Department of Theory and Bio-Systems, Max Planck Institute of Colloids and Interfaces, Potsdam, Germany.
PLoS One. 2013;8(2):e55442. doi: 10.1371/journal.pone.0055442. Epub 2013 Feb 11.
Experimental studies on mRNA stability have established several, qualitatively distinct decay patterns for the amount of mRNA within the living cell. Furthermore, a variety of different and complex biochemical pathways for mRNA degradation have been identified. The central aim of this paper is to bring together both the experimental evidence about the decay patterns and the biochemical knowledge about the multi-step nature of mRNA degradation in a coherent mathematical theory. We first introduce a mathematical relationship between the mRNA decay pattern and the lifetime distribution of individual mRNA molecules. This relationship reveals that the mRNA decay patterns at steady state expression level must obey a general convexity condition, which applies to any degradation mechanism. Next, we develop a theory, formulated as a Markov chain model, that recapitulates some aspects of the multi-step nature of mRNA degradation. We apply our theory to experimental data for yeast and explicitly derive the lifetime distribution of the corresponding mRNAs. Thereby, we show how to extract single-molecule properties of an mRNA, such as the age-dependent decay rate and the residual lifetime. Finally, we analyze the decay patterns of the whole translatome of yeast cells and show that yeast mRNAs can be grouped into three broad classes that exhibit three distinct decay patterns. This paper provides both a method to accurately analyze non-exponential mRNA decay patterns and a tool to validate different models of degradation using decay data.
实验研究已经确定了几种在活细胞内 mRNA 数量的定性不同的衰减模式。此外,已经确定了多种不同的复杂的 mRNA 降解生化途径。本文的主要目的是将关于衰减模式的实验证据和关于 mRNA 降解多步性质的生化知识整合到一个连贯的数学理论中。
我们首先引入了一个关于 mRNA 衰减模式和单个 mRNA 分子寿命分布之间的数学关系。该关系表明,在稳态表达水平下,mRNA 衰减模式必须服从一个适用于任何降解机制的一般凸性条件。接下来,我们开发了一个理论,形式为一个马尔可夫链模型,该模型再现了 mRNA 降解多步性质的一些方面。我们将我们的理论应用于酵母的实验数据,并明确推导出相应的 mRNAs 的寿命分布。由此,我们展示了如何提取 mRNA 的单个分子特性,例如与年龄相关的衰减率和剩余寿命。最后,我们分析了酵母细胞整个翻译组的衰减模式,并表明酵母 mRNAs 可以分为三类,它们表现出三种不同的衰减模式。本文提供了一种准确分析非指数 mRNA 衰减模式的方法,以及一种使用衰减数据验证不同降解模型的工具。