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Lineage structure of Streptococcus pneumoniae may be driven by immune selection on the groEL heat-shock protein
Populations of Streptococcus pneumoniae (SP) are typically structured into groups of closely related organisms or lineages, but it is not clear whether they are maintained by selection or neutral processes. Here, we attempt to address this question by applying a machine learning technique to SP whol...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5567354/ https://www.ncbi.nlm.nih.gov/pubmed/28831154 http://dx.doi.org/10.1038/s41598-017-08990-z |
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author | Lourenço, José Watkins, Eleanor R. Obolski, Uri Peacock, Samuel J. Morris, Callum Maiden, Martin C. J. Gupta, Sunetra |
author_facet | Lourenço, José Watkins, Eleanor R. Obolski, Uri Peacock, Samuel J. Morris, Callum Maiden, Martin C. J. Gupta, Sunetra |
author_sort | Lourenço, José |
collection | PubMed |
description | Populations of Streptococcus pneumoniae (SP) are typically structured into groups of closely related organisms or lineages, but it is not clear whether they are maintained by selection or neutral processes. Here, we attempt to address this question by applying a machine learning technique to SP whole genomes. Our results indicate that lineages evolved through immune selection on the groEL chaperone protein. The groEL protein is part of the groESL operon and enables a large range of proteins to fold correctly within the physical environment of the nasopharynx, thereby explaining why lineage structure is so stable within SP despite high levels of genetic transfer. SP is also antigenically diverse, exhibiting a variety of distinct capsular serotypes. Associations exist between lineage and capsular serotype but these can be easily perturbed, such as by vaccination. Overall, our analyses indicate that the evolution of SP can be conceptualized as the rearrangement of modular functional units occurring on several different timescales under different pressures: some patterns have locked in early (such as the epistatic interactions between groESL and a constellation of other genes) and preserve the differentiation of lineages, while others (such as the associations between capsular serotype and lineage) remain in continuous flux. |
format | Online Article Text |
id | pubmed-5567354 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-55673542017-09-01 Lineage structure of Streptococcus pneumoniae may be driven by immune selection on the groEL heat-shock protein Lourenço, José Watkins, Eleanor R. Obolski, Uri Peacock, Samuel J. Morris, Callum Maiden, Martin C. J. Gupta, Sunetra Sci Rep Article Populations of Streptococcus pneumoniae (SP) are typically structured into groups of closely related organisms or lineages, but it is not clear whether they are maintained by selection or neutral processes. Here, we attempt to address this question by applying a machine learning technique to SP whole genomes. Our results indicate that lineages evolved through immune selection on the groEL chaperone protein. The groEL protein is part of the groESL operon and enables a large range of proteins to fold correctly within the physical environment of the nasopharynx, thereby explaining why lineage structure is so stable within SP despite high levels of genetic transfer. SP is also antigenically diverse, exhibiting a variety of distinct capsular serotypes. Associations exist between lineage and capsular serotype but these can be easily perturbed, such as by vaccination. Overall, our analyses indicate that the evolution of SP can be conceptualized as the rearrangement of modular functional units occurring on several different timescales under different pressures: some patterns have locked in early (such as the epistatic interactions between groESL and a constellation of other genes) and preserve the differentiation of lineages, while others (such as the associations between capsular serotype and lineage) remain in continuous flux. Nature Publishing Group UK 2017-08-22 /pmc/articles/PMC5567354/ /pubmed/28831154 http://dx.doi.org/10.1038/s41598-017-08990-z Text en © The Author(s) 2017 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Lourenço, José Watkins, Eleanor R. Obolski, Uri Peacock, Samuel J. Morris, Callum Maiden, Martin C. J. Gupta, Sunetra Lineage structure of Streptococcus pneumoniae may be driven by immune selection on the groEL heat-shock protein |
title | Lineage structure of Streptococcus pneumoniae may be driven by immune selection on the groEL heat-shock protein |
title_full | Lineage structure of Streptococcus pneumoniae may be driven by immune selection on the groEL heat-shock protein |
title_fullStr | Lineage structure of Streptococcus pneumoniae may be driven by immune selection on the groEL heat-shock protein |
title_full_unstemmed | Lineage structure of Streptococcus pneumoniae may be driven by immune selection on the groEL heat-shock protein |
title_short | Lineage structure of Streptococcus pneumoniae may be driven by immune selection on the groEL heat-shock protein |
title_sort | lineage structure of streptococcus pneumoniae may be driven by immune selection on the groel heat-shock protein |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5567354/ https://www.ncbi.nlm.nih.gov/pubmed/28831154 http://dx.doi.org/10.1038/s41598-017-08990-z |
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