Kaveh Kamran, Kohandel Mohammad, Sivaloganathan Siv
Department of Applied Mathematics, University of Waterloo, Waterloo, ON N2L 3G1, Canada.
Department of Applied Mathematics, University of Waterloo, Waterloo, ON N2L 3G1, Canada.
Math Biosci. 2016 Feb;272:64-75. doi: 10.1016/j.mbs.2015.11.012. Epub 2015 Dec 10.
The cancer stem cell hypothesis has evolved into one of the most important paradigms in cancer research. According to cancer stem cell hypothesis, somatic mutations in a subpopulation of cells can transform them into cancer stem cells with the unique potential of tumour initiation. Stem cells have the potential to produce lineages of non-stem cell populations (differentiated cells) via a ubiquitous hierarchal division scheme. Differentiation of a stem cell into (partially) differentiated cells can happen either symmetrically or asymmetrically. The selection dynamics of a mutant cancer stem cell should be investigated in the light of a stem cell proliferation hierarchy and presence of a non-stem cell population. By constructing a three-compartment Moran-type model composed of normal stem cells, mutant (cancer) stem cells and differentiated cells, we derive the replicator dynamics of stem cell frequencies where asymmetric differentiation and differentiated cell death rates are included in the model. We determine how these new factors change the conditions for a successful mutant invasion and discuss the variation on the steady state fraction of the population as different model parameters are changed. By including the phenotypic plasticity/dedifferentiation, in which a progenitor/differentiated cell can transform back into a cancer stem cell, we show that the effective fitness of mutant stem cells is not only determined by their proliferation and death rates but also according to their dedifferentiation potential. By numerically solving the model we derive the phase diagram of the advantageous and disadvantageous phases of cancer stem cells in the space of proliferation and dedifferentiation potentials. The result shows that at high enough dedifferentiation rates even a previously disadvantageous mutant can take over the population of normal stem cells. This observation has implications in different areas of cancer research including experimental observations that imply metastatic cancer stem cell types might have lower proliferation potential than other stem cell phenotypes while showing much more phenotypic plasticity and can undergo clonal expansion.
癌症干细胞假说已发展成为癌症研究中最重要的范式之一。根据癌症干细胞假说,细胞亚群中的体细胞突变可将它们转化为具有肿瘤起始独特潜能的癌症干细胞。干细胞有潜力通过普遍存在的层级分裂机制产生非干细胞群体(分化细胞)谱系。干细胞向(部分)分化细胞的分化可以对称或不对称方式发生。应根据干细胞增殖层级和非干细胞群体的存在情况来研究突变癌症干细胞的选择动态。通过构建一个由正常干细胞、突变(癌症)干细胞和分化细胞组成的三室莫兰型模型,我们推导了包含不对称分化和分化细胞死亡率的干细胞频率复制动态。我们确定这些新因素如何改变成功的突变入侵条件,并讨论随着不同模型参数的变化群体稳态分数的变化。通过纳入表型可塑性/去分化,即祖细胞/分化细胞可转化回癌症干细胞,我们表明突变干细胞的有效适应性不仅由其增殖和死亡率决定,还取决于其去分化潜能。通过数值求解模型,我们在增殖和去分化潜能空间中推导了癌症干细胞有利和不利阶段的相图。结果表明,在足够高的去分化率下,即使是先前不利的突变体也能取代正常干细胞群体。这一观察结果在癌症研究的不同领域具有启示意义,包括一些实验观察结果表明转移性癌症干细胞类型的增殖潜能可能低于其他干细胞表型,同时表现出更多的表型可塑性并能进行克隆扩增。