Institute of Imaging Science, Vanderbilt University, Nashville, USA.
Department of Biomedical Engineering, Vanderbilt University, Nashville, TN, 37232, USA.
Ann Biomed Eng. 2018 Jun;46(6):899-911. doi: 10.1007/s10439-018-2001-2. Epub 2018 Feb 26.
We develop a combined experimental-mathematical framework to investigate heterogeneity in the context of breast cancer treated with doxorubicin. We engineer a cell line to over-express the multi-drug resistance 1 protein (MDR1), an ATP-dependent pump that effluxes intracellular drug. Co-culture experiments mixing the MDR1-overexpressing line with its parental line are evaluated via fluorescence microscopy. To quantify the impact of population heterogeneity on therapy response, these data are analyzed with a coupled pharmacokinetics/pharmacodynamics model. The proliferation and death rates of each line vary with co-culture condition (the relative fraction of each cell line at the time of seeding). For example, the death rate in the parental line under low-dose doxorubicin treatment is increased from 0.64 (± 0.22) × 10 to 1.46 (± 0.58) × 10 h with increasing fractions of MDR1-overexpressing cells. The growth rate of the MDR1-overexpressing line increases 29% as its relative fraction is decreased. Simulations of the pharmacokinetics/pharmacodynamics model suggest increased efflux from MDR1-overexpressing cells contributes to the increased death rate in the parental cells. Experimentally, the death rate of parental cells is constant across co-culture conditions under co-treatment with an MDR1 inhibitor. These data indicate that intercellular pharmacokinetic variability should be considered in analyzing treatment response in heterogeneous populations.
我们开发了一个结合实验和数学的框架,以研究多柔比星治疗乳腺癌背景下的异质性。我们构建了一个细胞系,过度表达多药耐药蛋白 1(MDR1),这是一种将细胞内药物泵出的 ATP 依赖性泵。通过荧光显微镜评估混合了 MDR1 过表达系及其亲本系的共培养实验。为了量化群体异质性对治疗反应的影响,我们使用药物动力学/药效学模型分析这些数据。每条系的增殖和死亡率随共培养条件(播种时每条细胞系的相对分数)而变化。例如,在低剂量多柔比星处理下,亲本系的死亡率从 0.64(±0.22)×10 增加到 1.46(±0.58)×10 h,随着 MDR1 过表达细胞的分数增加。MDR1 过表达系的增长率增加了 29%,因为其相对分数降低了。药物动力学/药效学模型的模拟表明,MDR1 过表达细胞的外排增加导致亲本细胞的死亡率增加。实验上,在与 MDR1 抑制剂共同处理下,共培养条件下亲本细胞的死亡率是恒定的。这些数据表明,在分析异质群体的治疗反应时,应考虑细胞间药物动力学的可变性。