Inferring homologous protein-protein interactions through pair position specific scoring matrix
<p>Abstract</p> <p>Background</p> <p>The protein-protein interaction (PPI) is one of the most important features to understand biological processes. For a PPI, the physical domain-domain interaction (DDI) plays the key role for biology functions. In the post-genomic era...
| Published in: | BMC Bioinformatics |
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| Main Authors: | , , , |
| Format: | Article |
| Language: | English |
| Published: |
BMC
2013-01-01
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| _version_ | 1857118289111547904 |
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| author | Lin Chun-Yu Chen Yung-Chiang Lo Yu-Shu Yang Jinn-Moon |
| author_facet | Lin Chun-Yu Chen Yung-Chiang Lo Yu-Shu Yang Jinn-Moon |
| author_sort | Lin Chun-Yu |
| collection | DOAJ |
| container_title | BMC Bioinformatics |
| description | <p>Abstract</p> <p>Background</p> <p>The protein-protein interaction (PPI) is one of the most important features to understand biological processes. For a PPI, the physical domain-domain interaction (DDI) plays the key role for biology functions. In the post-genomic era, to rapidly identify homologous PPIs for analyzing the contact residue pairs of their interfaces within DDIs on a genomic scale is essential to determine PPI networks and the PPI interface evolution across multiple species.</p> <p>Results</p> <p>In this study, we proposed "pair Position Specific Scoring Matrix (<it>pair</it>PSSM)" to identify homologous PPIs. The <it>pair</it>PSSM can successfully distinguish the true protein complexes from unreasonable protein pairs with about 90% accuracy. For the test set including 1,122 representative heterodimers and 2,708,746 non-interacting protein pairs, the mean average precision and mean false positive rate of <it>pair</it>PSSM were 0.42 and 0.31, respectively. Moreover, we applied <it>pair</it>PSSM to identify ~450,000 homologous PPIs with their interacting domains and residues in seven common organisms (e.g. <it>Homo sapiens</it>, <it>Mus musculus</it>, <it>Saccharomyces cerevisiae </it>and <it>Escherichia coli</it>).</p> <p>Conclusions</p> <p>Our <it>pair</it>PSSM is able to provide statistical significance of residue pairs using evolutionary profiles and a scoring system for inferring homologous PPIs. According to our best knowledge, the <it>pair</it>PSSM is the first method for searching homologous PPIs across multiple species using pair position specific scoring matrix and a 3D dimer as the template to map interacting domain pairs of these PPIs. We believe that <it>pair</it>PSSM is able to provide valuable insights for the PPI evolution and networks across multiple species.</p> |
| format | Article |
| id | doaj-art-76dd25aef6e04eb0ac3d63777f4ece25 |
| institution | Directory of Open Access Journals |
| issn | 1471-2105 |
| language | English |
| publishDate | 2013-01-01 |
| publisher | BMC |
| record_format | Article |
| spelling | doaj-art-76dd25aef6e04eb0ac3d63777f4ece252025-08-19T19:10:02ZengBMCBMC Bioinformatics1471-21052013-01-0114Suppl 2S1110.1186/1471-2105-14-S2-S11Inferring homologous protein-protein interactions through pair position specific scoring matrixLin Chun-YuChen Yung-ChiangLo Yu-ShuYang Jinn-Moon<p>Abstract</p> <p>Background</p> <p>The protein-protein interaction (PPI) is one of the most important features to understand biological processes. For a PPI, the physical domain-domain interaction (DDI) plays the key role for biology functions. In the post-genomic era, to rapidly identify homologous PPIs for analyzing the contact residue pairs of their interfaces within DDIs on a genomic scale is essential to determine PPI networks and the PPI interface evolution across multiple species.</p> <p>Results</p> <p>In this study, we proposed "pair Position Specific Scoring Matrix (<it>pair</it>PSSM)" to identify homologous PPIs. The <it>pair</it>PSSM can successfully distinguish the true protein complexes from unreasonable protein pairs with about 90% accuracy. For the test set including 1,122 representative heterodimers and 2,708,746 non-interacting protein pairs, the mean average precision and mean false positive rate of <it>pair</it>PSSM were 0.42 and 0.31, respectively. Moreover, we applied <it>pair</it>PSSM to identify ~450,000 homologous PPIs with their interacting domains and residues in seven common organisms (e.g. <it>Homo sapiens</it>, <it>Mus musculus</it>, <it>Saccharomyces cerevisiae </it>and <it>Escherichia coli</it>).</p> <p>Conclusions</p> <p>Our <it>pair</it>PSSM is able to provide statistical significance of residue pairs using evolutionary profiles and a scoring system for inferring homologous PPIs. According to our best knowledge, the <it>pair</it>PSSM is the first method for searching homologous PPIs across multiple species using pair position specific scoring matrix and a 3D dimer as the template to map interacting domain pairs of these PPIs. We believe that <it>pair</it>PSSM is able to provide valuable insights for the PPI evolution and networks across multiple species.</p> |
| spellingShingle | Lin Chun-Yu Chen Yung-Chiang Lo Yu-Shu Yang Jinn-Moon Inferring homologous protein-protein interactions through pair position specific scoring matrix |
| title | Inferring homologous protein-protein interactions through pair position specific scoring matrix |
| title_full | Inferring homologous protein-protein interactions through pair position specific scoring matrix |
| title_fullStr | Inferring homologous protein-protein interactions through pair position specific scoring matrix |
| title_full_unstemmed | Inferring homologous protein-protein interactions through pair position specific scoring matrix |
| title_short | Inferring homologous protein-protein interactions through pair position specific scoring matrix |
| title_sort | inferring homologous protein protein interactions through pair position specific scoring matrix |
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