Bioinformatics · 2009 · 37 citations · 35 references
Life SciencesBiochemistryBioinformaticsProtein EngineeringProtein FoldingStructural BioinformaticsMutant EvaluationProtein DesignComputational Prediction Of ThermostabilityComputational Stability PredictionMutationProtein StabilityProtein Stability AnalysisProtein Stability PredictionProtein Thermal StabilityThermostability
Abstract Summary: The accurate prediction of protein stability change upon mutation is one of the important issues for protein design. In this work, we have focused on the stability change of double mutations and systematically analyzed the wild-type and mutant residues, patterns in amino acid sequence and locations of mutants. Based on the sequence information of wild-type, mutant and three neighboring residues, we have presented a weighted decision table method (WET) for predicting the stability changes of 180 double mutants obtained from thermal (ΔΔG) denaturation. Using 10-fold cross-validation test, our method showed a correlation of 0.75 between experimental and predicted values of stability changes, and an accuracy of 82.2% for discriminating the stabilizing and destabilizing mutants. Availability: http://bioinformatics.myweb.hinet.net/wetstab.htm Contact: michael-gromiha@aist.go.jp Supplementary information: Supplementary data are available at Bioinformatics online.
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Leo Breiman · Machine Learning · 1996 · 17K citations · Full text
Leo Breiman · Machine Learning · 1996 · 16.4K citations · Full text