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Establishment of a virtual clinical trial system considering variations in factors governing drug tissue distribution, efficacy, and side effects.

Research Project

Project/Area Number 19H03392
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Review Section Basic Section 47060:Clinical pharmacy-related
Research InstitutionJosai International University (2021-2022)
Institute of Physical and Chemical Research (2019-2020)

Principal Investigator

Sugiyama Yuichi  城西国際大学, イノベーションベース, 特別栄誉教授 (80090471)

Co-Investigator(Kenkyū-buntansha) 吉門 崇  横浜薬科大学, 薬学部, 准教授 (70535096)
速水 謙  国立情報学研究所, 情報学プリンシプル研究系, 教授 (20251358)
小山 智志  国立研究開発法人理化学研究所, 科技ハブ産連本部, 研究員 (60805761)
年本 広太  国立研究開発法人理化学研究所, 科技ハブ産連本部, 特別研究員 (70740504)
Project Period (FY) 2019-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥16,510,000 (Direct Cost: ¥12,700,000、Indirect Cost: ¥3,810,000)
Fiscal Year 2021: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Fiscal Year 2020: ¥6,630,000 (Direct Cost: ¥5,100,000、Indirect Cost: ¥1,530,000)
Fiscal Year 2019: ¥7,410,000 (Direct Cost: ¥5,700,000、Indirect Cost: ¥1,710,000)
Keywords生理学的薬物速度論(PBPKモデル) / 薬物間相互作用 (DDI) / In vitroからin vivoへの予測 / 薬物間相互作用 / 生理学的薬物速度論モデル(PBPK) / 内在性バイオマーカー / 薬物動態 / 個人間変動 / モデリング&シミュレーション / 仮想臨床試験 / トランスポータ / アルブミン介在性輸送
Outline of Research at the Start

医薬品の影響には個人差が存在し、場合によっては薬効を発揮しない、重篤な副作用を引き起こす恐れもある。創薬において、どのような患者において副作用発生のリスクが高まるかを臨床試験開始前に予できれば、より最適な医薬品を提供することが可能となる。近年、生体の分子レベルの機能を論理的に積み上げることでヒト体内の薬物動態(薬物の各組織における濃度変化)を予測することができる生理学的薬物速度論(PBPK)モデルを用いた解析が進歩を見せている。本研究では、PBPKモデルに人種・遺伝子の違いといった個人差情報を組み込むことにより薬物動態および薬効・副作用の個人差を予測するシステムの構築を目的とする。

Outline of Final Research Achievements

It is divided into three achievements:
1)The use of Virtual Clinical Study (VCS) enabled the prediction of changes in pharmacokinetics, pharmacodynamics, and side effects caused by drug-drug interactions (DDIs) involving statins.2)For compounds with strong binding to plasma albumin, we presented a method to predict hepatic uptake clearance from in vitro experiments by considering the binding between the cell surface and albumin, as well as the induction by rifampicin.3)By incorporating the Cluster Gaussian Newton Method (CGNM) into computational calculations based on a mathematical model, we made it possible to utilize "endogenous biomarkers for precise prediction of DDIs."

Academic Significance and Societal Importance of the Research Achievements

VCS のアウトプットは、ある患者集団における薬物の薬効・副作用の強度分布であり、体内動態のみに留まらず、薬効、副作用の予測も可能にする。薬物の臓器内濃度と薬効・副作用発現を関連付ける適切な数理モデルを構築し、それをVCS システム に組み込むことにより薬効、副作用の程度を予測する精度があがる。 製薬企業が各自の創薬化合物のデータを用いて汎用性の高いシステムであるVCS を運用できる環境を提供することで、広く創薬業界で標準化される予測パッケージとして利用されることを期待しており、創薬産業への波及効果は大であると考えている。

Report

(4 results)
  • 2022 Final Research Report ( PDF )
  • 2021 Annual Research Report
  • 2020 Annual Research Report
  • 2019 Annual Research Report
  • Research Products

    (20 results)

All 2023 2022 2021 2020 2019 2018

All Journal Article (10 results) (of which Int'l Joint Research: 10 results,  Peer Reviewed: 10 results,  Open Access: 9 results) Presentation (10 results) (of which Int'l Joint Research: 10 results,  Invited: 10 results)

  • [Journal Article] Cluster Gauss-Newton method analyses of PBPK model parameter combinations of coproporphyrin-I based on OATP1B-mediated rifampicin interaction studies.2022

    • Author(s)
      Yoshikado T, Aoki Y, Mochizuki T, Rodrigues AD, Chiba K, Kusuhara H, Sugiyama Y.
    • Journal Title

      CPT Pharmacometrics Syst Pharmacol.

      Volume: 11 Issue: 10 Pages: 1341-1357

    • DOI

      10.1002/psp4.12849

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Evaluation of Hepatic Uptake of OATP1B Substrates by Short Term-Cultured Plated Human Hepatocytes: Comparison With Isolated Suspended Hepatocytes2021

    • Author(s)
      Yoshikado Takashi、Lee Wooin、Toshimoto Kota、Morita Kiyoe、Kiriake Aya、Chu Xiaoyan、Lee Nora、Kimoto Emi、Varma Manthena V.S.、Kikuchi Ryota、Scialis Renato J.、Shen Hong、Ishiguro Naoki、Lotz Ralf、Li Albert P.、Maeda Kazuya、Kusuhara Hiroyuki、Sugiyama Yuichi
    • Journal Title

      Journal of Pharmaceutical Sciences

      Volume: 110 Issue: 1 Pages: 376-387

    • DOI

      10.1016/j.xphs.2020.10.041

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Improved Prediction of the Drug-Drug Interactions of Pemafibrate Caused by Cyclosporine A and Rifampicin via PBPK Modeling: Consideration of the Albumin-Mediated Hepatic Uptake of Pemafibrate and Inhibition Constants With Preincubation Against OATP1B2021

    • Author(s)
      Park Ji Eun、Shitara Yoshihisa、Lee Wooin、Morita Shigemichi、Sahi Jasminder、Toshimoto Kota、Sugiyama Yuichi
    • Journal Title

      Journal of Pharmaceutical Sciences

      Volume: 110 Issue: 1 Pages: 517-528

    • DOI

      10.1016/j.xphs.2020.10.016

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Transient, Tunable Expression of NTCP and BSEP in MDCKII Cells for Kinetic Delineation of the Rate-Determining Process and Inhibitory Effects of Rifampicin in Hepatobiliary Transport of Taurocholate2021

    • Author(s)
      Ito Sumito、Lee Wooin、Park Ji Eun、Yasunaga Masa、Mori Ayano、Ohtsuki Sumio、Sugiyama Yuichi
    • Journal Title

      Journal of Pharmaceutical Sciences

      Volume: 110 Issue: 1 Pages: 365-375

    • DOI

      10.1016/j.xphs.2020.10.064

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Cell-to-Medium Concentration Ratio Overshoot in the Uptake of Statins by Human Hepatocytes in Suspension, but Not in Monolayer: Kinetic Analysis Suggesting a Partial Loss of Functional OATP1Bs2020

    • Author(s)
      Lee Wooin、Koyama Satoshi、Morita Kiyoe、Kiriake Aya、Kikuchi Ryota、Chu Xiaoyan、Lee Nora、Scialis Renato J.、Shen Hong、Kimoto Emi、Tremaine Larry、Ishiguro Naoki、Lotz Ralf、Maeda Kazuya、Kusuhara Hiroyuki、Sugiyama Yuichi
    • Journal Title

      The AAPS Journal

      Volume: 22 Issue: 6 Pages: 133-133

    • DOI

      10.1208/s12248-020-00512-6

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Dose-Dependent Inhibition of OATP1B by Rifampicin in Healthy Volunteers: Comprehensive Evaluation of Candidate Biomarkers and OATP1B Probe Drugs.2020

    • Author(s)
      Mori D, Kimoto E, Rago B, Kondo Y, King-Ahmad A, Ramanathan R, Wood LS, Johnson JG, Le VH, Vourvahis M, David Rodrigues A, Muto C, Furihata K, Sugiyama Y, Kusuhara H
    • Journal Title

      Clin Pharmacol Ther

      Volume: 107 Issue: 4 Pages: 1004-1013

    • DOI

      10.1002/cpt.1695

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Comparative and quantitative assessment on statin efficacy and afety: insights into inter-statin and inter-individual variability via dose- and exposure-response relationships2019

    • Author(s)
      Iwaki Y, Lee W, Sugiyama Y
    • Journal Title

      Expert Opin Drug Metab Toxicol

      Volume: 15 Issue: 11 Pages: 897-911

    • DOI

      10.1080/17425255.2019.1681399

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Expanded Physiologically-Based Pharmacokinetic Model of Rifampicin for Predicting Interactions With Drugs and an Endogenous Biomarker via Complex Mechanisms Including Organic Anion Transporting Polypeptide 1B Induction2019

    • Author(s)
      Asaumi R, Menzel K, Lee W, Nunoya KI, Imawaka H, Kusuhara H, Sugiyama Y
    • Journal Title

      CPT Pharmacometrics Syst Pharmacol

      Volume: 8 Issue: 11 Pages: 845-857

    • DOI

      10.1002/psp4.12457

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Physiologically-Based Pharmacokinetic Modeling Analysis for Quantitative Prediction of Renal Transporter-Mediated Interactions Between Metformin and Cimetidine2019

    • Author(s)
      Nishiyama K, Toshimoto K, Lee W, Ishiguro N, Bister B, Sugiyama Y
    • Journal Title

      CPT Pharmacometrics Syst Pharmacol

      Volume: 8 Issue: 6 Pages: 396-406

    • DOI

      10.1002/psp4.12398

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Extrapolation of In Vivo Hepatic Clearance from In Vitro Uptake Clearance by Suspended Human Hepatocytes for Anionic Drugs with High Binding to Human Albumin: Improvement of In Vitro-to-In Vivo Extrapolation by Considering the “Albumin-Mediated” Hepatic Uptake Mechanism on the Basis of the “Facilitated-Dissociation Model”2018

    • Author(s)
      Kim Soo-Jin、Lee Kyeong-Ryoon、Miyauchi Seiji、Sugiyama Yuichi
    • Journal Title

      Drug Metabolism and Disposition

      Volume: 47 Issue: 2 Pages: 94-103

    • DOI

      10.1124/dmd.118.083733

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] Quantitative Prediction of the hepatic clearance using extended clearance concept with in vitro Transporter/enzyme Data2023

    • Author(s)
      Yuichi Sugiyama
    • Organizer
      7th Asia Pacific ISSX Meeting
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Coordination of Influx (SLC) and Efflux (ABC) Transporters in Controlling Pharmacological and Toxic Effects.2021

    • Author(s)
      Yuichi Sugiyama
    • Organizer
      GRC Connects: Multi-Drug Efflux Systems2021
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Quantitative integration of functional data for human ABC transporters: PET imaging, in vitro functional assays and proteomics.2021

    • Author(s)
      Yuichi Sugiyama
    • Organizer
      ABC2020 - 8th FEBS Special Meeting
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Use of Extended Clearance Concept and PBPK Modeling in New Drug Discovery and Development: Predicting Target Tissue Exposure from In Vitro to In Vivo.2021

    • Author(s)
      Yuichi Sugiyama
    • Organizer
      International Transporter Consortium (ITC) 4th Workshop
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Role of transporter sciences in new drug discovery and development.2021

    • Author(s)
      Yuichi Sugiyama
    • Organizer
      The 94th Annual Meeting of the Japanese Pharmacological Society
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Quantitative integration of functional data for human ABC transporters: PET imaging, in vitro functional assays and proteomics.2020

    • Author(s)
      Yuichi Sugiyama
    • Organizer
      ABC2020 - 8th FEBS Special Meeting on ABC Proteins From Multidrug Resistance to Genetic Diseases
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Prediction of the effects of transporter mediated drug-drug interaction and pharmacogenomics on pharmacokinetics (PK) /pharmacodynamics (PD) / toxicodynamics (TD).2019

    • Author(s)
      Yuichi Sugiyama
    • Organizer
      Beijing International Symposium on Drug Metabolism and Pharmacokinetics
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] PBPK analysis for the prediction of in vivo drug disposition involving enteric and hepatic drug metabolism, uptake and efflux.2019

    • Author(s)
      Yuichi Sugiyama
    • Organizer
      The 12th International ISSX Meeting
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Quantitative Prediction of the Hepatic Clearance and Complex Drug Interactions Using Extended Clearance Concept and Physiologically Based Pharmacokinetic Models With In Vitro Transporter/Enzyme Data.2019

    • Author(s)
      Yuichi Sugiyama
    • Organizer
      4th Annual Conference of the Society for the Study of Xenobiotics
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Role of Transporters in pharmacokinetics (PK)/ pharmacodynamics (PD)/ toxicodynamics (TD).2019

    • Author(s)
      Yuichi Sugiyama
    • Organizer
      The 4th Lingnan International DMPK Forum
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited

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Published: 2019-04-18   Modified: 2024-01-30  

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