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Systems oncology: Towards patient-specific treatment regimes informed by multiscale mathematical modelling

机译:系统肿瘤学:通过多尺度数学建模了解针对患者的治疗方案

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摘要

The multiscale complexity of cancer as a disease necessitates a corresponding multiscale modelling approach to produce truly predictive mathematical models capable of improving existing treatment protocols. To capture all the dynamics of solid tumour growth and its progression, mathematical modellers need to couple biological processes occurring at various spatial and temporal scales (from genes to tissues). Because effectiveness of cancer therapy is considerably affected by intracellular and extracellular heterogeneities as well as by the dynamical changes in the tissue microenvironment, any model attempt to optimise existing protocols must consider these factors ultimately leading to improved multimodal treatment regimes. By improving existing and building new mathematical models of cancer, modellers can play important role in preventing the use of potentially sub-optimal treatment combinations. In this paper, we analyse a multiscale computational mathematical model for cancer growth and spread, incorporating the multiple effects of radiation therapy and chemotherapy in the patient survival probability and implement the model using two different cell based modelling techniques. We show that the insights provided by such multiscale modelling approaches can ultimately help in designing optimal patient-specific multi-modality treatment protocols that may increase patients quality of life. (C) 2014 Elsevier Ltd. All rights reserved.
机译:作为疾病的癌症的多尺度复杂性需要相应的多尺度建模方法来产生能够改善现有治疗方案的真正的预测性数学模型。为了捕获实体瘤生长及其进展的所有动态,数学建模者需要将发生在各种时空尺度(从基因到组织)的生物学过程耦合在一起。由于癌症治疗的有效性受细胞内和细胞外异质性以及组织微环境动态变化的影响很大,因此任何试图优化现有方案的模型都必须考虑这些因素,最终导致改进的多模式治疗方案。通过改善现有的癌症模型并建立新的数学模型,建模人员可以在防止使用潜在的次优治疗组合中发挥重要作用。在本文中,我们分析了癌症生长和扩散的多尺度计算数学模型,将放射治疗和化学疗法对患者生存率的多重影响结合在一起,并使用两种基于细胞的建模技术来实现该模型。我们表明,这种多尺度建模方法提供的见解最终可以帮助设计最佳的针对患者的多模式治疗方案,从而提高患者的生活质量。 (C)2014 Elsevier Ltd.保留所有权利。

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