Pasani Satwik, Sahoo Sarthak, Jolly Mohit Kumar
Centre for BioSystems Science and Engineering, Indian Institute of Science, Bangalore 560012, India.
Undergraduate Programme, Indian Institute of Science, Bangalore 560012, India.
J Clin Med. 2020 Dec 26;10(1):60. doi: 10.3390/jcm10010060.
Metastasis remains an unsolved clinical challenge. Two crucial features of metastasizing cancer cells are (a) their ability to dynamically move along the epithelial-hybrid-mesenchymal spectrum and (b) their tumor initiation potential or stemness. With increasing functional characterization of hybrid epithelial/mesenchymal (E/M) phenotypes along the spectrum, recent in vitro and in vivo studies have suggested an increasing association of hybrid E/M phenotypes with stemness. However, the mechanistic underpinnings enabling this association remain unclear. Here, we develop a mechanism-based mathematical modeling framework that interrogates the emergent nonlinear dynamics of the coupled network modules regulating E/M plasticity (miR-200/ZEB) and stemness (LIN28/let-7). Simulating the dynamics of this coupled network across a large ensemble of parameter sets, we observe that hybrid E/M phenotype(s) are more likely to acquire stemness relative to "pure" epithelial or mesenchymal states. We also integrate multiple "phenotypic stability factors" (PSFs) that have been shown to stabilize hybrid E/M phenotypes both in silico and in vitro-such as OVOL1/2, GRHL2, and NRF2-with this network, and demonstrate that the enrichment of hybrid E/M phenotype(s) with stemness is largely conserved in the presence of these PSFs. Thus, our results offer mechanistic insights into recent experimental observations of hybrid E/M phenotype(s) that are essential for tumor initiation and highlight how this feature is embedded in the underlying topology of interconnected EMT (Epithelial-Mesenchymal Transition) and stemness networks.
转移仍然是一个尚未解决的临床挑战。转移性癌细胞的两个关键特征是:(a)它们能够沿着上皮-混合-间充质谱系动态移动;(b)它们具有肿瘤起始潜能或干性。随着沿谱系对混合上皮/间充质(E/M)表型功能特征的不断深入研究,最近的体外和体内研究表明,混合E/M表型与干性之间的关联日益增加。然而,促成这种关联的机制基础仍不清楚。在此,我们开发了一个基于机制的数学建模框架,该框架研究调节E/M可塑性(miR-200/ZEB)和干性(LIN28/let-7)的耦合网络模块的涌现非线性动力学。通过在大量参数集上模拟这个耦合网络的动力学,我们观察到相对于“纯”上皮或间充质状态,混合E/M表型更有可能获得干性。我们还将多个已被证明在计算机模拟和体外实验中能稳定混合E/M表型的“表型稳定性因子”(PSF),如OVOL1/2、GRHL2和NRF2,整合到这个网络中,并证明在这些PSF存在的情况下,混合E/M表型与干性的富集在很大程度上是保守的。因此,我们的结果为混合E/M表型的最新实验观察提供了机制性见解,这些见解对于肿瘤起始至关重要,并突出了这一特征是如何嵌入到相互连接的上皮-间充质转化(EMT)和干性网络的基础拓扑结构中的。