Bratsun Dmitri, Volfson Dmitri, Tsimring Lev S, Hasty Jeff
Department of Bioengineering, University of California at San Diego, La Jolla, CA 92093, USA.
Proc Natl Acad Sci U S A. 2005 Oct 11;102(41):14593-8. doi: 10.1073/pnas.0503858102. Epub 2005 Sep 30.
The small number of reactant molecules involved in gene regulation can lead to significant fluctuations in intracellular mRNA and protein concentrations, and there have been numerous recent studies devoted to the consequences of such noise at the regulatory level. Theoretical and computational work on stochastic gene expression has tended to focus on instantaneous transcriptional and translational events, whereas the role of realistic delay times in these stochastic processes has received little attention. Here, we explore the combined effects of time delay and intrinsic noise on gene regulation. Beginning with a set of biochemical reactions, some of which are delayed, we deduce a truncated master equation for the reactive system and derive an analytical expression for the correlation function and power spectrum. We develop a generalized Gillespie algorithm that accounts for the non-Markovian properties of random biochemical events with delay and compare our analytical findings with simulations. We show how time delay in gene expression can cause a system to be oscillatory even when its deterministic counterpart exhibits no oscillations. We demonstrate how such delay-induced instabilities can compromise the ability of a negative feedback loop to reduce the deleterious effects of noise. Given the prevalence of negative feedback in gene regulation, our findings may lead to new insights related to expression variability at the whole-genome scale.
参与基因调控的反应物分子数量较少,可能导致细胞内信使核糖核酸(mRNA)和蛋白质浓度出现显著波动,近期已有大量研究致力于探讨这种噪声在调控层面的影响。关于随机基因表达的理论和计算工作往往侧重于瞬时转录和翻译事件,而实际延迟时间在这些随机过程中的作用却很少受到关注。在此,我们探讨时间延迟和内在噪声对基因调控的综合影响。从一组生化反应开始,其中一些反应存在延迟,我们推导出反应系统的截断主方程,并得出相关函数和功率谱的解析表达式。我们开发了一种广义 Gillespie 算法,该算法考虑了具有延迟的随机生化事件的非马尔可夫性质,并将我们的解析结果与模拟结果进行比较。我们展示了基因表达中的时间延迟如何导致系统产生振荡,即使其确定性对应物不表现出振荡。我们证明了这种延迟诱导的不稳定性如何损害负反馈回路降低噪声有害影响的能力。鉴于负反馈在基因调控中的普遍性,我们的发现可能会为全基因组水平的表达变异性带来新的见解。