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Cancer systems biology and modeling: Microscopic scale and multiscale approaches

机译:癌症系统生物学和建模:微观尺度和多尺度方法

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Cancer has become known as a complex and systematic disease on macroscopic, mesoscopic and microscopic scales. Systems biology employs state-of-the-art computational theories and high-throughput experimental data to model and simulate complex biological procedures such as cancer, which involves genetic and epigenetic, in addition to intracellular and extracellular complex interaction networks. In this paper, different systems biology modeling techniques such as systems of differential equations, stochastic methods, Boolean networks, Petri nets, cellular automata methods and agent-based systems are concisely discussed. We have compared the mentioned formalisms and tried to address the span of applicability they can bear on emerging cancer modeling and simulation approaches. Different scales of cancer modeling, namely, microscopic, mesoscopic and macroscopic scales are explained followed by an illustration of angiogenesis in microscopic scale of the cancer modeling. Then, the modeling of cancer cell proliferation and survival are examined on a microscopic scale and the modeling of multiscale tumor growth is explained along with its advantages. (C) 2014 Elsevier Ltd. All rights reserved.
机译:在宏观,介观和微观尺度上,癌症已成为一种复杂而系统的疾病。系统生物学利用最新的计算理论和高通量实验数据来建模和模拟复杂的生物程序,例如癌症,除了细胞内和细胞外复杂的相互作用网络外,还涉及遗传和表观遗传学。在本文中,简要讨论了不同的系统生物学建模技术,例如微分方程系统,随机方法,布尔网络,Petri网,元胞自动机方法和基于代理的系统。我们对上述形式主义进行了比较,并试图解决它们在新兴的癌症建模和模拟方法上可以应用的范围。解释了不同尺度的癌症模型,即微观,介观和宏观尺度,随后以微观模型说明了血管生成。然后,在微观尺度上检查了癌细胞增殖和存活的模型,并解释了多尺度肿瘤生长的模型及其优点。 (C)2014 Elsevier Ltd.保留所有权利。

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