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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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 |
work_keys_str_mv |
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1716793167237349376 |