Picco Noemi, Gatenby Robert A, Anderson Alexander R A
IEEE Trans Biomed Eng. 2017 Mar;64(3):528-537. doi: 10.1109/TBME.2016.2607183. Epub 2016 Sep 8.
Cancer stem cells (CSCs) have been hypothesized to initiate and drive tumor growth and recurrence due to their self-renewal ability. If correct, this hypothesis implies that successful therapy must focus primarily on eradication of this CSC fraction. However, recent evidence suggests stemness is niche dependent and may represent one of many phenotypic states that can be accessed by many cancer genotypes when presented with specific environmental cues. A better understanding of the relationship of stemness to niche-related phenotypic plasticity could lead to alternative treatment strategies.
Here, we investigate the role of environmental context in the expression of stem-like cell properties through in-silico simulation of ductal carcinoma. We develop a two-dimensional hybrid discrete-continuum cellular automata model to describe the single-cell scale dynamics of multicellular tissue formation. Through a suite of simulations, we investigate interactions between a phenotypically heterogeneous cancer cell population and a dynamic environment.
We generate homeostatic ductal structures that consist of a mixture of stem and differentiated cells governed by both intracellular and environmental dynamics. We demonstrate that a wide spectrum of tumor-like histologies can result from these structures by varying microenvironmental parameters.
Niche driven phenotypic plasticity offers a simple first-principle explanation for the diverse ductal structures observed in histological sections from breast cancer.
Conventional models of carcinogenesis largely focus on mutational events. We demonstrate that variations in the environmental niche can produce intraductal cancers independent of genetic changes in the resident cells. Therapies targeting the microenvironmental niche may offer an alternative cancer prevention strategy.
癌症干细胞(CSCs)因其自我更新能力被认为是启动和驱动肿瘤生长及复发的原因。如果这一假设正确,那么成功的治疗必须主要聚焦于根除这部分癌症干细胞。然而,最近的证据表明干性是由微环境决定的,并且可能代表了许多癌症基因型在特定环境线索下能够呈现的众多表型状态之一。更好地理解干性与微环境相关表型可塑性之间的关系可能会带来其他治疗策略。
在此,我们通过对导管癌的计算机模拟来研究环境背景在干细胞样细胞特性表达中的作用。我们开发了一个二维混合离散 - 连续细胞自动机模型来描述多细胞组织形成的单细胞尺度动态。通过一系列模拟,我们研究了表型异质的癌细胞群体与动态环境之间的相互作用。
我们生成了由受细胞内和环境动态控制的干细胞和分化细胞混合组成的稳态导管结构。我们证明,通过改变微环境参数,这些结构可导致广泛的肿瘤样组织学特征。
微环境驱动的表型可塑性为乳腺癌组织切片中观察到的多样导管结构提供了一个简单的第一性原理解释。
传统的致癌模型主要关注突变事件。我们证明,环境微环境的变化可产生与驻留细胞基因变化无关的导管内癌症。针对微环境的治疗可能提供一种替代的癌症预防策略。