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Prediction of protein folding rates from primary sequence by fusing multiple sequential features

机译:通过融合多个连续特征从一级序列预测蛋白质折叠速率

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We have developed a web-server for predicting the folding rate of a protein based on its amino acid sequence information alone. The web- server is called Pred-PFR (Predicting Protein Folding Rate). Pred-PFR is featured by fusing multiple individual predictors, each of which is established based on one special feature derived from the protein sequence. The ensemble pre-dictor thus formed is superior to the individual ones, as demonstrated by achieving higher correlation coefficient and lower root mean square deviation between the predicted and observed results when examined by the jack-knife cross-validation on a benchmark dataset constructed recently. As a user-friendly web- server, Pred-PFR is freely accessible to the public at www.csbio.sjtu.edu.cn/bioinf/Folding Rate/.
机译:我们已经开发了一个网络服务器,可以仅根据其氨基酸序列信息来预测蛋白质的折叠率。该网络服务器称为Pred-PFR(预测蛋白质折叠率)。 Pred-PFR的特征是融合了多个单独的预测因子,每个预测因子都是基于源自蛋白质序列的一个特殊特征而建立的。这样形成的整体预测因子优于单个预测因子,这是通过在最近构造的基准数据集上通过千斤顶刀交叉验证检查时,在预测结果和观察结果之间获得较高的相关系数和较低的均方根偏差来证明的。作为用户友好的Web服务器,Pred-PFR可通过以下网址免费访问:www.csbio.sjtu.edu.cn/bioinf/Folding Rate /。

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