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Pan-Genome-Wide Association Study of Serotype 19A Pneumococci Identifies Disease-Associated Genes
Despite the widespread implementation of pneumococcal vaccines, hypervirulent Streptococcus pneumoniae serotype 19A is endemic worldwide. It is still unclear whether specific genetic elements contribute to complex pathogenicity of serotype 19A isolates. We performed a large-scale pan-genome-wide ass...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Society for Microbiology
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10433855/ https://www.ncbi.nlm.nih.gov/pubmed/37358412 http://dx.doi.org/10.1128/spectrum.04073-22 |
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author | Li, Ting Huang, Jiayin Yang, Shimin Chen, Jianyu Yao, Zhenjiang Zhong, Minghao Zhong, Xinguang Ye, Xiaohua |
author_facet | Li, Ting Huang, Jiayin Yang, Shimin Chen, Jianyu Yao, Zhenjiang Zhong, Minghao Zhong, Xinguang Ye, Xiaohua |
author_sort | Li, Ting |
collection | PubMed |
description | Despite the widespread implementation of pneumococcal vaccines, hypervirulent Streptococcus pneumoniae serotype 19A is endemic worldwide. It is still unclear whether specific genetic elements contribute to complex pathogenicity of serotype 19A isolates. We performed a large-scale pan-genome-wide association study (pan-GWAS) of 1,292 serotype 19A isolates sampled from patients with invasive disease and asymptomatic carriers. To address the underlying disease-associated genotypes, a comprehensive analysis using three methods (Scoary, a linear mixed model, and random forest) was performed to compare disease and carriage isolates to identify genes consistently associated with disease phenotype. By using three pan-GWAS methods, we found consensus on statistically significant associations between genotypes and disease phenotypes (disease or carriage), with a subset of 30 consistently significant disease-associated genes. The results of functional annotation revealed that these disease-associated genes had diverse predicted functions, including those that participated in mobile genetic elements, antibiotic resistance, virulence, and cellular metabolism. Our findings suggest the multifactorial pathogenicity nature of this hypervirulent serotype and provide important evidence for the design of novel protein-based vaccines to prevent and control pneumococcal disease. IMPORTANCE It is important to understand the genetic and pathogenic characteristics of S. pneumoniae serotype 19A, which may provide important information for the prevention and treatment of pneumococcal disease. This global large-sample pan-GWAS study has identified a subset of 30 consistently significant disease-associated genes that are involved in mobile genetic elements, antibiotic resistance, virulence, and cellular metabolism. These findings suggest the multifactorial pathogenicity nature of hypervirulent S. pneumoniae serotype 19A isolates and provide implications for the design of novel protein-based vaccines. |
format | Online Article Text |
id | pubmed-10433855 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | American Society for Microbiology |
record_format | MEDLINE/PubMed |
spelling | pubmed-104338552023-08-18 Pan-Genome-Wide Association Study of Serotype 19A Pneumococci Identifies Disease-Associated Genes Li, Ting Huang, Jiayin Yang, Shimin Chen, Jianyu Yao, Zhenjiang Zhong, Minghao Zhong, Xinguang Ye, Xiaohua Microbiol Spectr Research Article Despite the widespread implementation of pneumococcal vaccines, hypervirulent Streptococcus pneumoniae serotype 19A is endemic worldwide. It is still unclear whether specific genetic elements contribute to complex pathogenicity of serotype 19A isolates. We performed a large-scale pan-genome-wide association study (pan-GWAS) of 1,292 serotype 19A isolates sampled from patients with invasive disease and asymptomatic carriers. To address the underlying disease-associated genotypes, a comprehensive analysis using three methods (Scoary, a linear mixed model, and random forest) was performed to compare disease and carriage isolates to identify genes consistently associated with disease phenotype. By using three pan-GWAS methods, we found consensus on statistically significant associations between genotypes and disease phenotypes (disease or carriage), with a subset of 30 consistently significant disease-associated genes. The results of functional annotation revealed that these disease-associated genes had diverse predicted functions, including those that participated in mobile genetic elements, antibiotic resistance, virulence, and cellular metabolism. Our findings suggest the multifactorial pathogenicity nature of this hypervirulent serotype and provide important evidence for the design of novel protein-based vaccines to prevent and control pneumococcal disease. IMPORTANCE It is important to understand the genetic and pathogenic characteristics of S. pneumoniae serotype 19A, which may provide important information for the prevention and treatment of pneumococcal disease. This global large-sample pan-GWAS study has identified a subset of 30 consistently significant disease-associated genes that are involved in mobile genetic elements, antibiotic resistance, virulence, and cellular metabolism. These findings suggest the multifactorial pathogenicity nature of hypervirulent S. pneumoniae serotype 19A isolates and provide implications for the design of novel protein-based vaccines. American Society for Microbiology 2023-06-26 /pmc/articles/PMC10433855/ /pubmed/37358412 http://dx.doi.org/10.1128/spectrum.04073-22 Text en Copyright © 2023 Li et al. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Research Article Li, Ting Huang, Jiayin Yang, Shimin Chen, Jianyu Yao, Zhenjiang Zhong, Minghao Zhong, Xinguang Ye, Xiaohua Pan-Genome-Wide Association Study of Serotype 19A Pneumococci Identifies Disease-Associated Genes |
title | Pan-Genome-Wide Association Study of Serotype 19A Pneumococci Identifies Disease-Associated Genes |
title_full | Pan-Genome-Wide Association Study of Serotype 19A Pneumococci Identifies Disease-Associated Genes |
title_fullStr | Pan-Genome-Wide Association Study of Serotype 19A Pneumococci Identifies Disease-Associated Genes |
title_full_unstemmed | Pan-Genome-Wide Association Study of Serotype 19A Pneumococci Identifies Disease-Associated Genes |
title_short | Pan-Genome-Wide Association Study of Serotype 19A Pneumococci Identifies Disease-Associated Genes |
title_sort | pan-genome-wide association study of serotype 19a pneumococci identifies disease-associated genes |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10433855/ https://www.ncbi.nlm.nih.gov/pubmed/37358412 http://dx.doi.org/10.1128/spectrum.04073-22 |
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