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Automated Identifying Intrinsic Unstructured Regions in Proteins - A Software Tool

机译:自动化识别蛋白质的固有非结构化区域-一种软件工具

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In our attempts to construct methods for automated structural and functional annotation of proteins, the prediction of Intrinsically Unstructured / disordered Protein (IUP) regions, i.e. those with a lack of stable secondary or tertiary structure, has recently gained importance. We developed a software tool for identifying IUP and structured protein regions. The predictor uses both supervised and unsupervised learning techniques and both structural and motional information of amino acids. We demonstrate the effectiveness of our IUP predictor which utilizes feature selection, bootstrapping aggregation, boosting and consensus networking algorithms
机译:在我们尝试构建用于蛋白质的自动结构和功能注释的方法的过程中,对本征非结构化/无序蛋白质(IUP)区域(即那些缺乏稳定的二级或三级结构的区域)的预测最近变得越来越重要。我们开发了用于识别IUP和结构化蛋白区域的软件工具。预测器同时使用有监督和无监督的学习技术,以及氨基酸的结构和运动信息。我们演示了IUP预测器的有效性,该预测器利用了功能选择,自举聚合,增强和共识网络算法

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