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Predicting enzyme class from protein structure using Bayesian classification
Authors:Borro Luiz C  Oliveira Stanley R M  Yamagishi Michel E B  Mancini Adaulto L  Jardine José G  Mazoni Ivan  Santos Edgard H dos  Higa Roberto H  Kuser Paula R  Neshich Goran
Institution:Embrapa Information Technology, André Tosello, 209, Caixa Postal 6041, 13083-886 Campinas, SP, Brazil.
Abstract:Predicting enzyme class from protein structure parameters is a challenging problem in protein analysis. We developed a method to predict enzyme class that combines the strengths of statistical and data-mining methods. This method has a strong mathematical foundation and is simple to implement, achieving an accuracy of 45%. A comparison with the methods found in the literature designed to predict enzyme class showed that our method outperforms the existing methods.
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