The Case for a Bayesian Approach to Benefit-Risk Assessment:: Overview and Future Directions

被引:6
作者
Costa, Maria J. [1 ]
He, Weili [2 ]
Jemiai, Yannis [3 ]
Zhao, Yueqin [4 ]
Di Casoli, Carl [5 ]
机构
[1] GlaxoSmithKline, Clin Stat, Bldg 3,3F120,Gunnels Wood Rd, Stevenage SG1 2NY, Herts, England
[2] Merck & Co Inc, Clin Biostat, Kenilworth, NJ USA
[3] Cytel Inc, Cambridge, MA USA
[4] US FDA, Div Biometr 7, Off Biostat, OTS,CDER, Silver Spring, MD USA
[5] Dept Biostat, Celgene, NJ USA
关键词
benefit-risk; Bayesian inference; decision-making; uncertainty; METHODOLOGIES; EFFICACY; TRIALS;
D O I
10.1177/2168479017698190
中图分类号
R-058 [];
学科分类号
摘要
The benefit-risk assessment of a new medicinal product or intervention is one of the most complex tasks that sponsors, regulators, payers, physicians, and patients face. Therefore, communicating the trade-off of benefits and risks in a clear and transparent manner, using all available evidence, is critical to ensure that the best decisions are made. Several quantitative methods have been proposed in recent years that try to provide insight into this challenging problem. Bayesian inference, with its coherent approach for integrating different sources of information and uncertainty, along with its links to optimal decision theory, provides a natural framework to perform quantitative assessments of the benefit-risk trade-off. This paper describes the current state of the art in Bayesian methodologies for quantitative benefit-risk assessment, and how these may be leveraged throughout the life cycle of a medicinal product to support and augment clinical judgment and qualitative benefit-risk assessments. Gaps and potential new directions that extend the current approaches are also identified.
引用
收藏
页码:568 / 574
页数:7
相关论文
共 50 条
  • [1] The Case for a Bayesian Approach to Benefit-Risk Assessment: Overview and Future Directions
    Maria J. Costa
    Weili He
    Yannis Jemiai
    Yueqin Zhao
    Carl Di Casoli
    Therapeutic Innovation & Regulatory Science, 2017, 51 : 568 - 574
  • [2] A Bayesian approach to probabilistic sensitivity analysis in structured benefit-risk assessment
    Waddingham, Ed
    Mt-Isa, Shahrul
    Nixon, Richard
    Ashby, Deborah
    BIOMETRICAL JOURNAL, 2016, 58 (01) : 28 - 42
  • [3] Selecting and Integrating Data Sources in Benefit-Risk Assessment: Considerations and Future Directions
    DiSantostefano, Rachael L.
    Berlin, Jesse A.
    Chuang-Stein, Christy
    Quartey, George
    Eichenbaum, Gary
    Levitan, Bennett
    STATISTICS IN BIOPHARMACEUTICAL RESEARCH, 2016, 8 (04): : 394 - 403
  • [4] Benefit-risk assessment in a post-market setting: a case study integrating real-life experience into benefit-risk methodology
    Hallgreen, Christine E.
    van den Ham, Hendrika A.
    Mt-Isa, Shahrul
    Ashworth, Simon
    Hermann, Richard
    Hobbiger, Steve
    Luciani, Davide
    Micaleff, Alain
    Thomson, Andrew
    Wang, Nan
    van Staa, Tjeerd P.
    Downey, Gerald
    Hirsch, Ian
    Hockley, Kimberley
    Juhaeri, Juhaeri
    Metcalf, Marilyn
    Mwangi, Jeremiah
    Nixon, Richard
    Peters, Ruth
    Stoeckert, Isabelle
    Waddingham, Ed
    Tzoulaki, Ioanna
    Ashby, Deborah
    Wise, Lesley
    PHARMACOEPIDEMIOLOGY AND DRUG SAFETY, 2014, 23 (09) : 974 - 983
  • [5] Benefit-risk assessment of vaccines
    Kochhar, Sonali
    Izurieta, Hector S.
    Chandler, Rebecca E.
    Hacker, Adam
    Chen, Robert T.
    Levitan, Bennett
    VACCINE, 2024, 42 (04) : 969 - 971
  • [6] Structured benefit-risk evaluation for medicinal products: review of quantitative benefit-risk assessment findings in the literature
    Kurzinger, Marie-Laure
    Douarin, Ludivine
    Uzun, Ievgeniia
    El-Haddad, Chantal
    Hurst, William
    Juhaeri, Juhaeri
    Tcherny-Lessenot, Stephanie
    THERAPEUTIC ADVANCES IN DRUG SAFETY, 2020, 11
  • [7] Global Landscape of Benefit-Risk Considerations for Medicinal Products: Current State and Future Directions
    Waschbusch, Max
    Rodriguez, Lisa
    Brueckner, Andreas
    Lee, Kerry Jo
    Li, Xuefeng
    Mokliatchouk, Oksana
    Tremmel, Lothar
    Yuan, Shuai S.
    PHARMACEUTICAL MEDICINE, 2022, 36 (04) : 201 - 213
  • [8] Recommendations for benefit-risk assessment methodologies and visual representations
    Hughes, Diana
    Waddingham, Ed
    Mt-Isa, Shahrul
    Goginsky, Alesia
    Chan, Edmond
    Downey, Gerald F.
    Hallgreen, Christine E.
    Hockley, Kimberley S.
    Juhaeri, Juhaeri
    Lieftucht, Alfons
    Metcalf, Marilyn A.
    Noel, Rebecca A.
    Phillips, Lawrence D.
    Ashby, Deborah
    Micaleff, Alain
    PHARMACOEPIDEMIOLOGY AND DRUG SAFETY, 2016, 25 (03) : 251 - 262
  • [9] Benefit-risk assessment: the use of clinical utility index
    Ouellet, Daniele
    EXPERT OPINION ON DRUG SAFETY, 2010, 9 (02) : 289 - 300
  • [10] Benefit-Risk Assessment of Vaccines. Part II: Proposal Towards Consolidated Standards of Reporting Quantitative Benefit-Risk Models Applied to Vaccines (BRIVAC)
    Arlegui, Hugo
    Bollaerts, Kaatje
    Bauchau, Vincent
    Nachbaur, Gaelle
    Begaud, Bernard
    Praet, Nicolas
    DRUG SAFETY, 2020, 43 (11) : 1105 - 1120