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Modeling the effect of codon translation rates on co-translational protein folding mechanisms of arbitrary complexity

机译:模拟密码子翻译率对任意复杂度的共翻译蛋白折叠机制的影响

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摘要

In a cell, the folding of a protein molecule into tertiary structure can begin while it is synthesized by the ribosome. The rate at which individual amino acids are incorporated into the elongating nascent chain has been shown to affect the likelihood that proteins will populate their folded state, indicating that co-translational protein folding is a far from equilibrium process. Developing a theoretical framework to accurately describe this process is, therefore, crucial for advancing our understanding of how proteins acquire their functional conformation in living cells. Current state-of-the-art computational approaches, such as molecular dynamics simulations, are very demanding in terms of the required computer resources, making the simulation of co-translational protein folding difficult. Here, we overcome this limitation by introducing an efficient approach that predicts the effects that variable codon translation rates have on co-translational folding pathways. Our approach is based on Markov chains. By using as an input a relatively small number of molecular dynamics simulations, it allows for the computation of the probability that a nascent protein is in any state as a function of the translation rate of individual codons along a mRNA’s open reading frame. Due to its computational efficiency and favorable scalability with the complexity of the folding mechanism, this approach could enable proteome-wide computational studies of the influence of translation dynamics on co-translational folding.
机译:在细胞中,蛋白质分子折叠成三级结构可以在核糖体合成的同时开始。已经显示出单个氨基酸被掺入到延长的新生链中的速度会影响蛋白质填充其折叠状态的可能性,这表明共翻译蛋白质折叠远非平衡过程。因此,建立一个理论框架来准确描述该过程对于增进我们对蛋白质如何在活细胞中获得其功能构象的理解至关重要。就所需的计算机资源而言,当前最先进的计算方法(例如分子动力学模拟)要求非常高,这使得共翻译蛋白质折叠的模拟非常困难。在这里,我们通过引入一种有效的方法来克服这一局限,该方法可以预测可变密码子翻译率对共翻译折叠途径的影响。我们的方法基于马尔可夫链。通过使用相对较少数量的分子动力学模拟作为输入,它可以计算新生蛋白质处于任何状态的概率,其是沿mRNA开放阅读框的各个密码子翻译速率的函数。由于它的计算效率和有利的可扩展性以及折叠机制的复杂性,这种方法可以实现蛋白质组范围内对翻译动力学对共翻译折叠影响的计算研究。

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