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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2015
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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. |
format | Online Article Text |
id | pubmed-4639640 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
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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