We study time continuous branching processes with exponentially distributed lifetimes, with two types of cells that proliferate according to binary fission. A range of possible system dynamics are considered, each of which is characterized by the mutation rate of the original cells and the survival probability of the altered cells' progeny. For each system, we derive a closed-form expression for the joint probability generating function of cell counts, and perform asymptotic analysis on the behaviors of the cell population with particular focus on probability of extinction. Part of our results confirms known properties of branching processes using a different approach while other are original. While the model is best suited for modeling the fate of differentiating stem cells, we discuss other scenarios in which these system dynamics may be applicable in real life. We also discuss the history of the subject.
翻译:我们研究具有指数分布寿命的连续分流过程,有两种类型的细胞根据二进制裂变而扩散。考虑了一系列可能的系统动态,每种系统动态的特点是原始细胞的突变率和变换细胞后代的生存概率。对于每一种系统,我们为细胞计数的联合概率产生功能得出一个封闭式表达方式,对细胞群的行为进行无症状分析,特别侧重于灭绝的概率。我们的部分结果证实了使用不同方法分解过程的已知特性,而其他方法则是原始的。虽然模型最适合模拟区别干细胞的命运,但我们讨论了这些系统动态在现实生活中可能适用的其他情景。我们还讨论了该主题的历史。