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基因型-表型图谱中的随机性:对风险对冲的稳健性和持久性的影响。

Stochasticity in the Genotype-Phenotype Map: Implications for the Robustness and Persistence of Bet-Hedging.

作者信息

Nichol Daniel, Robertson-Tessi Mark, Jeavons Peter, Anderson Alexander R A

机构信息

Department of Computer Science, University of Oxford, OX1 3QD, United Kingdom

Department of Integrated Mathematical Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida 33612.

出版信息

Genetics. 2016 Dec;204(4):1523-1539. doi: 10.1534/genetics.116.193474. Epub 2016 Oct 21.

Abstract

Nongenetic variation in phenotypes, or bet-hedging, has been observed as a driver of drug resistance in both bacterial infections and cancers. Here, we study how bet-hedging emerges in genotype-phenotype (GP) mapping through a simple interaction model: a molecular switch. We use simple chemical reaction networks to implement stochastic switches that map gene products to phenotypes, and investigate the impact of structurally distinct mappings on the evolution of phenotypic heterogeneity. Bet-hedging naturally emerges within this model, and is robust to evolutionary loss through mutations to both the expression of individual genes, and to the network itself. This robustness explains an apparent paradox of bet-hedging-why does it persist in environments where natural selection necessarily acts to remove it? The structure of the underlying molecular mechanism, itself subject to selection, can slow the evolutionary loss of bet-hedging to ensure a survival mechanism against environmental catastrophes even when they are rare. Critically, these properties, taken together, have profound implications for the use of treatment-holidays to combat bet-hedging-driven resistant disease, as the efficacy of breaks from treatment will ultimately be determined by the structure of the GP mapping.

摘要

表型的非遗传变异,即风险对冲,已被视为细菌感染和癌症中耐药性的驱动因素。在此,我们通过一个简单的相互作用模型——分子开关,研究风险对冲在基因型 - 表型(GP)映射中是如何出现的。我们使用简单的化学反应网络来实现将基因产物映射到表型的随机开关,并研究结构不同的映射对表型异质性进化的影响。在这个模型中,风险对冲自然出现,并且对于因单个基因表达突变以及网络自身突变导致的进化损失具有鲁棒性。这种鲁棒性解释了风险对冲的一个明显悖论——为什么它在自然选择必然会将其消除的环境中仍然存在?潜在分子机制的结构本身也会受到选择,它可以减缓风险对冲的进化损失,以确保即使在环境灾难罕见的情况下也能有一种生存机制。至关重要的是,这些特性综合起来,对于利用治疗间歇来对抗由风险对冲驱动的耐药疾病具有深远影响,因为治疗中断的效果最终将由GP映射的结构决定。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7cf/5161283/0243a6b7b9dd/1523fig1.jpg

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