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细胞可塑性对肿瘤控制概率影响的数学研究。

A mathematical study of the impact of cell plasticity on tumour control probability.

作者信息

Forouzannia Farinaz, Sivaloganathan Sivabal, Kohandel Mohammad

机构信息

Department of Applied Mathematics, University of Waterloo, 200 University Ave W, Waterloo, ON N2L 3G1, Canada.

出版信息

Math Biosci Eng. 2020 Aug 6;17(5):5250-5266. doi: 10.3934/mbe.2020284.

Abstract

The tumour control probability (TCP) is a treatment planning tool that evaluates the probability of tumour eradication and helps in the assessment of the relative efficacy of different radiotherapy regimens. The response of tumours to radiation differs greatly even between patients with same types of cancers. Tumour heterogeneity or cellular diversity among cancer cells has a pronounced impact on the success of administered radiotherapy protocols. Tumour heterogeneity can be explained using the cancer stem cells (CSCs) hypothesis, which posits that CSCs are responsible for tumour initiation and propagation as well as therapeutic resistance. Moreover, the existence of plasticity or bidirectional transition between CSCs and non-CSCs indicates that, sometimes, non-CSCs appear to mimic CSC phenotypes, resulting in an increase in resistance. Here, we have developed a stochastic model to investigate the impact of plasticity on the efficacy of radiotherapy. The effect of plasticity on TCP is explored by applying the model to standard and hyper-fractionated schedules for a three week period of treatment as well as standard, hyper-fractionated, and accelerated hyper-fractionated schedules with an equal total dose of 30 Gy. Our results confirm that tumour control becomes increasingly difficult in the presence of plasticity as well as for the most resistant tumours. For the case with equal total dose, it is observed that increasing fractionation, at first enhances the probability of CSCs and tumour removal, but ultimately results in lower TCP and TCP. In addition, the combination of radiotherapy and targeted therapy (with increasing CSC differentiation) improves both the probability of CSC and tumour removal, in the absence of plasticity. However, in the presence of plasticity, the impact of combination therapy is not significant.

摘要

肿瘤控制概率(TCP)是一种治疗计划工具,用于评估肿瘤根除的可能性,并有助于评估不同放疗方案的相对疗效。即使在患有相同类型癌症的患者之间,肿瘤对放疗的反应也有很大差异。肿瘤异质性或癌细胞之间的细胞多样性对所实施的放疗方案的成功有显著影响。肿瘤异质性可以用癌症干细胞(CSCs)假说来解释,该假说认为CSCs负责肿瘤的起始、增殖以及治疗抗性。此外,CSCs与非CSCs之间存在可塑性或双向转变,这表明有时非CSCs似乎模仿CSC表型,导致抗性增加。在此,我们开发了一个随机模型来研究可塑性对放疗疗效的影响。通过将该模型应用于为期三周的标准和超分割放疗方案,以及总剂量均为30 Gy的标准、超分割和加速超分割放疗方案,探讨可塑性对TCP的影响。我们的结果证实,在存在可塑性以及对于最具抗性的肿瘤的情况下,肿瘤控制变得越来越困难。对于总剂量相等的情况,观察到增加分割次数起初会提高CSCs和肿瘤清除的概率,但最终会导致较低的TCP。此外,在不存在可塑性的情况下,放疗与靶向治疗(随着CSC分化增加)的联合使用提高了CSCs和肿瘤清除的概率。然而,在存在可塑性的情况下,联合治疗的影响并不显著。

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