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Research on randomization methods and comparative methods of screening tests in small clinical trials

Research Project

Project/Area Number 18K17325
Research Category

Grant-in-Aid for Early-Career Scientists

Allocation TypeMulti-year Fund
Review Section Basic Section 58010:Medical management and medical sociology-related
Research InstitutionHyogo Medical University (2021-2022)
Osaka City University (2018-2020)

Principal Investigator

Takahashi Kanae  兵庫医科大学, 医学部, 助教 (80726761)

Project Period (FY) 2018-04-01 – 2023-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Fiscal Year 2020: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2019: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2018: ¥390,000 (Direct Cost: ¥300,000、Indirect Cost: ¥90,000)
Keywordsランダム化 / 陽性的中率 / 陰性的中率 / ランダム割付 / 小規模臨床試験
Outline of Final Research Achievements

The purpose of this study was to propose guidance for the selection of randomization methods and an to propose analysis methods for comparison of the performance of screening tests in small-size clinical trials. Regarding the choice of randomization method, we showed that randomization methods that consider prognostic factors perform better in small clinical trials, and that there is little difference in performance among randomization methods that take prognostic factors into account. For analysis methods to compare the performance of screening tests, we developed exact tests and non-inferiority tests for positive and negative predictive values, as well as a simultaneous test procedure to demonstrate the superiority of either positive or negative predictive value, the non-inferiority of the other.

Academic Significance and Societal Importance of the Research Achievements

小規模臨床試験に対しては,単純なランダム化では群間で偏りが生じる可能性が高いため,動的割り付けなど複雑な手法が選択される傾向にある.小規模臨床試験に着目してアウトカムの尺度別に割付手法の比較を行った本研究の成果は,小規模臨床試験における割付方法の選択の一助になると考えられる.また,スクリーニング検査法の解析手法に関しては,陽性的中率および陰性的中率の検定手法として,小規模臨床試験にも適用可能な正確検定のほかに,非劣性検定や同時検定手順についても開発した.これらの検定手法は,小規模臨床試験を含め,今後の陽性的中率および陰性的中率に関する研究に役立つと考えられる.

Report

(6 results)
  • 2022 Annual Research Report   Final Research Report ( PDF )
  • 2021 Research-status Report
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (14 results)

All 2022 2021 2020 2019 2018 Other

All Int'l Joint Research (1 results) Journal Article (4 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 4 results,  Open Access: 3 results) Presentation (9 results) (of which Int'l Joint Research: 8 results)

  • [Int'l Joint Research] Vanderbilt University Medical Center(米国)

    • Related Report
      2021 Research-status Report
  • [Journal Article] Confidence interval for micro-averaged F <sub>1</sub> and macro-averaged F <sub>1</sub> scores2021

    • Author(s)
      Takahashi Kanae、Yamamoto Kouji、Kuchiba Aya、Koyama Tatsuki
    • Journal Title

      Applied Intelligence

      Volume: 52 Issue: 5 Pages: 4961

    • DOI

      10.1007/s10489-021-02635-5

    • URL

      https://localhost/en/publications/429bf412-ad04-4c54-b67d-3c8552a91357

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] An exact test for comparing two predictive values in small‐size clinical trials2020

    • Author(s)
      Takahashi, K. and Yamamoto, K.
    • Journal Title

      Pharmaceutical Statistics

      Volume: 19 Issue: 1 Pages: 31-43

    • DOI

      10.1002/pst.1968

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] A non-inferiority test and sample size determination for comparing two predictive values of diagnostic tests2020

    • Author(s)
      Takahashi, K. and Yamamoto, K.
    • Journal Title

      Communications in Statistics: Case Studies, Data Analysis and Applications

      Volume: 6 Issue: 2 Pages: 109-122

    • DOI

      10.1080/23737484.2020.1719559

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] THE PERFORMANCE OF RANDOMIZATION METHODS IN CONSIDERATION OF PROGNOSTIC FACTORS FOR SMALL-SIZE CLINICAL TRIALS: A SIMULATION STUDY2018

    • Author(s)
      Takahashi Kanae, Yamamoto Kouji
    • Journal Title

      Journal of the Japanese Society of Computational Statistics

      Volume: 30 Issue: 2 Pages: 65-74

    • DOI

      10.5183/jjscs.1707001_236

    • NAID

      130007386272

    • ISSN
      0915-2350, 1881-1337
    • Year and Date
      2018-04-20
    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] Confidence interval for recall and precision of multi-class classification2022

    • Author(s)
      Takahashi Kanae, Yamamoto Kouji
    • Organizer
      24th International Conference on Computational Statistics
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A performance evaluation of randomization methods in small-size clinical trials with binary or survival outcomes2022

    • Author(s)
      Takahashi Kanae, Yamamoto Kouji
    • Organizer
      15th International Conference of the ERCIM WG on Computational and Methodological Statistics
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Combined Superiority and Non-Inferiority Procedure for Comparing Predictive Values of Two Diagnostic Tests2022

    • Author(s)
      Takahashi Kanae, Yamamoto Kouji
    • Organizer
      ENAR 2022 Spring Meeting
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] A one-sided testing procedure for comparing predictive values of two diagnostic tests simultaneously2021

    • Author(s)
      Takahashi Kanae, Yamamoto Kouji
    • Organizer
      14th International Conference of the ERCIM WG on Computational and Methodological Statistics (CMStatistics 2021)
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Statistical Inferences for F1-scores in Multi-Class Classification Problems2020

    • Author(s)
      Yamamoto K, Takahashi K, Kuchiba A, Koyama T
    • Organizer
      ENAR 2020 Spring Meeting
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Comparing two predictive values of diagnostic tests using area under the curve of predictive values2019

    • Author(s)
      Kanae Takahashi, Kouji Yamamoto
    • Organizer
      2019 WNAR/IMS/JR Annual Meeting
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] 多値分類問題におけるF1 score の信頼区間の提案2019

    • Author(s)
      高橋佳苗、口羽文、山本紘司
    • Organizer
      2019年度統計関連連合大会
    • Related Report
      2019 Research-status Report
  • [Presentation] A non-inferiority test for comparing two predictive values of diagnostic tests2019

    • Author(s)
      Kanae Takahashi, Kouji Yamamoto
    • Organizer
      ENAR 2019 Spring Meeting
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Sample size determination for non-inferiority testing for comparing predictive values in paired designs2019

    • Author(s)
      Kanae Takahashi, Kouji Yamamoto
    • Organizer
      40th Annual Conference of the International Society for Clinical Biostatistics
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research

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Published: 2018-04-23   Modified: 2024-01-30  

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