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Meta-PPISP: a meta web server for protein-protein interaction site prediction

机译:Meta-PPISP:用于蛋白质-蛋白质相互作用位点预测的元网络服务器

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摘要

Summary: A number of complementary methods have been developed for predicting protein-protein interaction sites. We sought to increase prediction robustness and accuracy by combining results from different predictors, and report here a meta web server, meta-PPISP, that is built on three individual web servers: cons-PPISP, Promate, and PINUP . A linear regression method, using the raw scores of the three servers as input, was trained on a set of 35 nonhomologous proteins. Cross validation showed that meta-PPISP outperforms all the three individual servers. At coverages identical to those of the individual methods, the accuracy of meta-PPISP is higher by 4.8 to 18.2 percentage points. Similar improvements in accuracy are also seen on CAPRI and other targets.
机译:摘要:已经开发出许多互补方法来预测蛋白质-蛋白质相互作用位点。我们试图通过组合来自不同预测变量的结果来提高预测的鲁棒性和准确性,并在此报告基于三个单独的Web服务器构建的元Web服务器meta-PPISP:cons-PPISP,Promate和PINUP。在一组35种非同源蛋白质上训练了一种线性回归方法,使用三个服务器的原始分数作为输入。交叉验证表明,元PPISP的性能优于所有三个单独的服务器。在与单个方法相同的覆盖率下,meta-PPISP的准确性提高了4.8至18.2个百分点。在CAPRI和其他目标上也可以看到类似的准确性提高。

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