Literature DB >> 15947016

RONN: the bio-basis function neural network technique applied to the detection of natively disordered regions in proteins.

Zheng Rong Yang1, Rebecca Thomson, Philip McNeil, Robert M Esnouf.   

Abstract

MOTIVATION: Recent studies have found many proteins containing regions that do not form well-defined three-dimensional structures in their native states. The study and detection of such disordered regions is important both for understanding protein function and for facilitating structural analysis since disordered regions may affect solubility and/or crystallizability.
RESULTS: We have developed the regional order neural network (RONN) software as an application of our recently developed 'bio-basis function neural network' pattern recognition algorithm to the detection of natively disordered regions in proteins. The results of blind-testing a panel of nine disorder prediction tools (including RONN) against 80 protein sequences derived from the Protein Data Bank shows that, based on the probability excess measure, RONN performed the best.

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Year:  2005        PMID: 15947016     DOI: 10.1093/bioinformatics/bti534

Source DB:  PubMed          Journal:  Bioinformatics        ISSN: 1367-4803            Impact factor:   6.937


  253 in total

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