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乳腺癌进展的多尺度模型。

Multiscale models of breast cancer progression.

机构信息

School of Chemical and Biomolecular Engineering, 244 Olin Hall, Cornell University, Ithaca, NY 14853, USA.

出版信息

Ann Biomed Eng. 2012 Nov;40(11):2488-500. doi: 10.1007/s10439-012-0655-8. Epub 2012 Sep 25.

Abstract

Breast cancer initiation, invasion and metastasis span multiple length and time scales. Molecular events at short length scales lead to an initial tumorigenic population, which left unchecked by immune action, acts at increasingly longer length scales until eventually the cancer cells escape from the primary tumor site. This series of events is highly complex, involving multiple cell types interacting with (and shaping) the microenvironment. Multiscale mathematical models have emerged as a powerful tool to quantitatively integrate the convective-diffusion-reaction processes occurring on the systemic scale, with the molecular signaling processes occurring on the cellular and subcellular scales. In this study, we reviewed the current state of the art in cancer modeling across multiple length scales, with an emphasis on the integration of intracellular signal transduction models with pro-tumorigenic chemical and mechanical microenvironmental cues. First, we reviewed the underlying biomolecular origin of breast cancer, with a special emphasis on angiogenesis. Then, we summarized the development of tissue engineering platforms which could provide high-fidelity ex vivo experimental models to identify and validate multiscale simulations. Lastly, we reviewed top-down and bottom-up multiscale strategies that integrate subcellular networks with the microenvironment. We present models of a variety of cancers, in addition to breast cancer specific models. Taken together, we expect as the sophistication of the simulations increase, that multiscale modeling and bottom-up agent-based models in particular will become an increasingly important platform technology for basic scientific discovery, as well as the identification and validation of potentially novel therapeutic targets.

摘要

乳腺癌的发生、浸润和转移跨越多个长度和时间尺度。短尺度上的分子事件导致初始肿瘤发生群体,如果不受免疫作用的控制,它们将在越来越长的长度尺度上发挥作用,直到癌细胞最终从原发肿瘤部位逃逸。这一系列事件非常复杂,涉及多种细胞类型与(塑造)微环境相互作用。多尺度数学模型已成为一种强大的工具,可以定量整合系统尺度上发生的对流-扩散-反应过程,以及细胞和亚细胞尺度上发生的分子信号转导过程。在本研究中,我们综述了跨多个长度尺度的癌症建模的最新进展,重点是将细胞内信号转导模型与促肿瘤发生的化学和机械微环境线索相结合。首先,我们回顾了乳腺癌的潜在生物分子起源,特别强调了血管生成。然后,我们总结了组织工程平台的发展,这些平台可以提供高保真的体外实验模型,以识别和验证多尺度模拟。最后,我们综述了自上而下和自下而上的多尺度策略,这些策略将亚细胞网络与微环境相结合。我们展示了各种癌症的模型,除了乳腺癌特定模型。总之,我们预计随着模拟的复杂性增加,多尺度建模和自下而上的基于代理的模型将成为基础科学发现以及潜在新治疗靶点的识别和验证的越来越重要的平台技术。

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Multiscale models of breast cancer progression.乳腺癌进展的多尺度模型。
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