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Sequence signatures of allosteric proteins towards rational design

机译:变构蛋白的序列特征有助于合理设计

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Allostery is the phenomenon of changes in the structure and activity of proteins that appear as a consequence of ligand binding at sites other than the active site. Studying mechanistic basis of allostery leading to protein design with predetermined functional endpoints is an important unmet need of synthetic biology. Here, we screened the amino acid sequence landscape in search of sequence-signatures of allostery using Recurrence Quantitative Analysis (RQA) method. A characteristic vector, comprised of 10 features extracted from RQA was defined for amino acid sequences. Using Principal Component Analysis, four factors were found to be important determinants of allosteric behavior. Our sequence–based predictor method shows 82.6% accuracy, 85.7% sensitivity and 77.9% specificity with the current dataset. Further, we show that Laminarity-Mean-hydrophobicity representing repeated hydrophobic patches is the most crucial indicator of allostery. To our best knowledge this is the first report that describes sequence determinants of allostery based on hydrophobicity. As an outcome of these findings, we plan to explore possibility of inducing allostery in proteins.
机译:变构是蛋白质结构和活性变化的现象,这种变化是由于配体结合在活性位点以外的位点而引起的。研究导致蛋白质设计具有预定功能终点的变构机制,是合成生物学的重要未满足需求。在这里,我们使用递归定量分析(RQA)方法筛选了变构体的序列特征以寻找氨基酸序列图。定义了由RQA提取的10个特征组成的特征性载体,用于氨基酸序列。使用主成分分析,发现四个因素是变构行为的重要决定因素。我们基于序列的预测器方法在当前数据集中显示出82.6%的准确性,85.7%的敏感性和77.9%的特异性。此外,我们表明代表重复的疏水补丁的层均值疏水性是变构作用的最关键指标。据我们所知,这是第一个描述基于疏水性的变构体序列决定因素的报告。这些发现的结果是,我们计划探索诱导蛋白质变构的可能性。

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