Center for Systems Biology, University of Iceland, Reykjavik, Iceland.
Biophys J. 2010 May 19;98(10):2072-81. doi: 10.1016/j.bpj.2010.01.060.
The constraint-based reconstruction and analysis approach has recently been extended to describe Escherichia coli's transcriptional and translational machinery. Here, we introduce the concept of reaction coupling to represent the dependency between protein synthesis and utilization. These coupling constraints lead to a significant contraction of the feasible set of steady-state fluxes. The subset of alternate optimal solutions (AOS) consistent with maximal ribosome production was calculated. The majority of transcriptional and translational reactions were active for all of these AOS, showing that the network has a low degree of redundancy. Furthermore, all calculated AOS contained the qualitative expression of at least 92% of the known essential genes. Principal component analysis of AOS demonstrated that energy currencies (ATP, GTP, and phosphate) dominate the network's capability to produce ribosomes. Additionally, we identified regulatory control points of the network, which include the transcription reactions of sigma70 (RpoD) as well as that of a degradosome component (Rne) and of tRNA charging (ValS). These reactions contribute significant variance among AOS. These results show that constraint-based modeling can be applied to gain insight into the systemic properties of E. coli's transcriptional and translational machinery.
基于约束的重建和分析方法最近已被扩展到描述大肠杆菌的转录和翻译机制。在这里,我们引入反应耦合的概念来表示蛋白质合成和利用之间的依赖关系。这些耦合约束导致了可行的稳态通量集的显著收缩。计算了与最大核糖体产量一致的替代最优解 (AOS) 的子集。对于所有这些 AOS,大多数转录和翻译反应都是活跃的,这表明该网络的冗余度较低。此外,所有计算出的 AOS 都包含了至少 92%已知必需基因的定性表达。AOS 的主成分分析表明,能量货币(ATP、GTP 和磷酸盐)主导着网络产生核糖体的能力。此外,我们还确定了网络的调控控制点,包括 sigma70(RpoD)的转录反应以及降解体成分(Rne)和 tRNA 充电(ValS)的转录反应。这些反应在 AOS 之间产生了显著的差异。这些结果表明,基于约束的建模可以应用于深入了解大肠杆菌转录和翻译机制的系统属性。