Publication | Open Access
PredyFlexy: flexibility and local structure prediction from sequence
101
Citations
38
References
2012
Year
Structural BioinformaticsBiomolecular Structure PredictionMolecular BiologySequence AlignmentBiophysicsProtein FunctionPrediction MethodProtein ModelingProtein Structure PredictionBioinformaticsProtein BioinformaticsProtein StructuresStructural BiologyLocal Structure PredictionPattern FormationNatural SciencesComputational BiologyStructure DiscoverySystems BiologyMedicine
Protein structures are necessary for understanding protein function at a molecular level. Dynamics and flexibility of protein structures are also key elements of protein function. So, we have proposed to look at protein flexibility using novel methods: (i) using a structural alphabet and (ii) combining classical X-ray B-factor data and molecular dynamics simulations. First, we established a library composed of structural prototypes (LSPs) to describe protein structure by a limited set of recurring local structures. We developed a prediction method that proposes structural candidates in terms of LSPs and predict protein flexibility along a given sequence. Second, we examine flexibility according to two different descriptors: X-ray B-factors considered as good indicators of flexibility and the root mean square fluctuations, based on molecular dynamics simulations. We then define three flexibility classes and propose a method based on the LSP prediction method for predicting flexibility along the sequence. This method does not resort to sophisticate learning of flexibility but predicts flexibility from average flexibility of predicted local structures. The method is implemented in PredyFlexy web server. Results are similar to those obtained with the most recent, cutting-edge methods based on direct learning of flexibility data conducted with sophisticated algorithms. PredyFlexy can be accessed at http://www.dsimb.inserm.fr/dsimb_tools/predyflexy/.
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