• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Semiparametric statistical theory and inference methods for efficient clinical studies

Research Project

Project/Area Number 15K15954
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Statistical science
Research InstitutionThe Institute of Statistical Mathematics

Principal Investigator

Noma Hisashi  統計数理研究所, データ科学研究系, 准教授 (70633486)

Project Period (FY) 2015-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2018: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2017: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2016: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2015: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Keywordsセミパラメトリック統計理論 / 臨床研究 / 臨床試験 / メタアナリシス / ネットワークメタアナリシス / 不完全データ / 漸近有効性 / Precision Medicine / 臨床試験データ共有 / IPDメタアナリシス / セミパラメトリック解析 / 新世代抗うつ薬 / 治療効果予測因子 / エビデンス統合 / 多変量メタアナリシス / 精密医療 / 高次漸近理論 / マルチレベルモデル / Inconsistency / 複合尤度法 / Rare Variants / 分子疫学 / Mantel-Haenszel法 / 疫学研究 / セミパラメトリック理論 / 推定方程式
Outline of Final Research Achievements

In clinical and epidemiological studies, improvements of statistical precision and powers are relevant problems that can influence the feasibility for these studies. In addition, in recent advanced medical studies, large-scale genome and omics data are also measured. In evidence synthesis for these studies, the statistical problems are also important. To assure scientific validity and to improve efficiency of these studies, improved statistical methods are required. We developed several effective statistical methods to address these issues.

Academic Significance and Societal Importance of the Research Achievements

本研究において開発した統計手法は、臨床研究・臨床試験や、それらのエビデンス統合解析(メタアナリシスなどの手法)、大規模ゲノム・オミックス研究に、有効に活用することができ、また、いくつかの実証的評価も行っている。近年、社会の高齢化による医療費の高騰なども大きな問題になっているが、医療技術評価におけるComparative Effective Researchなどにも、意義の大きな成果を得ることができている。

Report

(5 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Research-status Report
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (31 results)

All 2019 2018 2017 2016 2015 Other

All Int'l Joint Research (5 results) Journal Article (8 results) (of which Int'l Joint Research: 4 results,  Peer Reviewed: 8 results,  Open Access: 3 results,  Acknowledgement Compliant: 2 results) Presentation (18 results) (of which Int'l Joint Research: 11 results,  Invited: 8 results)

  • [Int'l Joint Research] University of Oxford(英国)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] Technische Universitat Munchen(ドイツ)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] University of Haifa(イスラエル)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] Oxford University(英国)

    • Related Report
      2016 Research-status Report
  • [Int'l Joint Research] Oxford University(英国)

    • Related Report
      2015 Research-status Report
  • [Journal Article] Efficient two-step multivariate random effects meta-analysis of individual participant data for longitudinal clinical trials using mixed effects models2019

    • Author(s)
      Noma, H., Maruo, K., Gosho, M., Levine, S. Z., Goldberg, Y., Leucht, S., Furukawa, T. A.
    • Journal Title

      BMC Medical Research Methodology

      Volume: 19 Issue: 1 Pages: 33-33

    • DOI

      10.1186/s12874-019-0676-1

    • NAID

      120007127948

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Exploratory analyses of effect modifiers in the antidepressant treatment of major depression: Individual-participant data meta-analysis of 2803 participants in seven placebo-controlled randomized trials2019

    • Author(s)
      Noma, H., Furukawa, T. A., Maruo, K., Imai, H., Shinohara, K., Tanaka, S., Ikeda, K., Yamawaki, S., Cipriani, A.
    • Journal Title

      Journal of Affective Disorders

      Volume: 250 Pages: 419-424

    • DOI

      10.1016/j.jad.2019.03.031

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Bartlett-type corrections and bootstrap adjustments of likelihood-based inference methods for network meta-analysis2018

    • Author(s)
      Noma, H., Nagashima, K., Maruo, K., Gosho, M., Furukawa, T. A.
    • Journal Title

      Statistics in Medicine

      Volume: 37 Issue: 7 Pages: 1178-1190

    • DOI

      10.1002/sim.7578

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Re-assessment of multiple testing strategies for more efficient genome-wide association studies2018

    • Author(s)
      Otani, T., Noma, H., Nishino, J., Matsui, S.
    • Journal Title

      European Journal of Human Genetics

      Volume: 26 Issue: 7 Pages: 1038-1048

    • DOI

      10.1038/s41431-018-0125-3

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Quantifying indirect evidence in network meta-analysis.2017

    • Author(s)
      Noma, H., Tanaka, S., Matsui, S., Cipriani, A., Furukawa, T. A.
    • Journal Title

      Statistics in Medicine

      Volume: 36 Issue: 6 Pages: 917-927

    • DOI

      10.1002/sim.7187

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] An efficient and flexible test for rare variant effects2017

    • Author(s)
      Sugasawa, S., Noma, H., Otani, T., Nishino, J. and Matsui, S.
    • Journal Title

      European Journal of Human Genetics

      Volume: 印刷中 Issue: 6 Pages: 19-35

    • DOI

      10.1038/ejhg.2017.43

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] A note on the Mantel-Haenszel estimators when the common effect assumptions are violated.2016

    • Author(s)
      Noma, H. and Nagashima, K.
    • Journal Title

      Epidemiologic Methods

      Volume: Accepted Issue: 1 Pages: 19-35

    • DOI

      10.1515/em-2015-0004

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] A note on the Mantel-Haenszel estimators when the common effect assumptions are violated2016

    • Author(s)
      Noma, H. and Nagashima, K.
    • Journal Title

      Epidemiologic Methods

      Volume: -

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] ネットワークメタ・アナリシスによるComparative Effectiveness Research2018

    • Author(s)
      野間久史
    • Organizer
      医学統計研究会 特定主題シンポジウム「臨床評価におけるデータの蓄積とその活用:臨床試験を越えて」
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 変量効果モデルによるメタアナリシスの予測区間2018

    • Author(s)
      長島健悟,野間久史
    • Organizer
      2018年度統計関連学会連合大会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 大規模ゲノムワイド関連研究における遺伝-環境要因交互作用の検出のための包括最強力検定2018

    • Author(s)
      野間久史
    • Organizer
      第59回大分統計談話会大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] An improved inference method for multivariate meta-analysis and meta-regression2018

    • Author(s)
      Noma, H.
    • Organizer
      2018 Joint Statistical Meeting
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Bartlett correction for multivariate meta-analysis and meta-regression2018

    • Author(s)
      Noma, H.
    • Organizer
      Joint International Society for Clinical Biostatistics and Australian Statistical Conference
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 先端医学研究の発展を担うデータサイエンス2018

    • Author(s)
      野間久史
    • Organizer
      第12回日本統計学会春季集会
    • Related Report
      2017 Research-status Report
    • Invited
  • [Presentation] ネットワークメタアナリシスによるComparative Effectiveness Researchと高次漸近理論に基づく推測手法2018

    • Author(s)
      野間久史
    • Organizer
      統計数理研究所リスク解析戦略研究センター第9回生物統計ネットワークシンポジウム
    • Related Report
      2017 Research-status Report
  • [Presentation] Bartlett-type corrections and bootstrap adjustments of likelihood-based inference methods for network meta-analysis2017

    • Author(s)
      Noma, H., Nagashima, K., Maruo, K., Gosho, M., Furukawa, T. A
    • Organizer
      CEN-ISBS Vienna 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Bartlett correction for multivariate random effects models in network meta-analysis2017

    • Author(s)
      Noma, H.
    • Organizer
      2017 ASA Biopharmaceutical Section Regulatory-Industry Statistics Workshop
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Quantifying indirect evidence in network meta-analysis2017

    • Author(s)
      野間久史
    • Organizer
      2017年度統計関連学会連合大会
    • Related Report
      2017 Research-status Report
    • Invited
  • [Presentation] 多重代入法におけるロバストな推測方法2016

    • Author(s)
      野間久史
    • Organizer
      2016年度統計関連学会連合大会
    • Place of Presentation
      金沢大学
    • Year and Date
      2016-09-04
    • Related Report
      2016 Research-status Report
  • [Presentation] A generalized Akaike’s information criterion for multiple imputation2016

    • Author(s)
      Noma, H., Gosho, M.
    • Organizer
      XXVIIIth International Biometric Conference
    • Place of Presentation
      Victoria Convention Center
    • Year and Date
      2016-07-10
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Asymptotic behaviors of the Mantel-Haenszel estimators and their robust variance estimators when the common effect assumptions are violated2016

    • Author(s)
      Noma, H., Nagashima, K.
    • Organizer
      Eastern North American Region International Biometric Society 2016 Spring Meeting
    • Place of Presentation
      JW Marriott Austin
    • Year and Date
      2016-03-06
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Quantifying indirect evidence in network meta-analysis2015

    • Author(s)
      Noma, H., Tanaka, S., Matsui, S., Cipriani, A., Furukawa, T. A.
    • Organizer
      East Asia Regional Biometric Conference 2015
    • Place of Presentation
      Kyushu University
    • Year and Date
      2015-12-20
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Quantifying indirect evidence in network meta-analysis via composite likelihood methods: Evaluation of inconsistency and contribution rates of direct and indirect evidence2015

    • Author(s)
      Noma, H.
    • Organizer
      Joint Statistical Meeting Japan 2015, CSA-KSS-JSS Joint International Session
    • Place of Presentation
      Okayama University
    • Year and Date
      2015-09-06
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Efficient study designs and semiparametric inference methods for developing genomic biomarkers in cancer clinical research2015

    • Author(s)
      Noma, H.
    • Organizer
      Pacific Rim Cancer Biostatistics Conference
    • Place of Presentation
      Washington Athletic Club
    • Year and Date
      2015-08-14
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Efficient study designs for developing genomic biomarkers and semiparametric inference2015

    • Author(s)
      Noma, H.
    • Organizer
      Joint Statistical Meeting 2015
    • Place of Presentation
      Washington State Convention Center
    • Year and Date
      2015-08-08
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Decomposing direct and indirect comparison estimates in network meta-analysis: Evaluation of comparison-specific inconsistency2015

    • Author(s)
      Noma, H., Tanaka, S., Furukawa, T. A.
    • Organizer
      ISBS-DIA Joint Symposium on Biopharmaceutical Statistics
    • Place of Presentation
      Beijing Marriott Hotel City Wall
    • Year and Date
      2015-06-27
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited

URL: 

Published: 2015-04-16   Modified: 2022-02-21  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi