Department of Mathematics, Uppsala University, SE-751 06 Uppsala, Sweden.
Proc Natl Acad Sci U S A. 2010 May 4;107(18):8171-6. doi: 10.1073/pnas.0913317107. Epub 2010 Apr 19.
The multistep character of transcription, translation, and protein modification inevitably leads to time delays between sensing gene regulatory signals and responding with changed concentrations of functional proteins. However, the interplay between the time-delayed and the stochastic nature of gene regulation has been poorly investigated. Here we present an extension of the linear noise approximation which makes it possible to estimate second moments--variances and covariances--of fluctuations around stationary states in time-delayed systems. The usefulness of the method is exemplified by analyzing two ubiquitous regulatory motifs. In the first system, we show that there is an optimal combination of transcriptional repression and direct product inhibition in determining the activity of an enzyme system. In particular, we demonstrate that direct product inhibition is necessary to avoid deleterious fluctuations in a system when the gene regulatory response is delayed. The second system is an anabolic motif where the substrate fluxes are balanced by time-delayed regulation responding to the substrate concentrations. The extended linear noise approximation makes it possible to show analytically that increased association rate between the substrates leads to a lower product flux because of increasing unbalance in substrate pools.
转录、翻译和蛋白质修饰的多步骤特性不可避免地导致在感知基因调控信号和响应功能蛋白浓度变化之间存在时间延迟。然而,基因调控的时滞和随机性之间的相互作用还没有得到很好的研究。在这里,我们提出了线性噪声近似的扩展,它使得在时滞系统中估计围绕稳定状态的波动的二阶矩(方差和协方差)成为可能。该方法的有效性通过分析两个普遍存在的调节模体来举例说明。在第一个系统中,我们表明在确定酶系统的活性时,转录抑制和直接产物抑制的最佳组合。特别是,我们证明了当基因调控反应延迟时,直接产物抑制对于避免系统中有害波动是必要的。第二个系统是一种合成代谢模体,其中底物通量通过对底物浓度做出反应的时滞调节来平衡。扩展的线性噪声近似使得可以分析表明,由于底物池的不平衡增加,增加底物之间的缔合速率会导致产物通量降低。