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Usefulness of time-domain NMR as a monitoring tool for pharmaceutical process analytical technology

Research Project

Project/Area Number 20K06986
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 47020:Pharmaceutical analytical chemistry and physicochemistry-related
Research InstitutionUniversity of Toyama

Principal Investigator

Onuki Yoshinori  富山大学, 薬学部, 客員教授 (10350224)

Project Period (FY) 2020-04-01 – 2023-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2022: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2021: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2020: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords製剤 / 錠剤 / NMR緩和 / 結晶状態評価 / 水分量測定 / 時間領域NMR / プロセス分析技術 / 製剤物性 / 結晶形 / 水分量定量 / PLS回帰 / 粉体混合性
Outline of Research at the Start

プロセス分析技術(process analytical technology, PAT)は、医薬品の実生産において、製剤やその中間品の品質をリアルタイムでモニタリングするための分析技術である。本研究では、時間領域NMR (TD-NMR) という新たな分析手法を適用して、錠剤などの経口固形製剤の製造に有用な新規PATを構築する。構築された新規技術は、品質が保証された医薬品を製造するための極めて重要な基盤技術になる。

Outline of Final Research Achievements

The main purpose of this research is to demonstrate the usefulness of TD-NMR for evaluating characteristics of pharmaceuticals. Time domain NMR (TD-NMR) is a promising NMR method to evaluate NMR relaxometry. It enables rapid and easy measurement of the T1 and T2 relaxation times, NMR parameters reflecting the molecular mobility of the substances. To achieve the research purpose, this research project performed the following TD-NMR studies: (1) to characterize the crystalline state of active pharmaceutical ingredients, and (2) to quantify the water content in pharmaceutical ingredients and wet granules. Consequently, it was confirmed that TD-NMR has a strong potential to be applied in the characterization of pharmaceuticals as a novel analytical method.

Academic Significance and Societal Importance of the Research Achievements

分子運動性という新たな視点で製剤物性を評価できるTD-NMRは、既存の技術とは一線を画す有望な分析技術である。本研究課題では、事例研究を通して、製剤物性評価における有用性を明らかにした。現時点では、製剤分野でのTD-NMRの応用例は極めて少ないものの、本課題の成果によって、錠剤の製造工程や最終製品の品質管理など、様々な場面での適用が期待され、製剤物性評価技術の更なる発展に寄与すると考えられる。

Report

(4 results)
  • 2022 Annual Research Report   Final Research Report ( PDF )
  • 2021 Research-status Report
  • 2020 Research-status Report
  • Research Products

    (29 results)

All 2023 2022 2021 2020

All Journal Article (10 results) (of which Int'l Joint Research: 5 results,  Peer Reviewed: 10 results) Presentation (19 results) (of which Int'l Joint Research: 2 results,  Invited: 4 results)

  • [Journal Article] Usefulness of applying partial least squares regression to T2 relaxation curves for predicting the solid form content in binary physical mixtures2023

    • Author(s)
      Chiba, Y., Okada, K., Hayashi, Y., Kumada, S., Onuki, Y.
    • Journal Title

      J. Pharm. Sci.

      Volume: 112 Issue: 4 Pages: 1041-1051

    • DOI

      10.1016/j.xphs.2022.11.028

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Low-Field NMR to Characterize the Crystalline State of Ibuprofen Confined in Ordered or Nonordered Mesoporous Silica2022

    • Author(s)
      Kotaro Okada, Yoshihiro Hayashi, Takahiro Tsuji, and Yoshinori Onuki
    • Journal Title

      Chemical and Pharmaceutical Bulletin

      Volume: 70 Issue: 8 Pages: 550-557

    • DOI

      10.1248/cpb.c22-00180

    • ISSN
      0009-2363, 1347-5223
    • Year and Date
      2022-08-01
    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Characterization of the Salt and Free Base of Active Pharmaceutical Ingredients Based on NMR Relaxometry Measured by Time Domain NMR2022

    • Author(s)
      Chiba Yuya、Okada Kotaro、Hayashi Yoshihiro、Leong Kok Hoong、Kumada Shungo、Onuki Yoshinori
    • Journal Title

      Chemical and Pharmaceutical Bulletin

      Volume: 70 Issue: 2 Pages: 162-168

    • DOI

      10.1248/cpb.c21-00975

    • NAID

      130008149779

    • ISSN
      0009-2363, 1347-5223
    • Year and Date
      2022-02-01
    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] The Molded Tablet, a disintegrant-free orally disintegrating tablet, resists thickening solution-reduced drug dissolution2022

    • Author(s)
      Onuki Yoshinori、Sugiura Daisuke、Kumada Shungo、Kobayashi Ryosuke、Nakamura Taichi、Kogawa Toru、Sakai Hideki、Okada Kotaro
    • Journal Title

      Journal of Drug Delivery Science and Technology

      Volume: 69 Pages: 103179-103179

    • DOI

      10.1016/j.jddst.2022.103179

    • Related Report
      2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] Effects of Manufacturing Process Variables on the Tablet Weight Variation of Mini-tablets Clarified by a Definitive Screening Design2021

    • Author(s)
      Usuda Shui、Masukawa Naohiro、Leong Kok Hoong、Okada Kotaro、Onuki Yoshinori
    • Journal Title

      Chemical and Pharmaceutical Bulletin

      Volume: 69 Issue: 9 Pages: 896-904

    • DOI

      10.1248/cpb.c21-00427

    • NAID

      130008081892

    • ISSN
      0009-2363, 1347-5223
    • Year and Date
      2021-09-01
    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Time-domain NMR analysis for the determination of water content in pharmaceutical ingredients and wet granules2021

    • Author(s)
      Ohgi Kosuke、Hayashi Yoshihiro、Tsuji Takahiro、Ito Terushi、Leong Kok Hoong、Usuda Shui、Kumada Shungo、Okada Kotaro、Onuki Yoshinori
    • Journal Title

      International Journal of Pharmaceutics

      Volume: 604 Pages: 120770-120770

    • DOI

      10.1016/j.ijpharm.2021.120770

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Nondestructive Investigation of the Agglomeration Process for Nanosuspensions via NMR Relaxation of Water Molecules2021

    • Author(s)
      Kotaro Okada, Yoshihiro Hayashi, Shungo Kumada, Yoshinori Onuki
    • Journal Title

      European Journal of Pharmaceutical Sciences

      Volume: 164 Pages: 105908-105908

    • DOI

      10.1016/j.ejps.2021.105908

    • Related Report
      2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] Application of machine learning to a material library for modeling of relationships between material properties and tablet properties2021

    • Author(s)
      Hayashi Yoshihiro、Nakano Yuri、Marumo Yuki、Kumada Shungo、Okada Kotaro、Onuki Yoshinori
    • Journal Title

      International Journal of Pharmaceutics

      Volume: 609 Pages: 121158-121158

    • DOI

      10.1016/j.ijpharm.2021.121158

    • Related Report
      2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] Effect of Different Direct Compaction Grades of Mannitol on the Storage Stability of Tablet Properties Investigated Using a Kohonen Self-Organizing Map and Elastic Net Regression Model2020

    • Author(s)
      Kosugi Atsushi、Leong Kok Hoong、Urata Eri、Hayashi Yoshihiro、Kumada Shungo、Okada Kotaro、Onuki Yoshinori
    • Journal Title

      Pharmaceutics

      Volume: 12 Issue: 9 Pages: 886-886

    • DOI

      10.3390/pharmaceutics12090886

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Effect of the molecular mobility of water adsorbed by disintegrants on storage-induced hydrolytic degradation of acetylsalicylic acid incorporated into tablets under humid conditions2020

    • Author(s)
      Ougi Kousuke、Okada Kotaro、Leong Kok Hoong、Hayashi Yoshihiro、Kumada Shungo、Onuki Yoshinori
    • Journal Title

      European Journal of Pharmaceutical Sciences

      Volume: 154 Pages: 105502-105502

    • DOI

      10.1016/j.ejps.2020.105502

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] 撹拌造粒法で調製した湿潤顆粒中の水分子運動性評価と造粒工程への寄与2022

    • Author(s)
      近吉雪乃、伊藤輝志、林祥弘、熊田俊吾、岡田康太郎、大貫義則
    • Organizer
      日本薬剤学会第37年会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 低磁場NMRを用いたメソポーラスシリカに内包されたイブプロフェンの結晶形評価2022

    • Author(s)
      岡田康太郎、林祥弘、熊田俊吾、大貫義則
    • Organizer
      日本薬剤学会第37年会
    • Related Report
      2022 Annual Research Report
  • [Presentation] Quality by Design に基づく製剤開発を指向した製剤物性研2022

    • Author(s)
      大貫義則
    • Organizer
      第 38 回物性物理化学研究会
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] Quality by Designアプローチに活用される実験計画法手法2022

    • Author(s)
      大貫義則
    • Organizer
      第5回 富山県製剤技術研修会
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] 医薬品の特性や品質を決定する処方設計の重要性2022

    • Author(s)
      大貫義則
    • Organizer
      日本医療薬学会 第88回 医療薬学公開シンポジウム
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] NMR緩和にPLS回帰を適用した医薬品有効成分の塩の評価2021

    • Author(s)
      千葉悠矢、岡田康太郎、林祥弘、熊田俊吾、大貫義則
    • Organizer
      日本薬剤学会第36年会
    • Related Report
      2021 Research-status Report
  • [Presentation] 時間領域NMRを利用した懸濁型経口ゼリー製剤中の薬物分散状態の評価2021

    • Author(s)
      小林良輔、林祥弘、熊田俊吾、岡田康太郎、大貫義則
    • Organizer
      日本薬剤学会第36年会
    • Related Report
      2021 Research-status Report
  • [Presentation] 水のT2緩和測定を用いたナノ懸濁液におけるインドメタシン凝集挙動のモニタリング2021

    • Author(s)
      岡田康太郎、林祥弘、熊田俊吾、大貫義則
    • Organizer
      日本薬剤学会第36年会
    • Related Report
      2021 Research-status Report
  • [Presentation] 時間領域NMRを適用した医薬品の結晶形態の定量的評価 : T2緩和挙動解析におけるPLS回帰の有用性2021

    • Author(s)
      千葉悠矢、岡田康太郎、大貫義則、林祥弘、熊田俊吾
    • Organizer
      第38回製剤と粒子設計シンポジウム
    • Related Report
      2021 Research-status Report
  • [Presentation] 時間領域 NMR を用いた医薬品添加剤として用いられる微粒子シリカの薬物分解へ寄与する製剤特性評価2021

    • Author(s)
      渡邉大智、岡田康太郎、林祥弘、熊田俊吾、大貫義則
    • Organizer
      日本薬学会北陸支部第 133回例会
    • Related Report
      2021 Research-status Report
  • [Presentation] 製剤データベースの構築と機械学習による原薬-杵間付着力に影響を及ぼす因子の明確化2021

    • Author(s)
      小林優矢、林祥弘、岡田康太郎、大貫義則
    • Organizer
      日本薬学会北陸支部第 133回例会
    • Related Report
      2021 Research-status Report
  • [Presentation] T2緩和を用いたインドメタシンナノ懸濁液における凝集・沈降挙動の非破壊的評価2021

    • Author(s)
      土屋恵、岡田康太郎、林祥弘、熊田俊吾、大貫義則
    • Organizer
      日本薬学会北陸支部第 133回例会
    • Related Report
      2021 Research-status Report
  • [Presentation] 多変量解析の製剤設計への適用-製剤特性に影響する設計因子の理解-2021

    • Author(s)
      大貫義則
    • Organizer
      創剤フォーラムWebセミナー
    • Related Report
      2021 Research-status Report
    • Invited
  • [Presentation] Crucial manufacturing process variables on the tablet weight variation of mini-tablets clarified by a definitive screening design2021

    • Author(s)
      Kobayashi, Y., Usuda, S., Okada, K., Onuki, Y.
    • Organizer
      6th Toyama- Basel Joint Symposium 2021
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Time-domain NMR analysis to quantify water content in pharmaceutical ingredients and wet granules2021

    • Author(s)
      Chiba, Y., Ohgi, K., Hayashi, Y., Kumada, S., Okada, K., Onuki, Y.
    • Organizer
      6th Toyama- Basel Joint Symposium 2021
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Kohonenの自己組織化マップおよびElastic Netを用いた直打用D-マンニトールの粉体物性による分類と錠剤物性に与える影響2021

    • Author(s)
      浦田愛理、辻日向子、林祥弘、熊田俊吾、岡田康太郎、大貫義則
    • Organizer
      日本薬学会 第141年会
    • Related Report
      2020 Research-status Report
  • [Presentation] Kohonenの自己組織化マップを利用した直打用D-マンニトールの粉体物性評価および錠剤物性への影響2020

    • Author(s)
      浦田愛理、岡田康太郎、林祥弘、熊田俊吾、大貫義則
    • Organizer
      日本薬剤学会第35年会
    • Related Report
      2020 Research-status Report
  • [Presentation] 弾性ネットを用いた造粒スケール非依存的な顆粒物性-錠剤物性相関モデルの構築2020

    • Author(s)
      野口美穂、林祥弘、熊田俊吾、岡田康太郎、大貫義則
    • Organizer
      日本薬剤学会第35年会
    • Related Report
      2020 Research-status Report
  • [Presentation] 水のT2緩和測定による非破壊・リアルタイムな薬物ナノ懸濁液の粒子径評価2020

    • Author(s)
      岡田康太郎、林祥弘、熊田俊吾、大貫義則
    • Organizer
      日本薬剤学会第35年会
    • Related Report
      2020 Research-status Report

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Published: 2020-04-28   Modified: 2024-01-30  

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