Biostatistics, F. Hoffmann-La Roche AG, Basel, Switzerland.
Clinical Pharmacology, Genentech/Roche, Paris, France.
J Pharmacokinet Pharmacodyn. 2020 Dec;47(6):613-625. doi: 10.1007/s10928-020-09714-z. Epub 2020 Aug 31.
The purpose of this work is to assess the heterogeneity across organs of response to treatment in metastatic colorectal patient based on longitudinal individual target lesion diameters (ILD) in comparison to sum of tumor lesion diameters (SLD). Data were from the McCAVE trial, in which 189 previously untreated patients with metastatic colorectal carcinoma (mCRC) received either bevacizumab (control, C) or vanucizumab (experimental, E), on top of standard chemotherapy. Bayesian hierarchical longitudinal non-linear mixed effect models were fitted to the data using Hamilton Monte Carlo algorithm to characterize the time dynamics of the tumor burden, and to obtain estimates of the tumor shrinkage and regrowth rates. The ILD model brought more nuanced results than to the SLD model. Besides substantial differences in tumor size at baseline (with lesions located in liver more than twice as large as the ones in lungs), it revealed a more durable response in lesions located in lymph nodes and 'other organs' compared to liver and lungs. Specifically, in lymph nodes and 'other organs', the projected time to nadir was doubled in group E (2.12 and 2.44 years respectively) compared to group C (1.07 and 1.20 years respectively). This long period of tumor shrinkage associated with a slightly larger change from baseline at nadir (- 51.4% in lymph nodes and - 62.6% in 'other organs' in the group E, compared to - 46.2% and - 46.9% in group C) resulted in a clinically meaningful difference in the tumor dynamics of patients in group E compared to the group C. The proportion of variance explained by the inter-lesion variability for each model parameter was large (ranging between 10 and 56%), reflecting the heterogeneity in tumor dynamics across organs. These findings suggest that there is value in understanding both within- and between-patient variability in tumor size's time dynamics using an appropriate modeling framework, as this information may help in pairing the right treatment with individual patient profile.
本研究旨在评估转移性结直肠癌患者治疗反应的器官异质性,基于纵向个体靶病灶直径(ILD)与肿瘤病灶直径总和(SLD)的比较。数据来自于 McCAVE 试验,其中 189 例未经治疗的转移性结直肠癌(mCRC)患者接受贝伐珠单抗(对照组,C)或凡德他尼(实验组,E)联合标准化疗。采用 Hamilton 蒙特卡罗算法对数据进行贝叶斯分层纵向非线性混合效应模型拟合,以描述肿瘤负担的时间动态,并获得肿瘤退缩和再生长率的估计值。ILD 模型比 SLD 模型提供了更细致的结果。除了基线时肿瘤大小存在显著差异(肝脏中的病灶比肺部中的病灶大两倍以上)外,还发现与肝脏和肺部相比,淋巴结和“其他器官”中的病灶具有更持久的反应。具体而言,在淋巴结和“其他器官”中,E 组的肿瘤体积达到最低点的预计时间是 C 组的两倍(分别为 2.12 年和 2.44 年)。与 C 组相比,E 组在最低点时的肿瘤退缩幅度明显更大(淋巴结中为 -51.4%,“其他器官”中为-62.6%,而 C 组中为-46.2%和-46.9%),这导致 E 组患者的肿瘤动力学与 C 组相比存在显著差异。每个模型参数的病灶间变异性解释的方差比例很大(在 10%至 56%之间),反映了不同器官肿瘤动力学的异质性。这些发现表明,使用适当的建模框架来理解肿瘤大小时间动态的个体内和个体间变异性具有重要价值,因为这一信息可能有助于根据患者的个体特征选择合适的治疗方法。