Key Laboratory of Biomedical Engineering of Ministry of Education, Department of Biomedical Engineering, Zhejiang University, Hangzhou 310027, China.
J Theor Biol. 2011 Jan 21;269(1):138-49. doi: 10.1016/j.jtbi.2010.10.016. Epub 2010 Oct 20.
Recent research in cancer biology has suggested the hypothesis that tumors are initiated and driven by a small group of cancer stem cells (CSCs). Furthermore, cancer stem cell niches have been found to be essential in determining fates of CSCs, and several signaling pathways have been proven to play a crucial role in cellular behavior, which could be two important factors in cancer development. To better understand the progression, heterogeneity and treatment response of breast cancer, especially in the context of CSCs, we propose a mathematical model based on the cell compartment method. In this model, three compartments of cellular subpopulations are constructed: CSCs, progenitor cells (PCs), and terminal differentiated cells (TCs). Moreover, (1) the cancer stem cell niche is, considered by modeling its effect on division patterns (symmetric or asymmetric) of CSCs, and (2) the EGFR signaling pathway is integrated by modeling its role in cell proliferation, apoptosis. Our simulation results indicate that (1) a higher probability for symmetric division of CSC may result in a faster expansion of tumor population, and for a larger number of niches, the tumor grows at a slower rate, but the final tumor volume is larger; (2) higher EGFR expression correlates to tumors with larger volumes while a saturation function is observed, and (3) treatments that inhibit tyrosine kinase activity of EGFR may not only repress the tumor volume, but also decrease the CSCs percentages by shifting CSCs from symmetric divisions to asymmetric divisions. These findings suggest that therapies should be designed to effectively control or eliminate the symmetric division of CSCs and to reduce or destroy the CSC niches.
最近的癌症生物学研究提出了一个假设,即肿瘤是由一小群癌症干细胞(CSC)引发和驱动的。此外,已经发现癌症干细胞龛在决定 CSC 命运方面至关重要,并且已经证明几种信号通路在细胞行为中起着关键作用,这可能是癌症发展的两个重要因素。为了更好地理解乳腺癌的进展、异质性和治疗反应,特别是在 CSC 的背景下,我们提出了一个基于细胞区室方法的数学模型。在这个模型中,构建了三个细胞亚群的区室:CSC、祖细胞(PC)和终末分化细胞(TC)。此外,(1)通过建模癌症干细胞龛对 CSC 分裂模式(对称或不对称)的影响来考虑其作用,以及(2)通过建模其在细胞增殖、凋亡中的作用来整合 EGFR 信号通路。我们的模拟结果表明:(1)CSC 对称分裂的概率较高可能导致肿瘤群体更快地扩张,而龛位数量较多时,肿瘤生长速度较慢,但最终肿瘤体积较大;(2)较高的 EGFR 表达与体积较大的肿瘤相关,同时观察到饱和函数;(3)抑制 EGFR 酪氨酸激酶活性的治疗方法不仅可以抑制肿瘤体积,还可以通过将 CSC 从对称分裂转变为不对称分裂来降低 CSC 的比例。这些发现表明,治疗方法应该设计为有效控制或消除 CSC 的对称分裂,并减少或破坏 CSC 龛位。