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大型肿瘤细胞群体生长的从头算唯象模拟。

Ab initio phenomenological simulation of the growth of large tumor cell populations.

作者信息

Chignola Roberto, Del Fabbro Alessio, Pellegrina Chiara Dalla, Milotti Edoardo

机构信息

Dipartimento Scientifico e Tecnologico, Università di Verona, Verona, Italy.

出版信息

Phys Biol. 2007 Jun 12;4(2):114-33. doi: 10.1088/1478-3975/4/2/005.

DOI:10.1088/1478-3975/4/2/005
PMID:17664656
Abstract

In a previous paper we have introduced a phenomenological model of cell metabolism and of the cell cycle to simulate the behavior of large tumor cell populations (Chignola and Milotti 2005 Phys. Biol. 2 8). Here we describe a refined and extended version of the model that includes some of the complex interactions between cells and their surrounding environment. The present version takes into consideration several additional energy-consuming biochemical pathways such as protein and DNA synthesis, the tuning of extracellular pH and of the cell membrane potential. The control of the cell cycle, which was previously modeled by means of ad hoc thresholds, has been directly addressed here by considering checkpoints from proteins that act as targets for phosphorylation on multiple sites. As simulated cells grow, they can now modify the chemical composition of the surrounding environment which in turn acts as a feedback mechanism to tune cell metabolism and hence cell proliferation: in this way we obtain growth curves that match quite well those observed in vitro with human leukemia cell lines. The model is strongly constrained and returns results that can be directly compared with actual experiments, because it uses parameter values in narrow ranges estimated from experimental data, and in perspective we hope to utilize it to develop in silico studies of the growth of very large tumor cell populations (10(6) cells or more) and to support experimental research. In particular, the program is used here to make predictions on the behavior of cells grown in a glucose-poor medium: these predictions are confirmed by experimental observation.

摘要

在之前的一篇论文中,我们引入了一个细胞代谢和细胞周期的唯象模型,以模拟大型肿瘤细胞群体的行为(Chignola和Milotti,2005年,《物理生物学》2卷8期)。在此,我们描述该模型的一个改进和扩展版本,其中纳入了细胞与其周围环境之间的一些复杂相互作用。当前版本考虑了几个额外的耗能生化途径,如蛋白质和DNA合成、细胞外pH值和细胞膜电位的调节。细胞周期的控制,以前是通过特设阈值进行建模的,这里通过考虑作为多位点磷酸化靶点的蛋白质的检查点来直接处理。随着模拟细胞的生长,它们现在可以改变周围环境的化学成分,而这反过来又作为一种反馈机制来调节细胞代谢,从而调节细胞增殖:通过这种方式,我们得到的生长曲线与在体外用人白血病细胞系观察到的曲线相当吻合。该模型受到严格限制,并返回可以直接与实际实验进行比较的结果,因为它使用从实验数据估计的窄范围内的参数值,并且从长远来看,我们希望利用它来开展对非常大的肿瘤细胞群体(10^6个细胞或更多)生长的计算机模拟研究,并支持实验研究。特别是,这里使用该程序对在低糖培养基中生长的细胞行为进行预测:这些预测得到了实验观察的证实。

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1
Ab initio phenomenological simulation of the growth of large tumor cell populations.大型肿瘤细胞群体生长的从头算唯象模拟。
Phys Biol. 2007 Jun 12;4(2):114-33. doi: 10.1088/1478-3975/4/2/005.
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Dynamics of tissue topology during cancer invasion and metastasis.肿瘤侵袭和转移过程中的组织拓扑动力学。
Phys Biol. 2013 Dec;10(6):065003. doi: 10.1088/1478-3975/10/6/065003. Epub 2013 Dec 4.
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Sci Rep. 2012;2:990. doi: 10.1038/srep00990. Epub 2012 Dec 18.
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Emergent properties of tumor microenvironment in a real-life model of multicell tumor spheroids.多细胞肿瘤球体真实生活模型中的肿瘤微环境的突发特性。
PLoS One. 2010 Nov 30;5(11):e13942. doi: 10.1371/journal.pone.0013942.