Critical Roles for Modeling and Simulation and Real-World Evidence to Inform Challenges in Clinical Trial Diversity Planning

IF 3.1 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL
Ananth Kadambi, Elke H. J. Krekels, Antal Martinecz, Geoff Fatzinger, Hannah M. Jones, Artak Khachatryan, Karen Rowland Yeo, Fran Brown
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Abstract

Due to the highly controlled settings of clinical trials, enrolled subjects may not be fully representative in age, gender, ethnicity, medical status, or socioeconomic background of the variety of patients who will ultimately receive a medication. This disconnect can lead to post-approval challenges, the most substantial of which could include changes in drug label, dosing, or withdrawal due to severe safety risks that were only observed post-approval. To mitigate these risks and improve the likelihood of approval of safe and effective treatments for patients in the real-world setting from both a medical and socioeconomic perspective, recent regulatory guidance has highlighted a critical role for the inclusion of appropriately diverse populations in clinical trials. To achieve this, there is an increasing need for approaches to facilitate sponsors' ability to generate regulatory-acceptable diversity plans. While epidemiological data may serve as the foundation for diversity planning, researchers are increasingly turning toward modeling and simulation (M&S) approaches to optimize study planning and increase the knowledge gained from study data. Additionally, real-world evidence (RWE) generation is receiving increased attention in the regulatory setting, but prior research has only begun to scratch the surface of the value these approaches can bring to trial diversity planning. Herein, we summarize the strategic value of M&S and RWE-based approaches in the context of trial diversity planning, highlighting unmet needs, prior thought leadership, and recent case examples with the goal of providing readers insight into their diversity planning at different stages of the drug development lifecycle.

Abstract Image

在临床试验多样性规划中,建模、模拟和真实世界证据的关键作用
由于临床试验的高度控制设置,入组的受试者可能不能完全代表最终接受药物治疗的各种患者的年龄、性别、种族、医疗状况或社会经济背景。这种脱节可能导致批准后的挑战,其中最严重的挑战可能包括药物标签、剂量的变化,或由于严重的安全风险而导致的停药,这些风险仅在批准后才观察到。从医学和社会经济的角度来看,为了减轻这些风险并提高在现实环境中批准对患者安全有效的治疗方法的可能性,最近的监管指南强调了在临床试验中纳入适当不同人群的关键作用。为了实现这一目标,越来越需要一些方法来促进赞助商制定监管可接受的多元化计划的能力。虽然流行病学数据可以作为多样性规划的基础,但研究人员越来越多地转向建模和模拟(M&;S)方法来优化研究计划并增加从研究数据中获得的知识。此外,现实世界证据(RWE)的产生在监管环境中受到越来越多的关注,但之前的研究只开始触及这些方法为试验多样性规划带来的价值的表面。在此,我们总结了基于M&;S和rwe的方法在试验多样性规划背景下的战略价值,突出了未满足的需求,先前的思想领导,以及最近的案例,目的是让读者了解他们在药物开发生命周期不同阶段的多样性规划。
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来源期刊
Cts-Clinical and Translational Science
Cts-Clinical and Translational Science 医学-医学:研究与实验
CiteScore
6.70
自引率
2.60%
发文量
234
审稿时长
6-12 weeks
期刊介绍: Clinical and Translational Science (CTS), an official journal of the American Society for Clinical Pharmacology and Therapeutics, highlights original translational medicine research that helps bridge laboratory discoveries with the diagnosis and treatment of human disease. Translational medicine is a multi-faceted discipline with a focus on translational therapeutics. In a broad sense, translational medicine bridges across the discovery, development, regulation, and utilization spectrum. Research may appear as Full Articles, Brief Reports, Commentaries, Phase Forwards (clinical trials), Reviews, or Tutorials. CTS also includes invited didactic content that covers the connections between clinical pharmacology and translational medicine. Best-in-class methodologies and best practices are also welcomed as Tutorials. These additional features provide context for research articles and facilitate understanding for a wide array of individuals interested in clinical and translational science. CTS welcomes high quality, scientifically sound, original manuscripts focused on clinical pharmacology and translational science, including animal, in vitro, in silico, and clinical studies supporting the breadth of drug discovery, development, regulation and clinical use of both traditional drugs and innovative modalities.
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