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Towards an integrative computational model for simulating tumor growth and response to radiation therapy

机译:建立用于模拟肿瘤生长和放射治疗反应的综合计算模型

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Understanding the response to irradiation in cancer radiotherapy (RT) may help devising new strategies with improved tumor local control. Computational models may allow to unravel the underlying radiosensitive mechanisms intervening in the dose-response relationship. By using extensive simulations, a wide range of parameters may be evaluated, providing insights on tumor response, thus generating useful data to plan modified treatments. We propose in this paper a computational model of tumor growth and radiation response which allows to simulate a whole RT protocol. Proliferation of tumor cells, cell life-cycle, oxygen diffusion, radiosensitivity, RT response and resorption of killed cells were implemented in a multiscale framework. The model was developed in C++, using the Multi-formalism Modeling and Simulation Library (M2SL). Radiosensitivity parameters extracted from literature enabled us to simulate in a regular grid (voxel-wise) a prostate cell tissue. Histopathological specimens with different aggressiveness levels extracted from patients after prostatectomy were used to initialize in silico simulations. Results on tumor growth exhibit a good agreement with data from in vitro studies. Moreover, standard fractionation of 2 Gy/fraction with a total dose of 80 Gy as a real RT treatment was applied with varying radiosensitivity and oxygen diffusion parameters. As expected, the high influence of these parameters was observed by measuring the percentage of survival tumor cell after RT. This work paves the way to further models allowing to simulate increased doses in modified hypofractionated schemes and to develop new patient-specific combined therapies.
机译:了解癌症放射治疗(RT)中对放射的反应可能有助于设计新的策略,改善肿瘤的局部控制。计算模型可以允许揭示介入剂量-反应关系的潜在放射敏感性机制。通过使用广泛的模拟,可以评估各种参数,从而提供有关肿瘤反应的见解,从而生成有用的数据以计划改良的治疗方案。我们在本文中提出了肿瘤生长和辐射反应的计算模型,该模型可以模拟整个RT协议。在多尺度框架内实施了肿瘤细胞的增殖,细胞生命周期,氧扩散,放射敏感性,RT反应和被杀死细胞的吸收。该模型是使用多形式主义建模和仿真库(M2SL)以C ++开发的。从文献中提取的放射敏感性参数使我们能够在规则网格(体素方向)中模拟前列腺细胞组织。从前列腺切除术后患者中提取的具有不同侵略性水平的组织病理学标本用于初始化计算机模拟。肿瘤生长的结果与体外研究的数据显示出很好的一致性。此外,以2 Gy /馏分的标准分馏率(总剂量为80 Gy)作为真实的RT处理,采用了不同的放射敏感性和氧扩散参数。如所预期的,通过测量RT后存活肿瘤细胞的百分比,观察到这些参数的高度影响。这项工作为进一步的模型铺平了道路,该模型允许在改良的分割方案中模拟增加的剂量,并开发出针对患者的新型联合疗法。

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