Tomezak M, Abbadie C, Lartigau E, Cleri F
Institut d׳Electronique Microelectronique et Nanotechnologie (IEMN), UMR Cnrs 8520, 59652 Villeneuve d׳Ascq, France; CNRS, Institut Pasteur de Lille, UMR Cnrs 8161 Mechanisms of Tumorigenesis and Targeted Therapies, 59000 Lille, France.
CNRS, Institut Pasteur de Lille, UMR Cnrs 8161 Mechanisms of Tumorigenesis and Targeted Therapies, 59000 Lille, France; Université de Lille I, Sciences et Technologies, 59650 Villeneuve d׳Ascq, France.
J Theor Biol. 2016 Jan 21;389:146-58. doi: 10.1016/j.jtbi.2015.10.017. Epub 2015 Nov 6.
We present a theoretical agent-based model of cell evolution under the action of cytotoxic treatments, such as radiotherapy or chemotherapy. The major features of cell cycle and proliferation, cell damage and repair, and chemical diffusion are included. Cell evolution is based on a discrete Markov chain, with cells stepping along a sequence of discrete internal states from 'normal' to 'inactive'. Probabilistic laws are introduced for each type of event a cell can undergo during its life: duplication, arrest, senescence, damage, reparation, or death. We adjust the model parameters on a series of cell irradiation experiments, carried out in a clinical LINAC, in which the damage and repair kinetics of single- and double-strand breaks are followed. Two showcase applications of the model are then presented. In the first one, we reconstruct the cell survival curves from a number of published low- and high-dose irradiation experiments. We reobtain a very good description of the data without assuming the well-known linear-quadratic model, but instead including a variable DSB repair probability. The repair capability of the model spontaneously saturates to an exponential decay at increasingly high doses. As a second test, we attempt to simulate the two extreme possibilities of the so-called 'bystander' effect in radiotherapy: the 'local' effect versus a 'global' effect, respectively activated by the short-range or long-range diffusion of some factor, presumably secreted by the irradiated cells. Even with an oversimplified simulation, we could demonstrate a sizeable difference in the proliferation rate of non-irradiated cells, the proliferation acceleration being much larger for the global than the local effect, for relatively small fractions of irradiated cells in the colony.
我们提出了一种基于代理的理论模型,用于描述细胞在细胞毒性治疗(如放射治疗或化学治疗)作用下的进化过程。该模型包含了细胞周期与增殖、细胞损伤与修复以及化学扩散的主要特征。细胞进化基于离散马尔可夫链,细胞沿着从“正常”到“无活性”的一系列离散内部状态逐步变化。针对细胞在其生命周期中可能经历的每种类型的事件(复制、停滞、衰老、损伤、修复或死亡)引入了概率定律。我们在临床直线加速器上进行了一系列细胞照射实验,据此调整模型参数,在这些实验中跟踪了单链和双链断裂的损伤与修复动力学。然后展示了该模型的两个应用实例。在第一个实例中,我们根据一些已发表的低剂量和高剂量照射实验重建了细胞存活曲线。我们在不假设著名的线性二次模型的情况下,通过纳入可变的双链断裂修复概率,重新获得了对数据的很好描述。该模型的修复能力在越来越高的剂量下自发地饱和为指数衰减。作为第二个测试,我们试图模拟放射治疗中所谓“旁观者”效应的两种极端可能性:“局部”效应与“全局”效应,分别由某些可能由受照射细胞分泌的因子的短程或长程扩散激活。即使通过过度简化的模拟,我们也能证明未受照射细胞的增殖速率存在显著差异,对于菌落中相对较小比例的受照射细胞,全局效应导致的增殖加速比局部效应大得多。