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Comparison of Various Phase I Combination Therapy Designs in Oncology for Evaluation of Early Tumor Shrinkage Using Simulations

机译:用仿真对各种阶段I相结合治疗肿瘤学评估评价

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摘要

There is still a lack of efficient designs for identifying the dose response in oncology combination therapies in early clinical trials. The concentration response relationship can be identified using the early tumor shrinkage time course, which has been shown to be a good early response marker of clinical efficacy. The performance of various designs using an exposure–tumor growth inhibition model was explored using simulations. Different combination effects of new drug M and cetuximab (reference therapy) were explored first assuming no effect of M on cetuximab (to investigate the type I error (α)), and subsequently assuming additivity or synergy between cetuximab and M. One‐arm, two‐arm, and four‐arm designs were evaluated. In the one‐arm design, 60 patients received cetuximab + M. In the two‐arm design, 30 patients received cetuximab and 30 received cetuximab + M. In the four‐arm design, in addition to cetuximab and cetuximab + M as standard doses, combination arms with lower doses of cetuximab were evaluated (15 patients/arm). Model‐based predictions or “simulated observations” of early tumor shrinkage at week 8 (ETS8) were compared between the different arms. With the same number of individuals, the one‐arm design showed better statistical power than other designs but led to strong inflation of α in case of misestimated reference for ETS8 value. The two‐arm design protected against this misestimation and, with the same total number of subjects, would provide higher statistical power than a four‐arm design. However, a four‐arm design would be helpful for exploring more doses of cetuximab in combination with M to better understand the interaction.
机译:仍然缺乏有效的设计,用于鉴定早期临床试验中肿瘤组合疗法中的剂量反应。可以使用早期肿瘤收缩时间过程鉴定浓度反应关系,这已被证明是临床疗效的良好早期响应标记。利用仿真探索了使用曝光肿瘤生长抑制模型的各种设计的性能。首先假设Metuximab上的M效果(为了研究I误差(α)),以及随后假设甲豆蛋白和M.单臂之间的添加性或协同作用,探讨了新药物M和Cetuximab(参考疗法)的不同组合效应。评估双臂和四臂设计。在单臂设计中,60名患者在双臂设计中接受了西酮嗪+ M.在四臂设计中接受了30名患者,除了西妥昔单抗和西妥昔单抗+ m作为标准剂量外,评估具有较低剂量的西妥昔单抗的组合臂(15名患者/ ARM)。在不同的臂之间比较了早期肿瘤收缩的模型的预测或“模拟观察”(ETS8)。通过相同数量的个人,单臂设计显示出比其他设计更好的统计功率,但在默扣值默许的参考的情况下导致α的强劲充气。双臂设计受到这种悲惨的影响,并且具有相同的主体总数,将提供比四臂设计更高的统计功率。然而,四臂设计将有助于探索更多剂量的西妥昔单抗,组合M以更好地理解互动。

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