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Four-Body Scoring Function for Mutagenesis

机译:诱变的四体得分函数

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Motivation: There is a need for an efficient and accurate computational method to identify the effects of single- and multiple-residue mutations on the stability and reactivity of proteins. Such a method should ideally be consistent and yet applicable in a widespread manner, i.e. it should be applied to various proteins under the same parameter settings, and have good predictive power for all of them. Results: We develop a Delaunay tessellation-based four-body scoring function to predict the effects of single- and multiple-residue mutations on the stability and reactivity of proteins. We test our scoring function on sets of single-point mutations used by several previous studies. We also assemble a new, diverse set of 237 single- and multiple-residue mutations, from over 24 different publications. The four-body scoring function correctly predicted the changes to the stability of 169 out of 210 mutants (80.5%), and the changes to the reactivity of 17 out of 27 mutants (63%). For the mutants that had the changes in stability/reactivity quantified (using reaction rates, temperatures, etc.), an average Spearman rank correlation coefficient of 0.67 was achieved with the four-body scores. We also develop an efficient method for screening huge numbers of mutants of a protein, called combinatorial mutagenesis. In one study, 64 million mutants of a cold-shock nucleus binding domain protein 1CSQ, with six of its residues being changed to all possible (20) amino acids, were screened within a few hours on a PC, and all five stabilizing mutants reported were correctly identified as stabilizing by combinatorial mutagenesis.
机译:动机:需要一种有效且准确的计算方法来鉴定单残基和多残基突变对蛋白质稳定性和反应性的影响。理想地,这种方法应该是一致的并且仍然可以以广泛的方式应用,即,它应该在相同的参数设置下应用于各种蛋白质,并且对所有蛋白质都具有良好的预测能力。结果:我们开发了基于Delaunay细分的四体评分功能,以预测单残基和多残基突变对蛋白质稳定性和反应性的影响。我们对以前的研究使用的单点突变集测试评分功能。我们还从超过24种不同的出版物中收集了237种单残基和多残基突变的新的多样化集合。四体评分功能可以正确预测210个突变体中80个的169个突变体的稳定性(占80.5%)和27个突变体63%中的17个的反应性。对于已量化稳定性/反应性变化(使用反应速率,温度等)的突变体,四体得分获得的平均Spearman等级相关系数为0.67。我们还开发了一种有效的方法来筛选大量的蛋白质突变体,称为组合诱变。在一项研究中,在PC上数小时内筛选了6400万个冷休克细胞核结合域蛋白1CSQ的突变体,其中六个残基已更改为所有可能的(20)氨基酸,并且报道了所有五个稳定化突变体通过组合诱变被正确鉴定为稳定的。

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