  Kitasato University, School of Pharm.Sci.Research Associate, 薬学部, 助手 (60230322)
MATSUSHITA Yasuo  Kitasato University, School of Pharm.Sci.Assistant Professor, 薬学部, 講師 (40050653)
HIRONO Shuichi  Kitasato University, Schol of Pharm.Sci.Assoociate Professor, 薬学部, 助教授 (30146328)
Project Period (FY) 1991 – 1993
Project Status Completed (Fiscal Year 1993)
Budget Amount *help
¥2,000,000 (Direct Cost: ¥2,000,000)
Fiscal Year 1993: ¥200,000 (Direct Cost: ¥200,000)
Fiscal Year 1992: ¥200,000 (Direct Cost: ¥200,000)
Fiscal Year 1991: ¥1,600,000 (Direct Cost: ¥1,600,000)
KeywordsQuantitative structure-toxicity relationship / Toxicity prediction / Aquatic toxicity / Human acute toxicity / Carcinogenicity / Mutagenicity / Biodegradability / 生分解性 / ファジィ理論 / ファジィ集合 / 適応最小二乗法 / 安全性 / 有機化学物質 / 構造毒性相関
Research Abstract

Fuzzy adatve lest-squares (FAS), a pattern recognition method for analysing structure-activity rating data to generate QSAR models, was developed. A novel feature of FALS is that the degree to which each sample belongs to its activity class is given by a fuzzy membership funciton. Using FALS, non-congeneric QSAR anayses of data of miscellaneous organic chemicals were performed to construct predictive models of toxicity and safety : aquatic acute toxicity (394 compunds), human oral acute toxicity (504 compounds), rodent carcinogenicity (246 compunds), Ames Salmonella mutagenicity (244 compounds), and biodegradability (1259 compounds). In these QSAR analyzes, the values of og P (partition coefficient in octanol/water) caculated by a newly-developed method were used as the descriptor for hydrophobicity, together with diverse substructural descriptors automatically generated using extended chemical graphs by a computer. Satisfactory QSAR models, reliable in both recognition and leave-one-out prediction, were obtained by the FALS analyzes.

Report

(4 results)
  • 1993 Annual Research Report   Final Research Report Summary
  • 1992 Annual Research Report
  • 1991 Annual Research Report
  • Research Products

    (15 results)

All Other

All Publications (15 results)

  • [Publications] Ikuo Moriguchi: "Fuzzy Adaptive Least Squares Applied to Structure-Activity and Structure-Toxicity Correlations" Chem.Pharm.Bull.40. 930-934 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Ikuo Moriguchi: "Fuzzy Adaptive Least Squares and Its Application to Structure-Activity Studies" Quant.Struct.-Act.Relat.11. 325-331 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Qian Liu: "QSARs Based on Fuzzy Adaptive Least-Squares Analysis for the Aquatic Toxicity of Organic Chemicals" Environ.Toxicol.Chem.11. 953-959 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Ikuo Moriguchi: "Simple Method of Calculating Octanol/Water Partition Coefficient" Chem.Pharm.Bull.40. 127-130 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 森口郁生: "定量的構造活性相関の展開.コンピュータ支援による医薬品設計" 薬学雑誌. 114. 135-146 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] M.Doyama: "Computer Aided Innovation of New Materials II" Elsevier Science Publ.,Amsterdam, 1813 (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Ikuo Moriguchi: "Simple Method of Calculating Octanol/Water Partition Coefficient" Chem.Pharm.Bull.40. 127-130 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Ikuo Moriguchi: "Fuzy Adaptive Least Squares and Its Application to Structure-Activity Studies" Quant.Struct.-Act.Relat.11. 325-331 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Ikuo Moriguchi: "Fuzzy Adaptive Least Squares Applied to Structure-Activity and Structure-Toxicity Correations" Chem.Pharm.Bull.40. 930-934 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Qian Liu: "QSARs Based on Fuzzy Adaptive Lcast-Squares Analysis for the Aqatic Toxicity of Organic Chemicals" Environ.Toxicol.Chem.11. 953-959 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] Ikuo Moriguchi: "Development of Quantitative Structure-Activity Reationships and Computer-Aided Drug Design" Yakugaku Zasshi. 114. 135-146 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1993 Final Research Report Summary
  • [Publications] 森口郁生: "定量的構造活性相関の展開.コンピュータ支援による医薬品設計" 薬学雑誌. 114. 135-146 (1994)

    • Related Report
      1993 Annual Research Report
  • [Publications] Ikuo Moriguchi: "Fuzzy Adaptive Least Squares and Its Application to Structure-Activity Studies" Quant. Struct.-Act. Relat.11. 325-331 (1992)

    • Related Report
      1992 Annual Research Report
  • [Publications] Ikuo Moriguchi: "Fuzzy Adaptive Least Squares and Its Application to StructureーActivity Studies" Quant.Struct.ーAct.Relat.11. (1992)

    • Related Report
      1991 Annual Research Report
  • [Publications] Ikuo Moriguchi: "Fuzzy Adaptive Least Squares Applied to StructureーActivity and StructureーToxicity Correlations" Chem.Pharm.Bull.40. (1992)

    • Related Report
      1991 Annual Research Report

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Published: 1991-04-01   Modified: 2016-04-21  

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