Kent Ross, Halliwell Samantha, Young Kate, Swainston Neil, Dixon Neil
Manchester Institute of Biotechnology, School of Chemistry , University of Manchester , Manchester , M13 9PL , United Kingdom.
ACS Synth Biol. 2018 Jul 20;7(7):1660-1668. doi: 10.1021/acssynbio.8b00041. Epub 2018 Jun 29.
The ability of RNA to sense, regulate, and store information is an attractive attribute for a variety of functional applications including the development of regulatory control devices for synthetic biology. RNA folding and function is known to be highly context sensitive, which limits the modularity and reuse of RNA regulatory devices to control different heterologous sequences and genes. We explored the cause and effect of sequence context sensitivity for translational ON riboswitches located in the 5' UTR, by constructing and screening a library of N-terminal synonymous codon variants. By altering the N-terminal codon usage we were able to obtain RNA devices with a broad range of functional performance properties (ON, OFF, fold-change). Linear regression and calculated metrics were used to rationalize the major determining features leading to optimal riboswitch performance, and to identify multiple interactions between the explanatory metrics. Finally, partial least squared (PLS) analysis was employed in order to understand the metrics and their respective effect on performance. This PLS model was shown to provide good explanation of our library. This study provides a novel multivariant analysis framework to rationalize the codon context performance of allosteric RNA-devices. The framework will also serve as a platform for future riboswitch context engineering endeavors.
RNA感知、调节和存储信息的能力,对于包括合成生物学调控控制装置开发在内的各种功能应用而言,是一个具有吸引力的特性。已知RNA折叠和功能对上下文高度敏感,这限制了RNA调控装置控制不同异源序列和基因的模块化和复用性。我们通过构建和筛选一个N端同义密码子变体文库,探究了位于5'UTR的翻译开启型核糖开关序列上下文敏感性的因果关系。通过改变N端密码子的使用,我们能够获得具有广泛功能性能特性(开启、关闭、倍数变化)的RNA装置。使用线性回归和计算指标来合理化导致最佳核糖开关性能的主要决定特征,并识别解释性指标之间的多种相互作用。最后,采用偏最小二乘(PLS)分析,以了解这些指标及其对性能的各自影响。结果表明,该PLS模型能够很好地解释我们的文库。本研究提供了一个新颖的多变量分析框架,以合理化变构RNA装置的密码子上下文性能。该框架还将作为未来核糖开关上下文工程努力的一个平台。