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基因扩增的动力学被描述为多类型区室模型和分支过程。

The dynamics of gene amplification described as a multitype compartmental model and as a branching process.

作者信息

Harnevo L E, Agur Z

机构信息

Department of Applied Mathematics and Computer Science, Weizmann Institute of Science, Rehovot, Israel.

出版信息

Math Biosci. 1991 Feb;103(1):115-38. doi: 10.1016/0025-5564(91)90094-y.

Abstract

The present work is aimed at developing the mathematical tools by which the dynamics of gene amplification (GA) can be described in detail. Some discrete compartmental models of GA by disproportionate replication and a general model for other putative GA mechanisms are presented and analyzed. The dynamical distribution of gene copy number in the cell population is calculated with the loss of cells taken either as constant or as copy-number-dependent. Our analysis shows that for a one-copy GA process with constant loss of cells, the relative frequency of single-gene-copy cells (sensitive cells) converges to zero, with the rate of convergence depending on the amplification probability. In contrast, for a one-copy GA process with copy-number-dependent loss of cells, the relative frequency of single-copy cells is bounded, implying a bounded compartment of many-gene-copy cells. Using branching processes theory we calculate the dynamical distribution of the single-gene-copy compartment as well as its extinction probability. Our models are used for estimating treatment prognosis as affected by drug resistance due to GA, showing significant differences in prognosis resulting from small changes in drug dose.

摘要

本研究旨在开发数学工具,以便能够详细描述基因扩增(GA)的动力学过程。本文提出并分析了一些通过不均衡复制实现基因扩增的离散区室模型,以及其他假定基因扩增机制的通用模型。在考虑细胞损失为常数或与拷贝数相关的情况下,计算了细胞群体中基因拷贝数的动态分布。我们的分析表明,对于细胞损失恒定的单拷贝基因扩增过程,单基因拷贝细胞(敏感细胞)的相对频率收敛于零,收敛速率取决于扩增概率。相比之下,对于细胞损失与拷贝数相关的单拷贝基因扩增过程,单拷贝细胞的相对频率是有界的,这意味着多基因拷贝细胞存在一个有界区室。利用分支过程理论,我们计算了单基因拷贝区室的动态分布及其灭绝概率。我们的模型用于评估由于基因扩增导致的耐药性对治疗预后的影响,结果表明药物剂量的微小变化会导致预后出现显著差异。

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