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表征可逆表型可塑性癌症动态过程中的超调与表型平衡。

The overshoot and phenotypic equilibrium in characterizing cancer dynamics of reversible phenotypic plasticity.

作者信息

Chen Xiufang, Wang Yue, Feng Tianquan, Yi Ming, Zhang Xingan, Zhou Da

机构信息

School of Computer Science and Information Engineering, Qilu Institute of Technology, Jinan, Shandong 250000, PR China; School of Mathematics and Statistics, Central China Normal University, Wuhan 430079, PR China.

Department of Applied Mathematics, University of Washington, Seattle, WA 98195, USA.

出版信息

J Theor Biol. 2016 Feb 7;390:40-9. doi: 10.1016/j.jtbi.2015.11.008. Epub 2015 Nov 28.

Abstract

The paradigm of phenotypic plasticity indicates reversible relations of different cancer cell phenotypes, which extends the cellular hierarchy proposed by the classical cancer stem cell (CSC) theory. Since it is still questionable if the phenotypic plasticity is a crucial improvement to the hierarchical model or just a minor extension to it, it is worthwhile to explore the dynamic behavior characterizing the reversible phenotypic plasticity. In this study we compare the hierarchical model and the reversible model in predicting the cell-state dynamics observed in biological experiments. Our results show that the hierarchical model shows significant disadvantages over the reversible model in describing both long-term stability (phenotypic equilibrium) and short-term transient dynamics (overshoot) in cancer cell populations. In a very specific case in which the total growth of population due to each cell type is identical, the hierarchical model predicts neither phenotypic equilibrium nor overshoot, whereas the reversible model succeeds in predicting both of them. Even though the performance of the hierarchical model can be improved by relaxing the specific assumption, its prediction to the phenotypic equilibrium strongly depends on a precondition that may be unrealistic in biological experiments. Moreover, it still does not show as rich dynamics as the reversible model in capturing the overshoots of both CSCs and non-CSCs. By comparison, it is more likely for the reversible model to correctly predict the stability of the phenotypic mixture and various types of overshoot behavior.

摘要

表型可塑性范式表明不同癌细胞表型之间存在可逆关系,这扩展了经典癌症干细胞(CSC)理论提出的细胞层次结构。由于表型可塑性究竟是对层次模型的关键改进还是只是对其的微小扩展仍存在疑问,因此探索表征可逆表型可塑性的动态行为是值得的。在本研究中,我们比较了层次模型和可逆模型在预测生物学实验中观察到的细胞状态动态方面的表现。我们的结果表明,在描述癌细胞群体的长期稳定性(表型平衡)和短期瞬态动态(超调)方面,层次模型相对于可逆模型存在显著劣势。在每种细胞类型导致的群体总生长相同的非常特殊情况下,层次模型既无法预测表型平衡也无法预测超调,而可逆模型成功地预测了这两者。即使通过放宽特定假设可以提高层次模型的性能,但其对表型平衡的预测强烈依赖于一个在生物学实验中可能不现实的前提条件。此外,在捕捉CSC和非CSC的超调方面,它仍然没有表现出像可逆模型那样丰富的动态。相比之下,可逆模型更有可能正确预测表型混合物的稳定性和各种类型的超调行为。

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