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Modeling survival in childhood cancer studies using two-stage non-mixture cure models

机译:使用两阶段非混合治愈模型对儿童癌症研究中的生存进行建模

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Non-mixture cure models (NMCMs) are derived from a simplified representation of the biological process that takes place after treatment for cancer. These models are intended to represent the time from the end of treatment to the time of first recurrence of cancer in studies when a proportion of those treated are completely cured. However, for many studies overall survival is also of interest. A two-stage NMCM that estimates the overall survival from a combination of two cure models, one from end of treatment to first recurrence and one from first recurrence to death, is proposed. The model is applied to two studies of Ewing's tumor in young patients. Caution needs to be exercised when extrapolating from cure models fitted to short follow-up times, but these data and associated simulations show how, when follow-up is limited, a two-stage model can give more stable estimates of the cure fraction than a one-stage model applied directly to overall survival.
机译:非混合物治愈模型(NMCM)源自癌症治疗后发生的生物过程的简化表示。这些模型旨在代表研究中从治疗结束到癌症首次复发的时间,其中一部分被治疗的患者可以完全治愈。但是,对于许多研究,整体存活率也很重要。提出了一个分两个阶段的NMCM,它通过两种治疗模型的组合来估计总体存活率,一种从治疗结束到首次复发,而另一种从第一次复发到死亡。该模型被应用于两项针对年轻患者的尤因氏肿瘤的研究。从适合短期随访的治愈模型进行推断时,需要谨慎行事,但这些数据和相关的模拟显示,在随访有限的情况下,两阶段模型如何能够比对模型进行更稳定的估计一阶段模型直接应用于整体生存。

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