Tumor heterogeneity and progression: conceptual foundations for modeling.

Invasion & metastasis Pub Date : 1996-01-01
L D Greller, F L Tobin, G Poste
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Abstract

A conceptual foundation for modeling tumor progression, growth, and heterogeneity is presented. The purpose of such models is to aid understanding, test ideas, formulate experiments, and to model cancer 'in machina' to address the dynamic features of tumor cell heterogeneity, progression, and growth. The descriptive capabilities of such an approach provides a consistent language for qualitatively reasoning about tumor behavior. This approach provides a schema for building conceptual models that combine three key phenomenological driving elements: growth, progression, and genetic instability. The growth element encompasses processes contributing to changes in tumor bulk and is distinct from progression per se. The progression element subsumes a broad collection of processes underlying phenotypic progression. The genetics elements represents heritable changes which potentially affect tumor character and behavior. Models, conceptual and mathematical, can be built for different tumor situations by drawing upon the interaction of these three distinct driving elements. These models can be used as tools to explore a diversity of hypotheses concerning dynamic changes in cellular populations during tumor progression, including the generation of intratumor heterogeneity. Such models can also serve to guide experimentation and to gain insight into dynamic aspects of complex tumor behavior.

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肿瘤异质性和进展:模型的概念基础。
提出了肿瘤进展、生长和异质性建模的概念基础。这些模型的目的是帮助理解,测试想法,制定实验,并模拟癌症的“机器”,以解决肿瘤细胞异质性,进展和生长的动态特征。这种方法的描述能力为肿瘤行为的定性推理提供了一致的语言。这种方法提供了一种构建概念模型的模式,该模型结合了三个关键的现象学驱动因素:生长、进步和遗传不稳定性。生长因素包括有助于肿瘤体积变化的过程,与本身的进展不同。进展要素包含了表型进展背后的一系列广泛的过程。遗传因素代表可能影响肿瘤特征和行为的可遗传变化。通过利用这三种不同驱动因素的相互作用,可以为不同的肿瘤情况建立概念和数学模型。这些模型可以作为工具来探索关于肿瘤进展过程中细胞群动态变化的多种假设,包括肿瘤内异质性的产生。这样的模型也可以用于指导实验和深入了解复杂肿瘤行为的动态方面。
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