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Creation of high-risk adverse event signals using data mining based on computational science

Research Project

Project/Area Number 19K20731
Research Category

Grant-in-Aid for Early-Career Scientists

Allocation TypeMulti-year Fund
Review Section Basic Section 90140:Medical technology assessment-related
Research InstitutionGifu Pharmaceutical University

Principal Investigator

Noguchi Yoshihiro  岐阜薬科大学, 薬学部, 講師 (80724608)

Project Period (FY) 2019-04-01 – 2023-03-31
Project Status Discontinued (Fiscal Year 2022)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2022: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2021: ¥390,000 (Direct Cost: ¥300,000、Indirect Cost: ¥90,000)
Fiscal Year 2020: ¥390,000 (Direct Cost: ¥300,000、Indirect Cost: ¥90,000)
Fiscal Year 2019: ¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Keywords計算科学 / データマイニング / 有害事象 / 医薬品相互作用 / シグナル / 頻度論的統計学 / 検出アルゴリズム / ベイズ流アプローチ / signal detection / drug-drug interaction
Outline of Research at the Start

ファーマコビジランスで用いられる主な手法として、大規模有害事象自発報告データベースから有害事象シグナルを数値化するリスク評価法がある。この有害事象シグナルを、よりエビデンスの高い情報とするためには、因果関係についての臨床疫学的検証や医薬品の化学構造やその作用点の薬理学的検証が重要であるが、いずれも検証結果が得られるまでに多くの時間や多額な費用を要する。
そこで、本研究では、それらの問題点を解消するために、有害事象シグナルについて計算化学に基づくデータマイニングの手法を活用した薬理学的検証を行い、よりエビデンスの高い有害事象シグナルを創出する。

Outline of Final Research Achievements

A comprehensive analysis using two different databases in Japan, the JADER and the JMDC Claims Database, showed that DPP-4 inhibitors, which are widely used in Japan, have a non-inferior risk of cardiovascular events compared to metformin, which is used as the first-line drug in the United States and Europe.
The signal detected in the spontaneous reporting database is the creation of a clinical hypothesis. I believe that this study has created an environment for validation using databases with higher levels of evidence in order to make the signals more evidence-based.

Academic Significance and Societal Importance of the Research Achievements

本研究では、臨床的仮説生成である「自発報告データベースにより検出されたシグナル」をよりエビデンスの高いものにするため検証する環境を構築できた。この研究成果により、よりエビデンスの高いシグナル創出が可能となった。

Report

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

    (23 results)

All 2022 2021 2020 2019

All Journal Article (13 results) (of which Peer Reviewed: 13 results,  Open Access: 6 results) Presentation (10 results) (of which Int'l Joint Research: 1 results)

  • [Journal Article] Differences in detected safety signals between benzodiazepines and non-benzodiazepine hypnotics: pharmacovigilance study using a spontaneous reporting system2021

    • Author(s)
      Toyoshima Manabu、Noguchi Yoshihiro、Otsubo Manami、Tachi Tomoya、Teramachi Hitomi
    • Journal Title

      International Journal of Medical Sciences

      Volume: 18 Issue: 5 Pages: 1130-1136

    • DOI

      10.7150/ijms.51658

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Verification of the “Upward Variation in the Reporting Odds Ratio Scores” to Detect the Signals of Drug?Drug Interactions2021

    • Author(s)
      Noguchi Yoshihiro、Yoshizawa Shunsuke、Aoyama Keisuke、Kubo Satoaki、Tachi Tomoya、Teramachi Hitomi
    • Journal Title

      Pharmaceutics

      Volume: 13 Issue: 10 Pages: 1531-1531

    • DOI

      10.3390/pharmaceutics13101531

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Detection algorithms and attentive points of safety signal using spontaneous reporting systems as a clinical data source2021

    • Author(s)
      Noguchi Yoshihiro、Tachi Tomoya、Teramachi Hitomi
    • Journal Title

      Briefings in Bioinformatics

      Volume: 22 Issue: 6

    • DOI

      10.1093/bib/bbab347

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Angioedema Caused by Drugs That Prevent the Degradation of Vasoactive Peptides: A Pharmacovigilance Database Study2021

    • Author(s)
      Noguchi Yoshihiro、Murayama Azusa、Esaki Hiroki、Sugioka Mayuko、Koyama Aisa、Tachi Tomoya、Teramachi Hitomi
    • Journal Title

      Journal of Clinical Medicine

      Volume: 10 Issue: 23 Pages: 5507-5507

    • DOI

      10.3390/jcm10235507

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] ナトリウム・グルコース共輸送体-2(SGLT2)阻害薬に関するリスク管理計画におけるリスク最小化活動の評価-国内自発報告データベースおよび実臨床データを用いた解析-2021

    • Author(s)
      林剛、舘知也、野口義紘、杉岡まゆ子、青山智、田中和秀、安田昌宏、後藤千寿、山田浩司、水井貴詞、寺町ひとみ
    • Journal Title

      医療薬学

      Volume: 47 Pages: 464-476

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Comparison of Signal Detection Algorithms Based on Frequency Statistical Model for Drug-Drug Interaction Using Spontaneous Reporting Systems2020

    • Author(s)
      Noguchi Yoshihiro、Tachi Tomoya、Teramachi Hitomi
    • Journal Title

      Pharmaceutical Research

      Volume: 37 Issue: 5 Pages: 86-86

    • DOI

      10.1007/s11095-020-02801-3

    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] Subset Analysis for Screening Drug?Drug Interaction Signal Using Pharmacovigilance Database2020

    • Author(s)
      Noguchi Yoshihiro、Tachi Tomoya、Teramachi Hitomi
    • Journal Title

      Pharmaceutics

      Volume: 12 Issue: 8 Pages: 762-762

    • DOI

      10.3390/pharmaceutics12080762

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Antiepileptic combination therapy with Stevens‐Johnson syndrome and toxic epidermal necrolysis: Analysis of a Japanese pharmacovigilance database2020

    • Author(s)
      Noguchi Yoshihiro、Takaoka Mirai、Hayashi Tsuyoshi、Tachi Tomoya、Teramachi Hitomi
    • Journal Title

      Epilepsia

      Volume: 61 Issue: 9 Pages: 1979-1989

    • DOI

      10.1111/epi.16626

    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] Improved Detection Criteria for Detecting Drug-Drug Interaction Signals Using the Proportional Reporting Ratio2020

    • Author(s)
      Noguchi Yoshihiro、Aoyama Keisuke、Kubo Satoaki、Tachi Tomoya、Teramachi Hitomi
    • Journal Title

      Pharmaceuticals

      Volume: 14 Issue: 1 Pages: 4-4

    • DOI

      10.3390/ph14010004

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Association between dipeptidyl peptidase-4 inhibitor and aspiration pneumonia: disproportionality analysis using the spontaneous reporting system in Japan.2020

    • Author(s)
      Noguchi Y, Esaki H, Murayama A, Sugioka M, Koyama A, Tachi T, Teramachi H.
    • Journal Title

      Eur J Clin Pharmacol.

      Volume: 76 Issue: 2 Pages: 299-304

    • DOI

      10.1007/s00228-019-02794-y

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Association between dipeptidyl peptidase-4 inhibitors and autoimmune disorders: Data mining of the spontaneous reporting system in Japan.2019

    • Author(s)
      Noguchi Y, Toda Y, Esaki H, Matsuyama T, Tachi T, Tsuchiya T, Teramachi H.
    • Journal Title

      Pharmazie

      Volume: 74 Pages: 305-309

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Signal detection of oral drug-induced dementia in chronic kidney disease patients using association rule mining and Bayesian confidence propagation neural network.2019

    • Author(s)
      Noguchi Y, Nagasawa H, Tachi T, Tsuchiya T, Teramachi H.
    • Journal Title

      Pharmazie

      Volume: 74 Pages: 570-574

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Review of Statistical Methodologies for Detecting Drug-Drug Interactions Using Spontaneous Reporting Systems.2019

    • Author(s)
      Noguchi Y, Tachi T, Teramachi H.
    • Journal Title

      Front Pharmacol.

      Volume: 10 Pages: 1319-1319

    • DOI

      10.3389/fphar.2019.01319

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] Safety Signal of Angioedema Caused by Drugs that Prevent the Degradation of Vasoactive Peptides; Substance P and Bradykinin.2022

    • Author(s)
      Noguchi Yoshihiro, Murayama Azusa, Esaki Hiroki, Sugioka Mayuko, Koyama Aisa, Tachi Tomoya, Teramachi Hitomi
    • Organizer
      The 21st Asian Conference on Clinical Pharmacy
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 抗てんかん薬の単剤および併用療法における重篤な皮膚障害のシグナル探索2021

    • Author(s)
      髙岡みらい, 野口義紘, 林剛, 舘知也, 寺町ひとみ
    • Organizer
      第23回日本医薬品情報学会総会・学術大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] ナトリウム・グルコース共輸送体-2阻害薬に関するリスク最小化活動の評価2021

    • Author(s)
      林剛,舘知也, 野口義紘, 杉岡まゆ子, 青山智, 田中和秀, 安田昌宏, 山田浩司, 水井貴詞, 寺町ひとみ
    • Organizer
      日本医療薬学会 第4回フレッシャーズ・カンファランス
    • Related Report
      2021 Annual Research Report
  • [Presentation] 医薬品相互作用に関する シグナル検出アルゴリズムとそのシグナル検出傾向についての調査2021

    • Author(s)
      林剛, 野口義紘, 髙岡みらい, 舘知也, 寺町ひとみ
    • Organizer
      数理システムアカデミックコンファレンス FY 2020
    • Related Report
      2020 Research-status Report
  • [Presentation] Proportional Reporting Ratioを用いた医薬品相互作用シグナルの検出基準の検討2021

    • Author(s)
      野口義紘, 青山京介, 久保賢晃, 舘知也, 寺町ひとみ
    • Organizer
      日本薬学会第141年会
    • Related Report
      2020 Research-status Report
  • [Presentation] 医薬品相互作用のシグナル検出のためのサブセット解析の問題点の改善とその検証2020

    • Author(s)
      野口義紘, 林剛, 髙岡みらい, 舘知也, 寺町ひとみ
    • Organizer
      第30回日本医療薬学会年会
    • Related Report
      2020 Research-status Report
  • [Presentation] 医療ビッグデータを用いた生体リズムと薬剤性有害事象との関連性についての研究2019

    • Author(s)
      野口義紘,戸田有美,松山卓矢,舘知也,寺町ひとみ
    • Organizer
      第22回日本医薬品情報学会総会・学術大会
    • Related Report
      2019 Research-status Report
  • [Presentation] 医薬品相互作用に関するシグナル検出アルゴリズムとそのシグナル検出傾向2019

    • Author(s)
      野口義紘,林剛,髙岡みらい,舘知也,寺町ひとみ
    • Organizer
      第5回次世代を担う若手のためのレギュラトリーサイエンスフォーラム
    • Related Report
      2019 Research-status Report
  • [Presentation] 医薬品相互作用のシグナル検出アルゴリズムの検出傾向の比較2019

    • Author(s)
      野口義紘,舘知也,寺町ひとみ
    • Organizer
      第29回日本医療薬学会年会
    • Related Report
      2019 Research-status Report
  • [Presentation] アソシエーション分析を活用した慢性腎臓病患者において認知機能に影響を与える薬剤のシグナルの検索2019

    • Author(s)
      長澤宏之,野口義紘,舘知也,寺町ひとみ
    • Organizer
      第29回日本医療薬学会年会
    • Related Report
      2019 Research-status Report

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

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