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2008 Fiscal Year Annual Research Report

生理活性群に対する化学構造モチーフ知識ベースの作成

Research Project

Project/Area Number 18200010
Research InstitutionKwansei Gakuin University

Principal Investigator

岡田 孝  Kwansei Gakuin University, 理工学部, 教授 (00103135)

Co-Investigator(Kenkyū-buntansha) 高橋 由雅  豊橋技術科学大学, 工学部, 教授 (00144212)
Keywords生理活性 / 知識発見 / データマイニング / カスケードモデル / 医薬品 / BASiC
Research Abstract

研究最終年度にあたる本年度の研究内容で特記すべき事項は,研究目的である生理活性群に対するモチーフ構造知識ベースBASiCを作成したことである.Wikiベースの枠組みの上に知識ベースBASiC(Know ledge Base of Basic Active Structures in Chemicals)を開発した.現状では未だどこからもリンクを張っていないが,すでにアクセス可能であり近日中に公開する(http://www.dm-lab.ws/BASiC/).
BASiCでは,GPCR関連の医薬活性ではドーパミン活性7種,セロトニン活性7種,アドレナリン活性5種,アデノシン活性5種,ヒスタミン活性3種,ベンゾジアゼピン活性4種,エンドセリン活性2種に対して,最終的に得られた活性基本構造BASの一覧表を作成することに成功した.さらにラットに対する一般化学物質による溶血性貧血に関する8活性の結果も記載されている.
この知識ベースでは単に活性に特徴的な構造を見出しただけではなく,一覧表所載のBAS群でデータベース中のほとんどの活性化合物を説明できるところに特徴がある.さらに一覧表から,各BASに対応する化合物群の構造を容易にアクセスできるため,医薬化学者は活性の有無についての要因の考察を容易に進めることができる.今後,この知識ベースは新薬の開発や副作用の予測でおおいに利用されるであろう.なお,これからも医薬における対象活性を拡充し,さらに反復投与毒性や変異原性,医薬副作用についても内容を拡充していく予定である.また,知識ベース作成に使用したソフトウェア群も公開するつもりであり,医薬関係を中心として広く利用されることが期待される.

  • Research Products

    (39 results)

All 2009 2008 Other

All Journal Article (10 results) (of which Peer Reviewed: 8 results) Presentation (25 results) Book (3 results) Remarks (1 results)

  • [Journal Article] 日本語テキスト処理ライブラリJLTKの開発2009

    • Author(s)
      武田俊之
    • Journal Title

      情報科学研究 Vol. 23

      Pages: 3-12

  • [Journal Article] SVMを用いた薬物多重活性クラスの分類学習と予測2008

    • Author(s)
      高橋由雅
    • Journal Title

      生物工学会誌 第86巻第12号

      Pages: 589-592

  • [Journal Article] Solving the Contamination Minimization Problem on Networks for the Linear Threshold Model2008

    • Author(s)
      M. Kimura
    • Journal Title

      Proc. of the 10th Pacific Rim International Conference on Artificial Intelligence (PRICAI08), Springer LNAI Vol. 5351

      Pages: 977-984

    • Peer Reviewed
  • [Journal Article] A Fast Method to Mine Frequent Subsequences from Graph Sequence Data2008

    • Author(s)
      Akihiro Inokuchi
    • Journal Title

      Proc. of the 2008 Eighth IEEE International Conference on Data Mining (ICDM2008), IEEE Computer Society ISBN-ISSN 1550-4786

      Pages: 303-312

    • Peer Reviewed
  • [Journal Article] Effective Visualization of Information Diffusion Process over Complex Networks2008

    • Author(s)
      K. Saito
    • Journal Title

      Proc. of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Database (ECML PKDD), Part II, Springer LNAI Vol. 5212

      Pages: 326-341

    • Peer Reviewed
  • [Journal Article] A Bank Run Model in Financial Crises2008

    • Author(s)
      Katsutoshi Yada
    • Journal Title

      Proc. of 12th International Conference on Knowledge-Based and Intelligent Information&Engineering Systems (KES2008), PartII, Springer LNAI Vol. 5178

      Pages: 703-710

    • Peer Reviewed
  • [Journal Article] Modeling Dynamic Substate Chains among Massive States2008

    • Author(s)
      Viet Phuong Nguyen
    • Journal Title

      Intelligent Data Analysis, IOS Vol. 12Issue3

      Pages: 271-291

    • Peer Reviewed
  • [Journal Article] Predictive Activity Profiling of Drugs by Topological-Fragment-Spectra-Based Support Vector Machines2008

    • Author(s)
      Kentaro Kawai
    • Journal Title

      Journal of Chemical Information and Modeling, ACS Vol. 48 No. 6

      Pages: 1152-1160

    • Peer Reviewed
  • [Journal Article] Pharmacophore Refinement in the Chemical Structure Space2008

    • Author(s)
      Satoshi Fujishima
    • Journal Title

      The Journal of Computer Chemi stry, Japan, SCCJ Vol. 7 No. 2

      Pages: 63-70

    • Peer Reviewed
  • [Journal Article] DRYADEPARENT, An Efficient and Closed Attribute Tree Mining Algorithm2008

    • Author(s)
      Alexandre Termier
    • Journal Title

      IEEE Transactions on Knowledge and Data Engineering Vol. 20 Issue3

      Pages: 300-320

    • Peer Reviewed
  • [Presentation] 社会ネットワークにおける汚染拡散最小化のためのリンク封鎖2009

    • Author(s)
      木村昌弘
    • Organizer
      人工知能学会第9回デークマイニングと統計数理研究会
    • Place of Presentation
      メルパルク京都
    • Year and Date
      2009-03-04
  • [Presentation] カスケードモデルからの少数ルール群選択による高性能分類器の構築2009

    • Author(s)
      大村隆晴
    • Organizer
      人工知能学会第9回デークマイニングと統計数理研究会
    • Place of Presentation
      メルパルク京都
    • Year and Date
      2009-03-03
  • [Presentation] Pruning strategies Based on the Upper Bound of Information Gain for Discriminative Subgraph Mining2008

    • Author(s)
      K. Ohara
    • Organizer
      The 2008 Pacific Rim Knowledge Acquisition Workshop, in The Tenth Pacific Rim International Conference on Artificial Intelligence
    • Place of Presentation
      Ta Quang Buu libary, Hanoi University of Technology, Vietnam
    • Year and Date
      2008-12-16
  • [Presentation] What does an Information Diffusion Model Tell about Social Network structure?2008

    • Author(s)
      T. Fushimi
    • Organizer
      The 2008 Pacific Rim Knowledge Acquisition Workshcp, in The Tenth Pacific Rim International Conference on Artificial Intelligence
    • Place of Presentation
      Ta Quang Buu libary, Hanoi University of Technology, Vietnam
    • Year and Date
      2008-12-16
  • [Presentation] Isomorphism Identification by Using Graph Spectra and Its application to Graph Mining2008

    • Author(s)
      Kouzou Ohara
    • Organizer
      4th World Conference of the IASC (International Association for Statistical Computing)
    • Place of Presentation
      PACIFIC CONVENTION PLAZA YOKOHAMA
    • Year and Date
      2008-12-06
  • [Presentation] ベイジアンネットワークによる化学物質の毒性発現評価システムの構築2008

    • Author(s)
      山ロ一歩
    • Organizer
      人工知能学会第72回人工知能基本問題研究会(SIG-FPAI)
    • Place of Presentation
      電気通信大学, 東京
    • Year and Date
      2008-11-08
  • [Presentation] Human-computer collaborative recognition of the structure activity relationship2008

    • Author(s)
      Takashi OKADA
    • Organizer
      The 8th China-Japan Joint Symposium on Drug Design and Development
    • Place of Presentation
      神戸国際会議場
    • Year and Date
      2008-11-04
  • [Presentation] Application of the TFS-Based Support Vector Machines to in-silico Screening Strategy2008

    • Author(s)
      Kentaro kawai
    • Organizer
      The 8th China-Japan Joint Symposium on Drug Design and Development
    • Place of Presentation
      神戸国際会議場
    • Year and Date
      2008-11-03
  • [Presentation] Toxicity Evaluation System for Chemical Compounds Based on Bayesian Net2008

    • Author(s)
      Kazuho YAMAGUCHI, Takashi OKADA, Yuki SAKURADANI, Makoto HAYASHI, Yasushi YAMAZOE
    • Organizer
      第36回構造活性相関シンポジウム
    • Place of Presentation
      神戸国際会議場
    • Year and Date
      2008-11-02
  • [Presentation] Development of a Software Tool for Pharmacological Activity Prediction by using Collective SVM Models2008

    • Author(s)
      藤島悟志, 河合健太郎, 高橋由雅
    • Organizer
      第36回構造活性相関シンポジウム
    • Place of Presentation
      神戸国際会議場
    • Year and Date
      2008-11-02
  • [Presentation] Analysis of Twenty-eight day Repeated Dose Toxicity Test Data in Rats Using Cascade Model2008

    • Author(s)
      Norihito Ohmori
    • Organizer
      第36回構造活性相関シンポジウム
    • Place of Presentation
      神戸国際会議場
    • Year and Date
      2008-11-02
  • [Presentation] Making a Relational Dictionary for NTG Removal Graph and Biological Action of Drug Molecules2008

    • Author(s)
      勝田隆弘
    • Organizer
      第36回構造活性相関シンポジウム
    • Place of Presentation
      神戸国際会議場
    • Year and Date
      2008-11-02
  • [Presentation] On Feasibility of Graph Spectrum-based Frequent Sub-graph Mining2008

    • Author(s)
      Kouzou Ohara
    • Organizer
      The International Workshop on Data Mining and Statistical Science (DMSS2008)
    • Place of Presentation
      東京工業大学大岡山キャンパス
    • Year and Date
      2008-09-25
  • [Presentation] Feasibility of Graph Sequence Mining based on Admissibility Constraints2008

    • Author(s)
      Akihiro Inokuchi
    • Organizer
      The International Workshop on Data Mining and statistical Science (DMSS2008)
    • Place of Presentation
      東京工業大学大岡山キャンパス
    • Year and Date
      2008-09-25
  • [Presentation] Computational Identification of Antihypertensive Drugs and their Types of Action from chemical Database Using TFS-Based Support Vector Machines2008

    • Author(s)
      Kentaro Kawai
    • Organizer
      The 17th European Symposium on Quantitative Structure-Activity Relationships & Qmics Technologies and Systems Biology (Euro-QSAR2008)
    • Place of Presentation
      Uppsala Concert & Congress Hall, Uppsala, Sweden
    • Year and Date
      2008-09-23
  • [Presentation] Quick Mining for Molecular Graphs Based on Path Fragments Labeled by Hetero Atoms and Its Application to Structure-Activity Study2008

    • Author(s)
      Satoshi Fujishima
    • Organizer
      The 17th European Symposiun on Quantitative Structure-Activity Relationships & Qmics Technologies and Systems Biology (Euro-QSAR2008)
    • Place of Presentation
      Uppsala Concert&Congress Hall, Uppsala, Sweden
    • Year and Date
      2008-09-23
  • [Presentation] グラフ系列マイニングのための表現制約とアルゴリズム2008

    • Author(s)
      猪口明博
    • Organizer
      第7回データマイニングと統計数理研究会(DMSM)
    • Place of Presentation
      小樽市民センター研修室
    • Year and Date
      2008-07-24
  • [Presentation] Making a structure-activity dictionary based on non-terminal vertex graph (NTG)2008

    • Author(s)
      Yoshimasa Takahashi, Kazusa Noto, Ryo Kuribayashi
    • Organizer
      Eighth International Conference on Mathematical Chemistry & Fifth Indo-US Workshop on Mathematical Chemistry
    • Place of Presentation
      Campus of the University of Minnesota Duluth (UMD), Duluth, Minnesota, USA
    • Year and Date
      2008-06-25
  • [Presentation] Application of Molecular-Similarity Networks for Chemoinformatics Research2008

    • Author(s)
      Zsolt Lepp
    • Organizer
      Strasbourg Summer School on Chemoinformatics : CheminfoS3
    • Place of Presentation
      VVF Obernai, France
    • Year and Date
      2008-06-24
  • [Presentation] 進化的プログラミングを用いた創薬候補化学構造の創出2008

    • Author(s)
      吉丸和孝
    • Organizer
      2008年度人工知能学会全国大会(第22回)
    • Place of Presentation
      ときわ市民ホール/勤労者福祉総合センター, 旭川
    • Year and Date
      2008-06-13
  • [Presentation] グラフスペクトルを用いた大規模頻出部分グラフマイニング2008

    • Author(s)
      Nguyen Vinh duy
    • Organizer
      2008年度人工知能学会全国大会(第22回)
    • Place of Presentation
      ときわ市民ホール/勤労者福祉総合センター, 旭川
    • Year and Date
      2008-06-13
  • [Presentation] 創薬候補構造設計のためのNTG知識ベースの開発2008

    • Author(s)
      能登上総
    • Organizer
      2008年度人工知能学会全国大会(第22回)
    • Place of Presentation
      ときわ市民ホール/勤労者福祉総合センター, 旭川
    • Year and Date
      2008-06-12
  • [Presentation] PSD推定の適用範囲拡大と精度向上に関する研究2008

    • Author(s)
      グエンハホン
    • Organizer
      2008年度人工知能学会全国大会(第22回)
    • Place of Presentation
      ときわ市民ホール/勤労者福祉総合センター, 旭川
    • Year and Date
      2008-06-12
  • [Presentation] Community Analysis of Influential Nodes for Information Diffusion on a Social Network2008

    • Author(s)
      M. Kimura
    • Organizer
      IEEE WorId Congress on Computational Intelligence
    • Place of Presentation
      Hong Kong Convention and Exhibition Centre, Hong Kong, China
    • Year and Date
      2008-06-05
  • [Presentation] A Range Query Approach for High Dimensional Euclidean Space Based on EDM Estimation2008

    • Author(s)
      Kentarou Kido
    • Organizer
      2008SIAM Cinference on Data Mining
    • Place of Presentation
      Hyatt Regency Atlanta, Georgia, USA
    • Year and Date
      2008-04-24
  • [Book] Applications of Data Mining in E-Business and Finance, Frontiers in Artificial Intelligence and Applications, No. 1772008

    • Author(s)
      Carlos Soares (editor)
    • Total Pages
      120
    • Publisher
      IOS Press
  • [Book] Advances in Knowledge Discovery and Data Mining, Proc. of 12th Pacific-Asia Conference of Knowledge Discovery and Data Mining, PAKDD2008, LNCS, LNAI50122008

    • Author(s)
      Takashi Washio (editor)
    • Total Pages
      1099
    • Publisher
      Springer
  • [Book] グラフマイニングとその統計的モデリングへの応用第10章, 21世紀の統計科学-自然・生物・健康の統計科学-2008

    • Author(s)
      鷲尾隆, 他
    • Total Pages
      358
    • Publisher
      東京大学出版会
  • [Remarks] webサイト:「BASiC」

    • URL

      http://www.dm-lab.ws/BASiC/

URL: 

Published: 2010-06-11   Modified: 2016-04-21  

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