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2010 Fiscal Year Final Research Report

Development of in silico prediction technique for pharmaceutical design and optimization

Research Project

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Project/Area Number 19590045
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Physical pharmacy
Research InstitutionHoshi University

Principal Investigator

TAKAYAMA Kozo  Hoshi University, 薬学部, 教授 (00130758)

Project Period (FY) 2007 – 2010
Keywords製剤設計 / 最適化 / スプライン / ブートストラップ
Research Abstract

A nonlinear response surface method incorporating thin-plate spline interpolation (RSM-S) was developed and applied to the designing a sustained release matrix tablet formulation. A bootstrap (BS) resampling method was employed to estimate confidence intervals of the optimal solution. As a result, the matrix tablet formulation with a constant release rate of the active ingredient for a long period was successfully optimized using RSM-S and the confidence interval of the optimal solution was adequately evaluated using BS.

  • Research Products

    (30 results)

All 2010 2009 2008 2007

All Journal Article (11 results) (of which Peer Reviewed: 11 results) Presentation (16 results) Book (3 results)

  • [Journal Article] A statistical approach to the development of a transdermal delivery system for ondansetron2010

    • Author(s)
      Y.Obata, Y.Ashitaka, S.Kikuchi, K.Takayama
    • Journal Title

      Int.J.Pharm. 399

      Pages: 87-93

    • Peer Reviewed
  • [Journal Article] Self-organizing map analysis using multivariate data from theophylline powders predicted by a thin-plate spline interpolation2010

    • Author(s)
      A.Yasuda, Y.Onuki, S.Kikuchi, K.Takayama
    • Journal Title

      J.Pharm.Sci. 99

      Pages: 4535-4542

    • Peer Reviewed
  • [Journal Article] Creation of a tablet database containing several active ingredients and prediction of their pharmaceutical characteristics based on ensemble artificial neural networks2010

    • Author(s)
      K.Takagaki, H.Arai, K.Takayama
    • Journal Title

      J.Pharm.Sci. 99

      Pages: 4201-4214

    • Peer Reviewed
  • [Journal Article] Role of individual test samples in optimal solutions in pharmaceuticals predicted using a nonlinear response surface method2010

    • Author(s)
      Y.Onuki, S.Kikuchi, A.Yasuda, K.Takayama
    • Journal Title

      Int.J.Pharm. 396

      Pages: 75-82

    • Peer Reviewed
  • [Journal Article] Phase behavior in a ternary lipid membrane estimated using a nonlinear response surface method and Kohonen's self-organizing map2010

    • Author(s)
      Y.Onuki, K.Takayama
    • Journal Title

      J.Col.Int.Sci. 343

      Pages: 628-633

    • Peer Reviewed
  • [Journal Article] Multivariate statistical approach to optimizing sustained-release tablet formulations containing diltiazem hydrochloride as a model highly water-soluble drug2010

    • Author(s)
      S.Kikuchi, K.Takayama
    • Journal Title

      Int.J.Pharm. 386

      Pages: 149-155

    • Peer Reviewed
  • [Journal Article] Effect of an experimental design for evaluating the nonlinear optimal formulation of theophylline tablets using a bootstrap resampling technique2009

    • Author(s)
      H.Arai, T.Suzuki, C.Kaseda, K.Takayama
    • Journal Title

      Chem.Pharm.Bull. 57

      Pages: 572-579

    • Peer Reviewed
  • [Journal Article] Reliability assessment for the optimal formulations of pharmaceutical products predicted by a nonlinear response surface method2009

    • Author(s)
      S.Kikuchi, K.Takayama
    • Journal Title

      Int.J.Pharm. 374

      Pages: 5-11

    • Peer Reviewed
  • [Journal Article] Development of photo-crosslinked polyacrylic acid hydrogel as an adhesive for dermatologocal patches : Involvement of formulation factors in physical properties and pharmacological effects2008

    • Author(s)
      Y.Onuki, M.Nishikawa, M.Morishita, K.Takayama
    • Journal Title

      Int.J.Pharm. 349

      Pages: 47-52

    • Peer Reviewed
  • [Journal Article] Evaluation of the reliability of nonlinear optimal solutions in pharmaceuticals using a bootstrap resampling technique in combination with Kohonen's selforganizing maps2008

    • Author(s)
      Y.Onuki, K.Ohyama, C.Kaseda, H.Arai, T.Suzuki, K.Takayama
    • Journal Title

      J.Pharm.Sci. 97

      Pages: 331-339

    • Peer Reviewed
  • [Journal Article] Bootstrap re-sampling technique to evaluate the optimal formulation of theophylline tablets predicted by nonlinear response surface method incorporating multivariate spline interpolation2007

    • Author(s)
      H.Arai, T.Suzuki, C.Kaseda, K.Takayama
    • Journal Title

      Chem.Pharm.Bull. 55

      Pages: 586-593

    • Peer Reviewed
  • [Presentation] Novel statistical approach in pharmaceutical formulation development2010

    • Author(s)
      高山幸三
    • Organizer
      2010 FIP Pharmaceutical Sciences World Congress (PSWC)
    • Place of Presentation
      New Orleans, U.S.A.
    • Year and Date
      2010-11-14
  • [Presentation] 錠剤処方データベースの構築と一般回帰ニューラルネットワークによる特性予測2010

    • Author(s)
      川合翔太、菊地伸吾、高山幸三
    • Organizer
      日本薬剤学会第25年会
    • Place of Presentation
      徳島
    • Year and Date
      2010-05-12
  • [Presentation] ジルチアゼム塩酸塩放出制御型製剤における設計変数-内在因子-製剤特性の構造分析2010

    • Author(s)
      菊地伸吾、大貫義則、高山幸三
    • Organizer
      日本薬剤学会第25年会
    • Place of Presentation
      徳島
    • Year and Date
      2010-05-12
  • [Presentation] ベイジアンネットワークを用いた固体分散体の設計変数と製剤特性間のモデル化2010

    • Author(s)
      林祥弘、菊地伸吾、高山幸三
    • Organizer
      日本薬剤学会第25年会
    • Place of Presentation
      徳島
    • Year and Date
      2010-05-12
  • [Presentation] ブートストラップ法とKohonenの自己組織化マップを併用した非線形同時最適解の信頼性評価方法:同時最適解における個々の実験点の寄与2010

    • Author(s)
      大貫義則、菊地伸吾、安田昭仁、高山幸三
    • Organizer
      日本薬剤学会第25年会
    • Place of Presentation
      徳島
    • Year and Date
      2010-05-12
  • [Presentation] 計量薬学的手法による製剤処方の最適化2010

    • Author(s)
      高山幸三
    • Organizer
      日本薬学会第130年会
    • Place of Presentation
      岡山
    • Year and Date
      2010-03-28
  • [Presentation] 自己組織化マップとベイジアンネットワークを利用したテオフィリン錠剤処方の潜在構造モデリング2010

    • Author(s)
      安田昭仁、大貫義則、高山幸三
    • Organizer
      日本薬学会第130年会
    • Place of Presentation
      岡山
    • Year and Date
      2010-03-28
  • [Presentation] アンサンブルニューラルネットワークによる錠剤処方の特性予測:データベースの拡充と新規アルゴリズムの導入2010

    • Author(s)
      高垣恵介、荒井宏明、高山幸三
    • Organizer
      日本薬学会第130年会
    • Place of Presentation
      岡山
    • Year and Date
      2010-03-28
  • [Presentation] Effect of an experimental design for evaluating the nonlinear optimal formulation of theophylline tablets using a bootstrap resampling technique2009

    • Author(s)
      H.Arai, T.Suzuki, H.Nakagami, C.Kaseda, K.Takayama
    • Organizer
      2009 AAPS Annual Meeting and Exposition
    • Place of Presentation
      Los Angels, U.S.A.
    • Year and Date
      2009-11-08
  • [Presentation] A novel statistical method to setup the design space for the optimal formulations of pharmaceutical products2009

    • Author(s)
      菊地伸吾, 高山幸三
    • Organizer
      The 2nd Joint Symposium on Future Prospect of Pharmaceutical Sciences 2009
    • Place of Presentation
      Tokyo, Japan
    • Year and Date
      2009-10-29
  • [Presentation] ジルチアゼム塩酸塩長期徐放システムの最適設計2009

    • Author(s)
      菊地伸吾、高山幸三
    • Organizer
      日本薬剤学会第24年会
    • Place of Presentation
      静岡
    • Year and Date
      2009-05-21
  • [Presentation] 錠剤処方データベースの構築とアンサンブルニューラルネットワークによる特性予測2009

    • Author(s)
      高垣恵介、荒井宏明、高山幸三
    • Organizer
      日本薬学会第129年会
    • Place of Presentation
      京都
    • Year and Date
      2009-03-26
  • [Presentation] 薄板スプライン補間と自己組織化マップを利用した固形製剤処方の特性クラスタリング2009

    • Author(s)
      安田昭仁、大貫義則、荒井宏明、高山幸三
    • Organizer
      日本薬学会第129年会
    • Place of Presentation
      京都
    • Year and Date
      2009-03-26
  • [Presentation] モンテカルロシュミレーションによる製剤処方非線形最適解の信頼性評価2008

    • Author(s)
      菊地伸吾、高山幸三
    • Organizer
      日本薬学会第128年会
    • Place of Presentation
      横浜
    • Year and Date
      2008-03-26
  • [Presentation] 脂質ラフトの形成機構解明を目的とした脂質二重膜モデルの膜物性評価2008

    • Author(s)
      大貫義則、高山幸三
    • Organizer
      日本薬学会第128年会
    • Place of Presentation
      横浜
    • Year and Date
      2008-03-26
  • [Presentation] Computer-aided design and optimization for pharmaceutical formulations2007

    • Author(s)
      高山幸三
    • Organizer
      The 3rd Annual Pharmaceutical Sciences World Congress
    • Place of Presentation
      Amsterdam, The Netherlands
    • Year and Date
      2007-04-22
  • [Book] 造粒・打錠プロセスにおける適正操作とトラブル対策ノウハウ集 第7章 実験計画法による製剤の処方設計・最適化2010

    • Author(s)
      宮嶋勝春、高山幸三
    • Total Pages
      347(217-249)
    • Publisher
      技術情報協会
  • [Book] 最新・経皮吸収~開発の基礎から申請のポイントまで~第2章 経皮吸収型製剤の製剤設計2008

    • Author(s)
      小幡誉子、高山幸三
    • Total Pages
      296(40-64)
    • Publisher
      情報機構
  • [Book] 基礎から学ぶ製剤化のサイエンス 第1章 物質の溶解2008

    • Author(s)
      高山幸三
    • Total Pages
      335(1-21)
    • Publisher
      エルゼビア・ジャパン

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Published: 2012-01-26   Modified: 2016-04-21  

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