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Systematic Analysis and Prediction of In Situ Cross Talk of O-GlcNAcylation and Phosphorylation

Reversible posttranslational modification (PTM) plays a very important role in biological process by changing properties of proteins. As many proteins are multiply modified by PTMs, cross talk of PTMs is becoming an intriguing topic and draws much attention. Currently, lots of evidences suggest that...

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Detalles Bibliográficos
Autores principales: Yao, Heming, Li, Ao, Wang, Minghui
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4639640/
https://www.ncbi.nlm.nih.gov/pubmed/26601103
http://dx.doi.org/10.1155/2015/279823
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author Yao, Heming
Li, Ao
Wang, Minghui
author_facet Yao, Heming
Li, Ao
Wang, Minghui
author_sort Yao, Heming
collection PubMed
description Reversible posttranslational modification (PTM) plays a very important role in biological process by changing properties of proteins. As many proteins are multiply modified by PTMs, cross talk of PTMs is becoming an intriguing topic and draws much attention. Currently, lots of evidences suggest that the PTMs work together to accomplish a specific biological function. However, both the general principles and underlying mechanism of PTM crosstalk are elusive. In this study, by using large-scale datasets we performed evolutionary conservation analysis, gene ontology enrichment, motif extraction of proteins with cross talk of O-GlcNAcylation and phosphorylation cooccurring on the same residue. We found that proteins with in situ O-GlcNAc/Phos cross talk were significantly enriched in some specific gene ontology terms and no obvious evolutionary pressure was observed. Moreover, 3 functional motifs associated with O-GlcNAc/Phos sites were extracted. We further used sequence features and GO features to predict O-GlcNAc/Phos cross talk sites based on phosphorylated sites and O-GlcNAcylated sites separately by the use of SVM model. The AUC of classifier based on phosphorylated sites is 0.896 and the other classifier based on GlcNAcylated sites is 0.843. Both classifiers achieved a relatively better performance compared with other existing methods.
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spelling pubmed-46396402015-11-23 Systematic Analysis and Prediction of In Situ Cross Talk of O-GlcNAcylation and Phosphorylation Yao, Heming Li, Ao Wang, Minghui Biomed Res Int Research Article Reversible posttranslational modification (PTM) plays a very important role in biological process by changing properties of proteins. As many proteins are multiply modified by PTMs, cross talk of PTMs is becoming an intriguing topic and draws much attention. Currently, lots of evidences suggest that the PTMs work together to accomplish a specific biological function. However, both the general principles and underlying mechanism of PTM crosstalk are elusive. In this study, by using large-scale datasets we performed evolutionary conservation analysis, gene ontology enrichment, motif extraction of proteins with cross talk of O-GlcNAcylation and phosphorylation cooccurring on the same residue. We found that proteins with in situ O-GlcNAc/Phos cross talk were significantly enriched in some specific gene ontology terms and no obvious evolutionary pressure was observed. Moreover, 3 functional motifs associated with O-GlcNAc/Phos sites were extracted. We further used sequence features and GO features to predict O-GlcNAc/Phos cross talk sites based on phosphorylated sites and O-GlcNAcylated sites separately by the use of SVM model. The AUC of classifier based on phosphorylated sites is 0.896 and the other classifier based on GlcNAcylated sites is 0.843. Both classifiers achieved a relatively better performance compared with other existing methods. Hindawi Publishing Corporation 2015 2015-10-27 /pmc/articles/PMC4639640/ /pubmed/26601103 http://dx.doi.org/10.1155/2015/279823 Text en Copyright © 2015 Heming Yao et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Yao, Heming
Li, Ao
Wang, Minghui
Systematic Analysis and Prediction of In Situ Cross Talk of O-GlcNAcylation and Phosphorylation
title Systematic Analysis and Prediction of In Situ Cross Talk of O-GlcNAcylation and Phosphorylation
title_full Systematic Analysis and Prediction of In Situ Cross Talk of O-GlcNAcylation and Phosphorylation
title_fullStr Systematic Analysis and Prediction of In Situ Cross Talk of O-GlcNAcylation and Phosphorylation
title_full_unstemmed Systematic Analysis and Prediction of In Situ Cross Talk of O-GlcNAcylation and Phosphorylation
title_short Systematic Analysis and Prediction of In Situ Cross Talk of O-GlcNAcylation and Phosphorylation
title_sort systematic analysis and prediction of in situ cross talk of o-glcnacylation and phosphorylation
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4639640/
https://www.ncbi.nlm.nih.gov/pubmed/26601103
http://dx.doi.org/10.1155/2015/279823
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