Department of Biomedical Engineering, Tianjin University, Tianjin 300072, China.
Department of Radiation Oncology, Tianjin Medical University Cancer Institute and Hospital, Tianjin 300060, China.
Sci Rep. 2017 Mar 21;7:45019. doi: 10.1038/srep45019.
A novel and versatile "bottom-up" approach is developed to estimate the radiobiological effect of clinic radiotherapy. The model consists of multi-scale Monte Carlo simulations from organ to cell levels. At cellular level, accumulated damages are computed using a spectrum-based accumulation algorithm and predefined cellular damage database. The damage repair mechanism is modeled by an expanded reaction-rate two-lesion kinetic model, which were calibrated through replicating a radiobiological experiment. Multi-scale modeling is then performed on a lung cancer patient under conventional fractionated irradiation. The cell killing effects of two representative voxels (isocenter and peripheral voxel of the tumor) are computed and compared. At microscopic level, the nucleus dose and damage yields vary among all nucleuses within the voxels. Slightly larger percentage of cDSB yield is observed for the peripheral voxel (55.0%) compared to the isocenter one (52.5%). For isocenter voxel, survival fraction increase monotonically at reduced oxygen environment. Under an extreme anoxic condition (0.001%), survival fraction is calculated to be 80% and the hypoxia reduction factor reaches a maximum value of 2.24. In conclusion, with biological-related variations, the proposed multi-scale approach is more versatile than the existing approaches for evaluating personalized radiobiological effects in radiotherapy.
一种新颖且通用的“自下而上”方法被开发出来,用于估计临床放疗的放射生物学效应。该模型由器官到细胞水平的多尺度蒙特卡罗模拟组成。在细胞水平,使用基于谱的累积算法和预定义的细胞损伤数据库来计算累积损伤。损伤修复机制通过扩展的反应速率双损伤动力学模型进行建模,该模型通过复制放射生物学实验进行了校准。然后对接受常规分割照射的肺癌患者进行多尺度建模。计算并比较了两个代表性体素(肿瘤的等中心点和外周体素)的细胞杀伤效应。在微观水平上,体素内所有核的核剂量和损伤产额都有所不同。与等中心点相比,外周点的 cDSB 产额(55.0%)略高(52.5%)。对于等中心点,在低氧环境下,存活分数单调增加。在极端缺氧条件(0.001%)下,计算出的存活分数为 80%,缺氧减少因子达到最大值 2.24。总之,通过考虑生物学相关的变化,与现有的方法相比,所提出的多尺度方法在评估放疗中的个性化放射生物学效应方面更加通用。