Division of Mathematics, University of Dundee, Dundee, United Kingdom.
PLoS Comput Biol. 2013;9(7):e1003120. doi: 10.1371/journal.pcbi.1003120. Epub 2013 Jul 11.
In this paper we use a hybrid multiscale mathematical model that incorporates both individual cell behaviour through the cell-cycle and the effects of the changing microenvironment through oxygen dynamics to study the multiple effects of radiation therapy. The oxygenation status of the cells is considered as one of the important prognostic markers for determining radiation therapy, as hypoxic cells are less radiosensitive. Another factor that critically affects radiation sensitivity is cell-cycle regulation. The effects of radiation therapy are included in the model using a modified linear quadratic model for the radiation damage, incorporating the effects of hypoxia and cell-cycle in determining the cell-cycle phase-specific radiosensitivity. Furthermore, after irradiation, an individual cell's cell-cycle dynamics are intrinsically modified through the activation of pathways responsible for repair mechanisms, often resulting in a delay/arrest in the cell-cycle. The model is then used to study various combinations of multiple doses of cell-cycle dependent chemotherapies and radiation therapy, as radiation may work better by the partial synchronisation of cells in the most radiosensitive phase of the cell-cycle. Moreover, using this multi-scale model, we investigate the optimum sequencing and scheduling of these multi-modality treatments, and the impact of internal and external heterogeneity on the spatio-temporal patterning of the distribution of tumour cells and their response to different treatment schedules.
本文采用一种混合多尺度数学模型,通过细胞周期来模拟单个细胞的行为,并通过氧动力学来模拟不断变化的微环境对肿瘤的影响,从而研究放射治疗的多种效应。细胞的氧合状态被认为是确定放射治疗的一个重要预后标志物,因为缺氧细胞对辐射的敏感性较低。另一个关键影响辐射敏感性的因素是细胞周期调控。该模型通过对辐射损伤的修正线性二次模型来纳入放射治疗的效应,同时考虑了缺氧和细胞周期对确定细胞周期时相特异性辐射敏感性的影响。此外,照射后,负责修复机制的通路的激活会内在地改变单个细胞的细胞周期动力学,这通常导致细胞周期的延迟/停滞。然后,该模型用于研究多种剂量的细胞周期依赖性化疗药物和放射治疗的各种组合,因为通过使细胞在细胞周期中最敏感的时相部分同步化,放射治疗可能效果更好。此外,使用这种多尺度模型,我们研究了这些多模式治疗的最佳排序和计划,以及内部和外部异质性对肿瘤细胞分布的时空模式及其对不同治疗方案的反应的影响。