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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Main Authors: Heming Yao, Ao Li, Minghui Wang
Format: Article
Language:English
Published: Hindawi Limited 2015-01-01
Series:BioMed Research International
Online Access:http://dx.doi.org/10.1155/2015/279823
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spelling doaj-8eaae9839744424b8424ebc9c144b8132020-11-24T20:54:58ZengHindawi LimitedBioMed Research International2314-61332314-61412015-01-01201510.1155/2015/279823279823Systematic Analysis and Prediction of In Situ Cross Talk of O-GlcNAcylation and PhosphorylationHeming Yao0Ao Li1Minghui Wang2School of Life Science, University of Science and Technology of China, Hefei 230027, ChinaSchool of Information Science and Technology, University of Science and Technology of China, Hefei 230027, ChinaSchool of Information Science and Technology, University of Science and Technology of China, Hefei 230027, ChinaReversible 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.http://dx.doi.org/10.1155/2015/279823
collection DOAJ
language English
format Article
sources DOAJ
author Heming Yao
Ao Li
Minghui Wang
spellingShingle Heming Yao
Ao Li
Minghui Wang
Systematic Analysis and Prediction of In Situ Cross Talk of O-GlcNAcylation and Phosphorylation
BioMed Research International
author_facet Heming Yao
Ao Li
Minghui Wang
author_sort Heming Yao
title 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_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_sort systematic analysis and prediction of in situ cross talk of o-glcnacylation and phosphorylation
publisher Hindawi Limited
series BioMed Research International
issn 2314-6133
2314-6141
publishDate 2015-01-01
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.
url http://dx.doi.org/10.1155/2015/279823
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