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Various extensions of the isotonic regression problems and its applications

Research Project

Project/Area Number 14580351
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Statistical science
Research InstitutionMeisei University

Principal Investigator

HIROTSU Chihiro  Meisei University, Science and Technology, Professor, 理工学部, 教授 (60016730)

Project Period (FY) 2002 – 2005
Project Status Completed (Fiscal Year 2005)
Budget Amount *help
¥3,600,000 (Direct Cost: ¥3,600,000)
Fiscal Year 2005: ¥800,000 (Direct Cost: ¥800,000)
Fiscal Year 2004: ¥900,000 (Direct Cost: ¥900,000)
Fiscal Year 2003: ¥900,000 (Direct Cost: ¥900,000)
Fiscal Year 2002: ¥1,000,000 (Direct Cost: ¥1,000,000)
KeywordsComparative clinical study / Dose - response analysis / Life science and statistical science / Non-inferiority test / Multiple decision processes / Superiority test / 凹凸パターン / 拡張max t検定 / 血圧24時間値 / 最適実験計画 / max min検定 / プロファイル解析 / クラスタリングアルゴリズム / 血圧日内リズム / 交互作用多重比較 / 凸性仮説 / 単調仮説 / 変化点問題 / 用量・反応解析
Research Abstract

1.A unifying approach to non-inferiority, equivalence and superiority tests via multiple decision processes
In the comparative clinical study of a new drug against an active control the simultaneous testing of the non-inferiority hypothesis and the superiority hypothesis has been of great interest. In Japan the significance level of these two tests was set commonly at α=0.05 but the α for the non-inferiority hypothesis has been altered to 0.025 by the International Guideline introduced in 1999. It naturally gives a very big impact on the Japanese practice of clinical trial since according to the International Guideline approximately 1.3 times the sample size is required as compared with the old Japanese practice for proving the non-inferiority of a test drug which is truly equivalent to the control. This is indeed a very serious problem to be discussed carefully, see also Hirotsu and Hothorn (2003). In this research we succeeded in unifying the old Japanese Guideline and the International Guideline by applying the partitioning principle of the parameter space. This method is particularly attractive changing the strength of the evidence of relative efficacy of the test drug against a control according to the achievement of the clinical trial. It includes the decisions 1. weak non-inferiority, 2. strong non-inferiority, 3. at least equivalence, and 4. superiority. The weak non-inferiority corresponds to the Japanese practice and the strong non-inferiority to the International Guideline. Yet another approach has also been proposed taking the advantages of both of the Japanese and International practices.
2.Dose - response analysis
In the dose-response analysis a new approach of estimating the dose - response patterns is proposed replacing the classical estimation of dose-response function. This idea is very useful in the phase 2 clinical trial whose purpose is to decide the recommended dose for the clinical treatment.

Report

(5 results)
  • 2005 Annual Research Report   Final Research Report Summary
  • 2004 Annual Research Report
  • 2003 Annual Research Report
  • 2002 Annual Research Report
  • Research Products

    (10 results)

All 2006 2005 2004 2003 Other

All Journal Article (4 results) Book (1 results) Publications (5 results)

  • [Journal Article] A unifing approach to non-inferiority, equivale and superiority tests via multiple decision processes.2006

    • Author(s)
      Hirotsu, C.
    • Journal Title

      Journal of the Japan Statistical Society (to appear)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Discussion oOn the roles of statistics in the life sciences2005

    • Author(s)
      Chihiro Hirotsu
    • Journal Title

      International Statistical Review 73・2

      Pages: 255-258

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Annual Research Report 2005 Final Research Report Summary
  • [Journal Article] Discussion on the roles of statistics in the life sciences2005

    • Author(s)
      Hirotsu, C.
    • Journal Title

      International Statistical Review 73

      Pages: 255-258

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] Impact of the ICH E9 Guideline : Statistical principles for clinical trials on the conduct of clinical trials in Japan.2003

    • Author(s)
      Hirotsu, C., Hothorn, L.
    • Journal Title

      Drug Information Journal 37

      Pages: 381-395

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Book] 医学・薬学データの統計解析2004

    • Author(s)
      広津千尋
    • Total Pages
      280
    • Publisher
      東京大学出版会
    • Related Report
      2004 Annual Research Report
  • [Publications] Chihiro Hirotsu, Ludwig Hothorn: "Impact of ICH E9 Guideline Statistical Principles for Clinical Trials on the conduct of clinical trials in Japan"Drug Information Journal. 37. 381-395 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Chihiro Hirotsu, Eri Ohta, Nobuyoshi Hirose, Kenichiro Shimizu: "Profile Analysis of 24 Hours Measurements of Blood Pressure"Biometrics. 59・4. 907-915 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 竹内 啓, 広津千尋, 公文雅之, 甘利俊一: "統計学の基礎II"岩波書店. 233 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Chihiro Hirotsu, Kohei Marumo: "Changepoint Analysis as a Method for Isotonic Inference"Scandinavian Journal of Statistics. 29. 125-138 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Chihiro Hirotsu: "On an Optimal Design for an Isotonic Inference"Journal of Statistical Planning and Inference. 106. 205-213 (2002)

    • Related Report
      2002 Annual Research Report

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Published: 2002-04-01   Modified: 2016-04-21  

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