Proteins Structure Function and Bioinformatics · 1995 · 95 citations · 44 references
Life SciencesBiochemistryBioinformaticsProtein Structure PredictionStructural BioinformaticsStructural BiologyProtein StructureProtein Structure ModelingStructure PredictionComputational Structure PredictionMultiple Sequence AlignmentProtein Secondary Structure AnalysisProtein Secondary Structure PredictionSolvent Accessibility Prediction
Accuracy of predicting protein secondary structure and solvent accessibility from sequence information has been improved significantly by using information contained in multiple sequence alignments as input to a neural network system. For the Asilomar meeting, predictions for 13 proteins were generated automatically using the publicly available prediction method PHD. The results confirm the estimate of 72% three-state prediction accuracy. The fairly accurate predictions of secondary structure segments made the tool useful as a starting point for modeling of higher dimensional aspects of protein structure.
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