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Identifying Schistosoma japonicum Excretory/Secretory Proteins and Their Interactions with Host Immune System
Schistosoma japonicum is a major infectious agent of schistosomiasis. It has been reported that large number of proteins excreted and secreted by S. japonicum during its life cycle are important for its infection and survival in definitive hosts. These proteins can be used as ideal candidates for va...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3161075/ https://www.ncbi.nlm.nih.gov/pubmed/21887319 http://dx.doi.org/10.1371/journal.pone.0023786 |
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author | Liao, Qi Yuan, Xiongying Xiao, Hui Liu, Changning Lv, Zhiyue Zhao, Yi Wu, Zhongdao |
author_facet | Liao, Qi Yuan, Xiongying Xiao, Hui Liu, Changning Lv, Zhiyue Zhao, Yi Wu, Zhongdao |
author_sort | Liao, Qi |
collection | PubMed |
description | Schistosoma japonicum is a major infectious agent of schistosomiasis. It has been reported that large number of proteins excreted and secreted by S. japonicum during its life cycle are important for its infection and survival in definitive hosts. These proteins can be used as ideal candidates for vaccines or drug targets. In this work, we analyzed the protein sequences of S. japonicum and found that compared with other proteins in S. japonicum, excretory/secretory (ES) proteins are generally longer, more likely to be stable and enzyme, more likely to contain immune-related binding peptides and more likely to be involved in regulation and metabolism processes. Based on the sequence difference between ES and non-ES proteins, we trained a support vector machine (SVM) with much higher accuracy than existing approaches. Using this SVM, we identified 191 new ES proteins in S. japonicum, and further predicted 7 potential interactions between these ES proteins and human immune proteins. Our results are useful to understand the pathogenesis of schistosomiasis and can serve as a new resource for vaccine or drug targets discovery for anti-schistosome. |
format | Online Article Text |
id | pubmed-3161075 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-31610752011-09-01 Identifying Schistosoma japonicum Excretory/Secretory Proteins and Their Interactions with Host Immune System Liao, Qi Yuan, Xiongying Xiao, Hui Liu, Changning Lv, Zhiyue Zhao, Yi Wu, Zhongdao PLoS One Research Article Schistosoma japonicum is a major infectious agent of schistosomiasis. It has been reported that large number of proteins excreted and secreted by S. japonicum during its life cycle are important for its infection and survival in definitive hosts. These proteins can be used as ideal candidates for vaccines or drug targets. In this work, we analyzed the protein sequences of S. japonicum and found that compared with other proteins in S. japonicum, excretory/secretory (ES) proteins are generally longer, more likely to be stable and enzyme, more likely to contain immune-related binding peptides and more likely to be involved in regulation and metabolism processes. Based on the sequence difference between ES and non-ES proteins, we trained a support vector machine (SVM) with much higher accuracy than existing approaches. Using this SVM, we identified 191 new ES proteins in S. japonicum, and further predicted 7 potential interactions between these ES proteins and human immune proteins. Our results are useful to understand the pathogenesis of schistosomiasis and can serve as a new resource for vaccine or drug targets discovery for anti-schistosome. Public Library of Science 2011-08-24 /pmc/articles/PMC3161075/ /pubmed/21887319 http://dx.doi.org/10.1371/journal.pone.0023786 Text en Liao et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Liao, Qi Yuan, Xiongying Xiao, Hui Liu, Changning Lv, Zhiyue Zhao, Yi Wu, Zhongdao Identifying Schistosoma japonicum Excretory/Secretory Proteins and Their Interactions with Host Immune System |
title | Identifying Schistosoma japonicum Excretory/Secretory Proteins and Their Interactions with Host Immune System |
title_full | Identifying Schistosoma japonicum Excretory/Secretory Proteins and Their Interactions with Host Immune System |
title_fullStr | Identifying Schistosoma japonicum Excretory/Secretory Proteins and Their Interactions with Host Immune System |
title_full_unstemmed | Identifying Schistosoma japonicum Excretory/Secretory Proteins and Their Interactions with Host Immune System |
title_short | Identifying Schistosoma japonicum Excretory/Secretory Proteins and Their Interactions with Host Immune System |
title_sort | identifying schistosoma japonicum excretory/secretory proteins and their interactions with host immune system |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3161075/ https://www.ncbi.nlm.nih.gov/pubmed/21887319 http://dx.doi.org/10.1371/journal.pone.0023786 |
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