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Construction of a Synergy Effect Exploration Method and Its Application to Medical Information Databases

Planned Research

Project AreaSynergy pharmaceutical science: understanding and design of compound combination effects by integrating information, material, and life sciences
Project/Area Number 20H05798
Research Category

Grant-in-Aid for Transformative Research Areas (B)

Allocation TypeSingle-year Grants
Review Section Transformative Research Areas, Section (IV)
Research InstitutionOkayama University

Principal Investigator

Zamami Yoshito  岡山大学, 大学病院, 教授 (70550250)

Co-Investigator(Kenkyū-buntansha) 中馬 真幸  旭川医科大学, 大学病院, 准教授 (20819289)
石澤 有紀  徳島大学, 大学院医歯薬学研究部(医学域), 准教授 (40610192)
石澤 啓介  徳島大学, 大学院医歯薬学研究部(医学域), 教授 (60398013)
小山 敏広  岡山大学, 医歯薬学域, 准教授 (60595106)
谷岡 広樹  徳島大学, 情報センター, 講師 (90785106)
濱野 裕章  岡山大学, 大学病院, 講師 (10847289)
松本 准  岡山大学, 医歯薬学域, 助教 (60709012)
Project Period (FY) 2020-10-02 – 2023-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥41,600,000 (Direct Cost: ¥32,000,000、Indirect Cost: ¥9,600,000)
Fiscal Year 2022: ¥13,520,000 (Direct Cost: ¥10,400,000、Indirect Cost: ¥3,120,000)
Fiscal Year 2021: ¥13,520,000 (Direct Cost: ¥10,400,000、Indirect Cost: ¥3,120,000)
Fiscal Year 2020: ¥14,560,000 (Direct Cost: ¥11,200,000、Indirect Cost: ¥3,360,000)
Keywordsシナジー効果 / 医療情報データベース / データマイニング / シナジー創薬 / 医療データベース / データサイエンス / 薬剤シナジー効果 / 医療ビッグデータ / 既存承認薬 / ドラッグリポジショニング / 医薬品の組み合わせ
Outline of Research at the Start

従来の創薬戦略は、疾患に関わる特定の分子のみを標的として治療を目指すものであった。しかし、実際の疾患には多数の生体内分子が関与しているため、十分な薬効が得られない症例や医薬品の作用が減弱・消失してしまう薬剤耐性が問題となっている。この問題を解決する新たな創薬コンセプトとして、複数の医薬品を組み合わせることで疾患に関わる複数の生体内分子に対して網羅的に作用させる手法が考えられる。
そこで本研究では、様々な医療ビッグデータを用いた多層的データマイニングにより、”薬剤シナジー効果”を生み出す医薬品の組み合わせを新規に発見する手法を確立し、その有用性を実験的に検証する。

Outline of Final Research Achievements

Our research team in Synergistic Drug Discovery was committed to the development of data mining techniques utilizing medical big data. Centering on medical big data, we employed a range of big data with differing characteristics, such as bioinformatics and chemoinformatics, to identify combinations of drugs that exhibit a synergistic effect to enhance therapeutic outcomes. By combining multiple drugs to act on multiple molecules related to a disease within the body, we anticipated improvements in drug therapy's effectiveness and resistance suppression.

Academic Significance and Societal Importance of the Research Achievements

本研究から得られた知見に基づいて、ヒトにおいての有効性と安全性を明らかにするために多施設共同臨床試験を実施することも予定しており、最終的には、今まで十分に有効な治療法がなかった多様な疾患に対して、治療効果を増強する新しい薬物治療の開発を目指している。このようにデータマイニング技術を起点としたシナジー創薬研究は、患者の薬効や副作用に関する情報を統合することで、治療効果を最大化する薬剤の組み合わせを予測し、より効率的な薬物治療を提供することが期待される。さらに、このようなデータマイニング技術は、他の医療関連分野にも応用される可能性がある。

Report

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

    (27 results)

All 2023 2022 2021 2020

All Journal Article (17 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 17 results,  Open Access: 15 results) Presentation (10 results) (of which Int'l Joint Research: 1 results,  Invited: 1 results)

  • [Journal Article] Proton Pump Inhibitors and Rhabdomyolysis: Analysis of Two Different Cross-Sectional Databases2023

    • Author(s)
      Mitsuboshi Satoru、Hamano Hirofumi、Kuniki Yurika、Niimura Takahiro、Chuma Masayuki、Ushio Soichiro、Lin Tsung-Jen、Matsumoto Jun、Takeda Tatsuaki、Kajizono Makoto、Zamami Yoshito、Ishizawa Keisuke
    • Journal Title

      Annals of Pharmacotherapy

      Volume: - Issue: 11 Pages: 1255-1263

    • DOI

      10.1177/10600280231156270

    • Related Report
      2022 Annual Research Report 2021 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Cardiovascular Toxicities Associated with Anaplastic Lymphoma Kinase Inhibitors: A Disproportionality Analysis of the WHO Pharmacovigilance Database (VigiBase)2023

    • Author(s)
      Niimura Takahiro、Miyata Koji、Hamano Hirofumi、Nounin Yuuki、Unten Hiroto、Yoshino Masaki、Mitsuboshi Satoru、Aizawa Fuka、Yagi Kenta、Koyama Toshihiro、Goda Mitsuhiro、Kanda Yasunari、Izawa-Ishizawa Yuki、Zamami Yoshito、Ishizawa Keisuke
    • Journal Title

      Drug Safety

      Volume: - Issue: 6 Pages: 545-552

    • DOI

      10.1007/s40264-023-01300-9

    • Related Report
      2022 Annual Research Report 2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Effects of vonoprazan and proton pump inhibitors on the efficacy of bevacizumab: a multicentre retrospective study2023

    • Author(s)
      Yagi Kenta、Maruo Akinori、Ishida Shunsuke、Aizawa Fuka、Ushio Soichiro、Sakaguchi Satoshi、Kajizono Makoto、Niimura Takahiro、Goda Mitsuhiro、Hamano Hirofumi、Izawa-Ishizawa Yuki、Zamami Yoshito、Ishizawa Keisuke
    • Journal Title

      Clinical and Experimental Medicine

      Volume: - Issue: 6 Pages: 2799-2804

    • DOI

      10.1007/s10238-023-01008-1

    • Related Report
      2022 Annual Research Report 2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Differential effects of proton pump inhibitors and vonoprazan on vascular endothelial growth factor expression in cancer cells.2023

    • Author(s)
      Rie Ando-Matsuoka, Kenta Yagi, Mayu Takaoka, Yuko Sakajiri, Tomokazu Shibata, Ryusuke Sawada, Akinori Maruo, Koji Miyata, Fuka Aizawa, Hirofumi Hamano, Takahiro Niimura, Yuki Izawa-Ishizawa, Mitsuhiro Goda, Satoshi Sakaguchi, Yoshito Zamami, Yoshihiro Yamanishi, Keisuke Ishizawa.
    • Journal Title

      Drug Development Research

      Volume: 84 Issue: 1 Pages: 75-83

    • DOI

      10.1002/ddr.22013

    • Related Report
      2022 Annual Research Report 2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Adverse Events of Axitinib plus Pembrolizumab Versus Lenvatinib plus Pembrolizumab: A Pharmacovigilance Study in Food and Drug Administration Adverse Event Reporting System2023

    • Author(s)
      Matsumoto Jun、Iwata Naohiro、Watari Shogo、Ushio Soichiro、Shiromizu Shoya、Takeda Tatsuaki、Hamano Hirofumi、Kajizono Makoto、Araki Motoo、Nasu Yasutomo、Ariyoshi Noritaka、Zamami Yoshito
    • Journal Title

      European Urology Focus

      Volume: 9 Issue: 1 Pages: 141-144

    • DOI

      10.1016/j.euf.2022.07.003

    • Related Report
      2022 Annual Research Report 2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Renin-Angiotensin-Aldosterone System Inhibitors Prevent the Onset of Oxaliplatin-Induced Peripheral Neuropathy: A Retrospective Multicenter Study and <i>in Vitro</i> Evaluation2022

    • Author(s)
      Uchida Mami、Ushio Soichiro、Niimura Takahiro、Takechi Kenshi、Kawazoe Hitoshi、Hidaka Noriaki、Tanaka Akihiro、Araki Hiroaki、Zamami Yoshito、Ishizawa Keisuke、Kitamura Yoshihisa、Sendou Toshiaki、Kawasaki Hiromu、Namba Hiroyuki、Shibata Kazuhiko、Tanaka Mamoru、Takatori Shingo
    • Journal Title

      Biological and Pharmaceutical Bulletin

      Volume: 45 Issue: 2 Pages: 226-234

    • DOI

      10.1248/bpb.b21-00852

    • NAID

      130008150273

    • ISSN
      0918-6158, 1347-5215
    • Year and Date
      2022-02-01
    • Related Report
      2022 Annual Research Report 2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Non‐recovery of vancomycin‐associated nephrotoxicity is related to worsening survival outcomes: Combined retrospective analyses of two real‐world databases2022

    • Author(s)
      Chuma M、Hamano H、Bando T、Kondo M、Okada N、Izumi Y、Ishida S、Yoshioka T、Asada M、Niimura T、Zamami Y、Takechi K、Goda M、Miyata K、Yagi K、Kasamo S、Izawa‐Ishizawa Y、Azuma M、Yanagawa H、Tasaki Y、Ishizawa K
    • Journal Title

      Basic & Clinical Pharmacology & Toxicology

      Volume: 131 Issue: 6 Pages: 525-535

    • DOI

      10.1111/bcpt.13799

    • Related Report
      2022 Annual Research Report 2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Evaluation of the potential complication of interstitial lung disease associated with antifibrotic drugs using data from databases reporting spontaneous adverse effects.2022

    • Author(s)
      Hideki Nawa, Hirofumi Hamano, Takahiro Niimura, Koji Miyata, Kenta Yagi, Mitsuhiro Goda, Yoshito Zamami, Keisuke Ishizawa.
    • Journal Title

      Clinical and Translational Science

      Volume: 15 Issue: 12 Pages: 2982-2988

    • DOI

      10.1111/cts.13419

    • Related Report
      2022 Annual Research Report 2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Investigation of drugs for the prevention of doxorubicin-induced cardiac events using big data analysis2022

    • Author(s)
      Nishiuchi S、Yagi K、Saito H、Zamami Y、Niimura T、Miyata K、Sakamoto Y、Fukunaga K、Ishida S、Hamano H、Aizawa F、Goda M、Chuma M、Izawa-Ishizawa Y、Nawa H、Yanagawa H、Kanda Y、Ishizawa K
    • Journal Title

      European Journal of Pharmacology

      Volume: 928 Pages: 175083-175083

    • DOI

      10.1016/j.ejphar.2022.175083

    • Related Report
      2022 Annual Research Report 2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Identification of prophylactic drugs for oxaliplatin-induced peripheral neuropathy using big data.2022

    • Author(s)
      Zamami Y, Niimura T, Kawashiri T, Goda M, Naito Y, Fukushima K, Ushio S, Aizawa F, Hamano H, Okada N, Yagi K, Miyata K, Takechi K, Chuma M, Koyama T, Kobayashi D, Shimazoe T, Fujino H, Izawa-Ishizawa Y, Ishizawa K.
    • Journal Title

      Biomed Pharmacother.

      Volume: 148 Pages: 112744-112744

    • DOI

      10.1016/j.biopha.2022.112744

    • Related Report
      2022 Annual Research Report 2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Characterization of Immune Checkpoint Inhibitor?Induced Myasthenia Gravis Using the US Food and Drug Administration Adverse Event Reporting System2022

    • Author(s)
      Niimura Takahiro, Zamami Yoshito, Miyata Koji, Mikami Takahisa, Asada Mizuho, Fukushima Keijo, Yoshino Masaki, Mitsuboshi Satoru, Okada Naoto, et al.
    • Journal Title

      The Journal of Clinical Pharmacology

      Volume: 63 Issue: 4 Pages: 473-479

    • DOI

      10.1002/jcph.2187

    • Related Report
      2022 Annual Research Report 2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Drug-Repositioning Approaches Based on Medical and Life Science Databases.2021

    • Author(s)
      Zamami Y, Hamano H, Niimura T, Aizawa F, Yagi K, Goda M, Izawa-Ishizawa Y, Ishizawa K.
    • Journal Title

      Front Pharmacol.

      Volume: 12 Pages: 752174-752174

    • DOI

      10.3389/fphar.2021.752174

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Advanced Life Support vs. Basic Life Support for Patients With Trauma in Prehospital Settings: A Systematic Review and Meta-Analysis2021

    • Author(s)
      Kondo Yutaka、Fukuda Tatsuma、Uchimido Ryo、Kashiura Masahiro、Kato Soichiro、Sekiguchi Hiroshi、Zamami Yoshito、Hifumi Toru、Hayashida Kei
    • Journal Title

      Frontiers in Medicine

      Volume: 8

    • DOI

      10.3389/fmed.2021.660367

    • NAID

      120007168808

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Effects of 5‐HT? receptor antagonists on cisplatin‐induced kidney injury2021

    • Author(s)
      Goda Mitsuhiro、Kanda Masaya、Yoshioka Toshihiko、Yoshida Ami、Murai Yoichi、Zamami Yoshito、Aizawa Fuka、Niimura Takahiro、Hamano Hirofumi、Okada Naoto、Yagi Kenta、Chuma Masayuki、Izawa‐Ishizawa Yuki、Ishizawa Keisuke
    • Journal Title

      Clinical and Translational Science

      Volume: - Issue: 5 Pages: 1906-1916

    • DOI

      10.1111/cts.13045

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Examination of the antiepileptic effects of valacyclovir using kindling mice― search for novel antiepileptic agents by drug repositioning using a large medical information database2021

    • Author(s)
      Takahashi Shimon、Takechi Kenshi、Jozukuri Natsumi、Niimura Takahiro、Chuma Masayuki、Goda Mitsuhiro、Zamami Yoshito、Izawa-Ishizawa Yuki、Imanishi Masaki、Horinouchi Yuya、Ikeda Yasumasa、Tsuchiya Koichiro、Yanagawa Hiroaki、Ishizawa Keisuke
    • Journal Title

      European Journal of Pharmacology

      Volume: 902 Pages: 174099-174099

    • DOI

      10.1016/j.ejphar.2021.174099

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Diphenhydramine may be a preventive medicine against cisplatin-induced kidney toxicity2021

    • Author(s)
      Hamano H, Ikeda Y, Goda M, Fukushima K, Kishi S, Chuma M, Yamashita M, Niimura T, Takechi K, Imanishi M, Zamami Y, Horinouchi Y, Izawa-Ishizawa Y, Miyamoto L, Ishizawa K, Fujino H, Tamaki T, Aihara KI,
    • Journal Title

      Kidney International

      Volume: 99 Issue: 4 Pages: 885-899

    • DOI

      10.1016/j.kint.2020.10.041

    • NAID

      120007175668

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Investigation of drugs affecting hypertension in bevacizumab‐treated patients and examination of the impact on the therapeutic effect2020

    • Author(s)
      Yagi Kenta、Mitstui Marin、Zamami Yoshito、Niimura Takahiro、Izawa‐Ishizawa Yuki、Goda Mitsuhiro、Chuma Masayuki、Fukunaga Kimiko、Shibata Takahiro、Ishida Shunsuke、Sakurada Takumi、Okada Naoto、Hamano Hirofumi、Horinouchi Yuya、Ikeda Yasumasa、Yanagawa Hiroaki、Ishizawa Keisuke
    • Journal Title

      Cancer Medicine

      Volume: 10 Issue: 1 Pages: 164-172

    • DOI

      10.1002/cam4.3587

    • NAID

      120007147667

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] ビッグデータ・DXを活用した臨床業務・研究・教育の実践と地域貢献への展望~多様な人財と繋がって~2023

    • Author(s)
      座間味義人
    • Organizer
      第31回日本医学会総会
    • Related Report
      2022 Annual Research Report 2021 Annual Research Report
  • [Presentation] 大規模医療情報データベースを用いた薬剤性心毒性の予防法の開発2023

    • Author(s)
      座間味義人
    • Organizer
      日本薬学会 第143年会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 大規模医療情報データベースを用いた薬剤性心毒性の予防法の開発2023

    • Author(s)
      座間味 義人
    • Organizer
      日本薬学会 第143年会
    • Related Report
      2021 Annual Research Report
  • [Presentation] データサイエンスで切り拓くエビデンス創出のための臨床薬理学研究2022

    • Author(s)
      座間味義人
    • Organizer
      第43回日本臨床薬理学会学術総会
    • Related Report
      2022 Annual Research Report 2021 Annual Research Report
  • [Presentation] 臨床薬理学集中講座受講者による臨床薬理共同研究推進体制の構築に向けた取り組み2022

    • Author(s)
      座間味義人
    • Organizer
      第43回日本臨床薬理学会学術総会
    • Related Report
      2022 Annual Research Report 2021 Annual Research Report
  • [Presentation] Bridge research between clinical pharmacology and basic pharmacology using medical bigdata based data science2022

    • Author(s)
      座間味義人
    • Organizer
      第43回日本臨床薬理学会学術総会
    • Related Report
      2022 Annual Research Report 2021 Annual Research Report
  • [Presentation] Development of preventive methods for drug-related side effects based on digital analysis technology using a large-scale medical information databas2022

    • Author(s)
      Yoshito Zamami
    • Organizer
      37th JSSX Annual Meeting
    • Related Report
      2022 Annual Research Report 2021 Annual Research Report
  • [Presentation] リアルワールドデータを活用したドラッグリポジショニング研究2021

    • Author(s)
      座間味 義人
    • Organizer
      第31回日本医療薬学会年会シンポジウム40
    • Related Report
      2020 Annual Research Report
  • [Presentation] 医療ビッグデータ解析に基づく相乗効果が期待される薬剤組み合わせの探索2021

    • Author(s)
      座間味 義人
    • Organizer
      第10回生命医薬情報学連合大会 企画セッション
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] Elucidation of risk factors of immune checkpoint inhibitor-induced fatal adverse events by using large-scale medical information.2020

    • Author(s)
      Yoshito Zamami
    • Organizer
      AMIA2020 Virtual Annual Symposium
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research

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Published: 2020-10-30   Modified: 2024-01-30  

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