Retrospective Analysis of Master Protocols in Tumor-Agnostic Drug Development: Evaluation of Application to Single-Agent Therapies With ORR as the Endpoint for Approval of Oncology Drugs

IF 2.8 3区 医学 Q2 MEDICINE, RESEARCH & EXPERIMENTAL
Keiko Yamamoto, Kentaro Takeda, Hideki Maeda
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Abstract

The first global approval of a microsatellite instability-high solid tumors was a landmark in oncology, paving the way for targeted therapies approved globally. However, guidance remains limited regarding the biological and methodological conditions under which such designs, statistical borrowing, are most effective. We retrospectively evaluated the feasibility of tumor-agnostic development using Bayesian modeling based on the objective response rate (ORR) as the primary endpoint, focusing on single-agent molecular targeted therapy (MTT) in Japan. Using Pharmaceuticals and Medical Devices Agency (PMDA) approval documents, we identified MTTs approved for ≥ 3 cancer types in Japan between 2001 and 2023. We analyzed whether their ORR in treatment lines without standard therapy exceeded thresholds using the beta-binomial model (BBM) and hierarchical Bayesian model (HBM). Among 97 approved MTTs, 57 were for solid tumors or sarcomas, and 14 for ≥ 3 indications. Poly (ADP-ribose) polymerase (PARP) inhibitors and human epidermal growth factor receptor 2 antibody-drug conjugate (HER2 ADC) consistently exceeded thresholds in both models. In contrast, mechanistic target of rapamycin (mTOR) and vascular endothelial growth factor (VEGF) inhibitors showed generally consistent results across both models, although some exceeded the threshold while others did not, indicating considerable variability. This study evaluates single-agent therapies using ORR as the primary endpoint; therefore, the findings may not apply to combination therapies or endpoints such as progression-free survival or overall survival. Nevertheless, integrating Bayesian models and biological understanding can clarify when statistical borrowing is appropriate, particularly in biologically similar tumor types and improve interpretability and the strategic feasibility of basket trials in tumor-agnostic development.

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肿瘤不确定药物开发主要方案的回顾性分析:以ORR作为肿瘤药物批准终点的单药治疗应用评估
微卫星不稳定性高实体瘤的首次全球批准是肿瘤学的一个里程碑,为全球批准靶向治疗铺平了道路。但是,关于这种借用统计数据的设计最有效的生物学和方法条件的指导仍然有限。我们采用基于客观缓解率(ORR)的贝叶斯模型作为主要终点,回顾性评估肿瘤不可知性发展的可行性,重点关注日本的单药分子靶向治疗(MTT)。使用药品和医疗器械管理局(PMDA)的批准文件,我们确定了2001年至2023年在日本批准用于≥3种癌症类型的MTTs。我们使用β -二项模型(BBM)和分层贝叶斯模型(HBM)分析了他们在没有标准治疗的治疗线上的ORR是否超过阈值。在97个批准的mtt中,57个用于实体瘤或肉瘤,14个用于≥3种适应症。在两种模型中,聚(adp -核糖)聚合酶(PARP)抑制剂和人表皮生长因子受体2抗体-药物偶联物(HER2 ADC)均超过阈值。相比之下,雷帕霉素(mTOR)和血管内皮生长因子(VEGF)抑制剂的机制靶点在两种模型中显示出基本一致的结果,尽管有些模型超过了阈值,而另一些模型没有,这表明存在相当大的差异。本研究以ORR作为主要终点评估单药治疗;因此,研究结果可能不适用于联合治疗或终点,如无进展生存期或总生存期。然而,整合贝叶斯模型和生物学理解可以澄清何时统计借用是合适的,特别是在生物学上相似的肿瘤类型中,并提高篮子试验在肿瘤不可知论发展中的可解释性和战略可行性。
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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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