Modeling escape from extinction with decomposable multi-type Sevastyanov branching processes

Pub Date : 2022-03-25 DOI:10.1080/15326349.2022.2041037
Kaloyan N. Vitanov, M. Slavtchova-Bojkova
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Abstract

Abstract Biological populations under stress often face certain extinction unless they adapt toward unfavorable circumstances. In some scenarios such adaptation can assume the form of mutations within the genome of the population (e.g., cancer cells resisting chemotherapy, viruses developing resistance toward a vaccine), while in other scenarios adaptation can be in the form of movement toward some physical location (e.g., spreading of cancer cells to parts of the organism unaffected by treatment, animal populations fleeing polluted areas or areas struck by disaster). Regardless of the particular situation, it is often the case that cells/individuals with different levels of adaptation (which we may group into types) emerge among the cells/individuals of a stressed population. We propose a decomposable multi-type Sevastyanov branching process (possibly with multiple supercritical types) for modeling relevant aspects of the dynamics of such populations. The branching process developed within this paper is a generalization of the decomposable multi-type age-dependent branching process with a single supercritical type considered in Slavtchova-Bojkova and Vitanov. With respect to Slavtchova-Bojkova and Vitanov, we introduce additional, possibly supercritical, types into the interaction scheme between types, further, we incorporate possible dependence of the reproductive capabilities of cells/individuals from their age. We obtain a system of integral equations for the probability generating function of the new process and accordingly expand previous results from Slavtchova-Bojkova and Vitanov concerning probabilities of extinction, number of occurred mutations, waiting time to escape mutant, and immediate risk of escaping extinction. We also provide a general numerical scheme for calculating obtained systems of integral equations.
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用可分解多类型Sevastyanov分支过程模拟灭绝逃逸
摘要处于压力下的生物种群往往面临一定的灭绝,除非它们适应不利的环境。在某些情况下,这种适应可以采取群体基因组内突变的形式(例如抵抗化疗的癌症细胞、对疫苗产生耐药性的病毒),而在其他情况下,适应可以是向某些物理位置移动的形式(例如,癌症细胞扩散到未受治疗影响的生物体部分,逃离污染地区或受灾地区的动物种群)。无论具体情况如何,通常情况下,在压力群体的细胞/个体中会出现具有不同适应水平的细胞/个人(我们可以将其分为不同类型)。我们提出了一个可分解的多类型Sevastyanov分支过程(可能有多种超临界类型),用于建模这些种群动力学的相关方面。本文中发展的分支过程是Slavthova Bojkova和Vitanov中考虑的具有单一超临界类型的可分解多类型年龄相关分支过程的推广。关于Slavthova Bojkova和Vitanov,我们在类型之间的相互作用方案中引入了额外的,可能是超临界的类型,此外,我们还纳入了细胞/个体从其年龄起的生殖能力的可能依赖性。我们获得了新过程的概率生成函数的积分方程组,并相应地扩展了Slavthova Bojkova和Vitanov关于灭绝概率、发生突变的数量、逃离突变的等待时间和逃离灭绝的直接风险的先前结果。我们还提供了一个计算积分方程组的通用数值格式。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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