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eCodonOpt: a systematic computational framework for optimizing codon usage in directed evolution experiments

机译:eCodonOpt:用于在定向进化实验中优化密码子使用的系统计算框架

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摘要

We present a systematic computational framework, eCodonOpt, for designing parental DNA sequences for directed evolution experiments through codon usage optimization. Given a set of homologous parental proteins to be recombined at the DNA level, the optimal DNA sequences encoding these proteins are sought for a given diversity objective. We find that the free energy of annealing between the recombining DNA sequences is a much better descriptor of the extent of crossover formation than sequence identity. Three different diversity targets are investigated for the DNA shuffling protocol to showcase the utility of the eCodonOpt framework: (i) maximizing the average number of crossovers per recombined sequence; (ii) minimizing bias in family DNA shuffling so that each of the parental sequence pair contributes a similar number of crossovers to the library; and (iii) maximizing the relative frequency of crossovers in specific structural regions. Each one of these design challenges is formulated as a constrained optimization problem that utilizes 0-1 binary variables as on/off switches to model the selection of different codon choices for each residue position. Computational results suggest that many-fold improvements in the crossover frequency, location and specificity are possible, providing valuable insights for the engineering of directed evolution protocols.
机译:我们提供了一个系统的计算框架eCodonOpt,用于设计通过密码子使用优化进行定向进化实验的亲本DNA序列。给定一组同源亲本蛋白在DNA水平上重组,对于给定的多样性目标,寻找编码这些蛋白的最佳DNA序列。我们发现重组DNA序列之间退火的自由能比序列同一性更好地描述了交换形成的程度。针对DNA改组协议研究了三个不同的多样性目标,以展示eCodonOpt框架的实用性:(i)最大化每个重组序列的平均交换次数; (ii)最小化家族DNA改组中的偏倚,以使每个亲本序列对对文库的交换次数相似; (iii)最大化特定结构区域中交叉的相对频率。这些设计挑战中的每一个都被公式化为约束优化问题,该问题利用0-1二进制变量作为开/关开关来模拟每个残基位置的不同密码子选择的选择。计算结果表明,交叉频率,位置和特异性的许多方面的改进都是可能的,这为定向进化方案的工程设计提供了宝贵的见识。

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