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Extraction of consensus protein patterns in regions containing non-proline cis peptide bonds and their functional assessment
BACKGROUND: In peptides and proteins, only a small percentile of peptide bonds adopts the cis configuration. Especially in the case of amide peptide bonds, the amount of cis conformations is quite limited thus hampering systematic studies, until recently. However, lately the emerging population of d...
Autores principales: | , , , , |
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Formato: | Texto |
Lenguaje: | English |
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BioMed Central
2011
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3097163/ https://www.ncbi.nlm.nih.gov/pubmed/21569261 http://dx.doi.org/10.1186/1471-2105-12-142 |
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author | Exarchos, Konstantinos P Exarchos, Themis P Rigas, Georgios Papaloukas, Costas Fotiadis, Dimitrios I |
author_facet | Exarchos, Konstantinos P Exarchos, Themis P Rigas, Georgios Papaloukas, Costas Fotiadis, Dimitrios I |
author_sort | Exarchos, Konstantinos P |
collection | PubMed |
description | BACKGROUND: In peptides and proteins, only a small percentile of peptide bonds adopts the cis configuration. Especially in the case of amide peptide bonds, the amount of cis conformations is quite limited thus hampering systematic studies, until recently. However, lately the emerging population of databases with more 3D structures of proteins has produced a considerable number of sequences containing non-proline cis formations (cis-nonPro). RESULTS: In our work, we extract regular expression-type patterns that are descriptive of regions surrounding the cis-nonPro formations. For this purpose, three types of pattern discovery are performed: i) exact pattern discovery, ii) pattern discovery using a chemical equivalency set, and iii) pattern discovery using a structural equivalency set. Afterwards, using each pattern as predicate, we search the Eukaryotic Linear Motif (ELM) resource to identify potential functional implications of regions with cis-nonPro peptide bonds. The patterns extracted from each type of pattern discovery are further employed, in order to formulate a pattern-based classifier, which is used to discriminate between cis-nonPro and trans-nonPro formations. CONCLUSIONS: In terms of functional implications, we observe a significant association of cis-nonPro peptide bonds towards ligand/binding functionalities. As for the pattern-based classification scheme, the highest results were obtained using the structural equivalency set, which yielded 70% accuracy, 77% sensitivity and 63% specificity. |
format | Text |
id | pubmed-3097163 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-30971632011-05-19 Extraction of consensus protein patterns in regions containing non-proline cis peptide bonds and their functional assessment Exarchos, Konstantinos P Exarchos, Themis P Rigas, Georgios Papaloukas, Costas Fotiadis, Dimitrios I BMC Bioinformatics Research Article BACKGROUND: In peptides and proteins, only a small percentile of peptide bonds adopts the cis configuration. Especially in the case of amide peptide bonds, the amount of cis conformations is quite limited thus hampering systematic studies, until recently. However, lately the emerging population of databases with more 3D structures of proteins has produced a considerable number of sequences containing non-proline cis formations (cis-nonPro). RESULTS: In our work, we extract regular expression-type patterns that are descriptive of regions surrounding the cis-nonPro formations. For this purpose, three types of pattern discovery are performed: i) exact pattern discovery, ii) pattern discovery using a chemical equivalency set, and iii) pattern discovery using a structural equivalency set. Afterwards, using each pattern as predicate, we search the Eukaryotic Linear Motif (ELM) resource to identify potential functional implications of regions with cis-nonPro peptide bonds. The patterns extracted from each type of pattern discovery are further employed, in order to formulate a pattern-based classifier, which is used to discriminate between cis-nonPro and trans-nonPro formations. CONCLUSIONS: In terms of functional implications, we observe a significant association of cis-nonPro peptide bonds towards ligand/binding functionalities. As for the pattern-based classification scheme, the highest results were obtained using the structural equivalency set, which yielded 70% accuracy, 77% sensitivity and 63% specificity. BioMed Central 2011-05-10 /pmc/articles/PMC3097163/ /pubmed/21569261 http://dx.doi.org/10.1186/1471-2105-12-142 Text en Copyright ©2011 Exarchos et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Exarchos, Konstantinos P Exarchos, Themis P Rigas, Georgios Papaloukas, Costas Fotiadis, Dimitrios I Extraction of consensus protein patterns in regions containing non-proline cis peptide bonds and their functional assessment |
title | Extraction of consensus protein patterns in regions containing non-proline cis peptide bonds and their functional assessment |
title_full | Extraction of consensus protein patterns in regions containing non-proline cis peptide bonds and their functional assessment |
title_fullStr | Extraction of consensus protein patterns in regions containing non-proline cis peptide bonds and their functional assessment |
title_full_unstemmed | Extraction of consensus protein patterns in regions containing non-proline cis peptide bonds and their functional assessment |
title_short | Extraction of consensus protein patterns in regions containing non-proline cis peptide bonds and their functional assessment |
title_sort | extraction of consensus protein patterns in regions containing non-proline cis peptide bonds and their functional assessment |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3097163/ https://www.ncbi.nlm.nih.gov/pubmed/21569261 http://dx.doi.org/10.1186/1471-2105-12-142 |
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