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Elucidation of independently modulated genes in Streptococcus pyogenes reveals carbon sources that control its expression of hemolytic toxins
Streptococcus pyogenes can cause a wide variety of acute infections throughout the body of its human host. An underlying transcriptional regulatory network (TRN) is responsible for altering the physiological state of the bacterium to adapt to each unique host environment. Consequently, an in-depth u...
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/PMC10308926/ https://www.ncbi.nlm.nih.gov/pubmed/37278526 http://dx.doi.org/10.1128/msystems.00247-23 |
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author | Hirose, Yujiro Poudel, Saugat Sastry, Anand V. Rychel, Kevin Lamoureux, Cameron R. Szubin, Richard Zielinski, Daniel C. Lim, Hyun Gyu Menon, Nitasha D. Bergsten, Helena Uchiyama, Satoshi Hanada, Tomoki Kawabata, Shigetada Palsson, Bernhard O. Nizet, Victor |
author_facet | Hirose, Yujiro Poudel, Saugat Sastry, Anand V. Rychel, Kevin Lamoureux, Cameron R. Szubin, Richard Zielinski, Daniel C. Lim, Hyun Gyu Menon, Nitasha D. Bergsten, Helena Uchiyama, Satoshi Hanada, Tomoki Kawabata, Shigetada Palsson, Bernhard O. Nizet, Victor |
author_sort | Hirose, Yujiro |
collection | PubMed |
description | Streptococcus pyogenes can cause a wide variety of acute infections throughout the body of its human host. An underlying transcriptional regulatory network (TRN) is responsible for altering the physiological state of the bacterium to adapt to each unique host environment. Consequently, an in-depth understanding of the comprehensive dynamics of the S. pyogenes TRN could inform new therapeutic strategies. Here, we compiled 116 existing high-quality RNA sequencing data sets of invasive S. pyogenes serotype M1 and estimated the TRN structure in a top-down fashion by performing independent component analysis (ICA). The algorithm computed 42 independently modulated sets of genes (iModulons). Four iModulons contained the nga-ifs-slo virulence-related operon, which allowed us to identify carbon sources that control its expression. In particular, dextrin utilization upregulated the nga-ifs-slo operon by activation of two-component regulatory system CovRS-related iModulons, altering bacterial hemolytic activity compared to glucose or maltose utilization. Finally, we show that the iModulon-based TRN structure can be used to simplify the interpretation of noisy bacterial transcriptome data at the infection site. IMPORTANCE: S. pyogenes is a pre-eminent human bacterial pathogen that causes a wide variety of acute infections throughout the body of its host. Understanding the comprehensive dynamics of its TRN could inform new therapeutic strategies. Since at least 43 S. pyogenes transcriptional regulators are known, it is often difficult to interpret transcriptomic data from regulon annotations. This study shows the novel ICA-based framework to elucidate the underlying regulatory structure of S. pyogenes allows us to interpret the transcriptome profile using data-driven regulons (iModulons). Additionally, the observations of the iModulon architecture lead us to identify the multiple regulatory inputs governing the expression of a virulence-related operon. The iModulons identified in this study serve as a powerful guidepost to further our understanding of S. pyogenes TRN structure and dynamics. |
format | Online Article Text |
id | pubmed-10308926 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | American Society for Microbiology |
record_format | MEDLINE/PubMed |
spelling | pubmed-103089262023-06-30 Elucidation of independently modulated genes in Streptococcus pyogenes reveals carbon sources that control its expression of hemolytic toxins Hirose, Yujiro Poudel, Saugat Sastry, Anand V. Rychel, Kevin Lamoureux, Cameron R. Szubin, Richard Zielinski, Daniel C. Lim, Hyun Gyu Menon, Nitasha D. Bergsten, Helena Uchiyama, Satoshi Hanada, Tomoki Kawabata, Shigetada Palsson, Bernhard O. Nizet, Victor mSystems Research Article Streptococcus pyogenes can cause a wide variety of acute infections throughout the body of its human host. An underlying transcriptional regulatory network (TRN) is responsible for altering the physiological state of the bacterium to adapt to each unique host environment. Consequently, an in-depth understanding of the comprehensive dynamics of the S. pyogenes TRN could inform new therapeutic strategies. Here, we compiled 116 existing high-quality RNA sequencing data sets of invasive S. pyogenes serotype M1 and estimated the TRN structure in a top-down fashion by performing independent component analysis (ICA). The algorithm computed 42 independently modulated sets of genes (iModulons). Four iModulons contained the nga-ifs-slo virulence-related operon, which allowed us to identify carbon sources that control its expression. In particular, dextrin utilization upregulated the nga-ifs-slo operon by activation of two-component regulatory system CovRS-related iModulons, altering bacterial hemolytic activity compared to glucose or maltose utilization. Finally, we show that the iModulon-based TRN structure can be used to simplify the interpretation of noisy bacterial transcriptome data at the infection site. IMPORTANCE: S. pyogenes is a pre-eminent human bacterial pathogen that causes a wide variety of acute infections throughout the body of its host. Understanding the comprehensive dynamics of its TRN could inform new therapeutic strategies. Since at least 43 S. pyogenes transcriptional regulators are known, it is often difficult to interpret transcriptomic data from regulon annotations. This study shows the novel ICA-based framework to elucidate the underlying regulatory structure of S. pyogenes allows us to interpret the transcriptome profile using data-driven regulons (iModulons). Additionally, the observations of the iModulon architecture lead us to identify the multiple regulatory inputs governing the expression of a virulence-related operon. The iModulons identified in this study serve as a powerful guidepost to further our understanding of S. pyogenes TRN structure and dynamics. American Society for Microbiology 2023-06-06 /pmc/articles/PMC10308926/ /pubmed/37278526 http://dx.doi.org/10.1128/msystems.00247-23 Text en Copyright © 2023 Hirose 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 Hirose, Yujiro Poudel, Saugat Sastry, Anand V. Rychel, Kevin Lamoureux, Cameron R. Szubin, Richard Zielinski, Daniel C. Lim, Hyun Gyu Menon, Nitasha D. Bergsten, Helena Uchiyama, Satoshi Hanada, Tomoki Kawabata, Shigetada Palsson, Bernhard O. Nizet, Victor Elucidation of independently modulated genes in Streptococcus pyogenes reveals carbon sources that control its expression of hemolytic toxins |
title | Elucidation of independently modulated genes in Streptococcus pyogenes reveals carbon sources that control its expression of hemolytic toxins |
title_full | Elucidation of independently modulated genes in Streptococcus pyogenes reveals carbon sources that control its expression of hemolytic toxins |
title_fullStr | Elucidation of independently modulated genes in Streptococcus pyogenes reveals carbon sources that control its expression of hemolytic toxins |
title_full_unstemmed | Elucidation of independently modulated genes in Streptococcus pyogenes reveals carbon sources that control its expression of hemolytic toxins |
title_short | Elucidation of independently modulated genes in Streptococcus pyogenes reveals carbon sources that control its expression of hemolytic toxins |
title_sort | elucidation of independently modulated genes in streptococcus pyogenes reveals carbon sources that control its expression of hemolytic toxins |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10308926/ https://www.ncbi.nlm.nih.gov/pubmed/37278526 http://dx.doi.org/10.1128/msystems.00247-23 |
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