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Co-expression and interaction network analysis reveals dysregulated neutrophil and T-cell activation as the core mechanism associated with septic shock

Septic shock as a subset of sepsis, has a much higher mortality, while the mechanism is still elusive. This study was aimed at identifying core mechanisms associated with septic shock and its high mortality by investigating transcriptome data. We screened 72 septic-shock-associated genes (SSAGs) wit...

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Autores principales: Zhao, Shaobo, Zhu, Kun, Li, Xiaoyi, Zhong, Xiaohui, Zhao, Yanan, Le, Zhenkai, Liu, Zhicong, Xiao, Yi, Lai, Dengming, Jiao, Na, Shu, Qiang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9997678/
https://www.ncbi.nlm.nih.gov/pubmed/36911395
http://dx.doi.org/10.3389/fgene.2023.1132361
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author Zhao, Shaobo
Zhu, Kun
Li, Xiaoyi
Zhong, Xiaohui
Zhao, Yanan
Le, Zhenkai
Liu, Zhicong
Xiao, Yi
Lai, Dengming
Jiao, Na
Shu, Qiang
author_facet Zhao, Shaobo
Zhu, Kun
Li, Xiaoyi
Zhong, Xiaohui
Zhao, Yanan
Le, Zhenkai
Liu, Zhicong
Xiao, Yi
Lai, Dengming
Jiao, Na
Shu, Qiang
author_sort Zhao, Shaobo
collection PubMed
description Septic shock as a subset of sepsis, has a much higher mortality, while the mechanism is still elusive. This study was aimed at identifying core mechanisms associated with septic shock and its high mortality by investigating transcriptome data. We screened 72 septic-shock-associated genes (SSAGs) with differential expression between septic shock and sepsis in the discovery dataset. Further gene set enrichment analysis identified upregulated neutrophil activation and impaired T-cell activation in septic shock. Co-expression analysis revealed nine co-expressed gene modules. In addition, we determined twenty-one prognostic SSAGs using cox regression analysis in an independent dataset. Moreover, protein–protein interaction (PPI) network revealed two clusters. Among these neutrophil activation was enriched in the most positively-related modules and the cluster2 PPI network, while T-cell activation was enriched in both the most negatively-related module and one of the most positively-related modules as well as the cluster1 PPI network. ELANE, LCN2 and IFI44 were identified as hub genes with CytoHubba methods and semantic similarity analysis. Notably, ELANE was the only prognostic gene and was further validated in an external dataset. Blood neutrophil count was demonstrated to increase in septic shock and be a risky factor of prognosis based on clinical data. In conclusions, septic shock is associated with upregulated neutrophil activation and dysregulated T-cell activation. Three hub genes might have potentials as sensitive markers for the further translational research and ELANE could be a robust prognostic biomarker and effective therapeutic target.
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spelling pubmed-99976782023-03-10 Co-expression and interaction network analysis reveals dysregulated neutrophil and T-cell activation as the core mechanism associated with septic shock Zhao, Shaobo Zhu, Kun Li, Xiaoyi Zhong, Xiaohui Zhao, Yanan Le, Zhenkai Liu, Zhicong Xiao, Yi Lai, Dengming Jiao, Na Shu, Qiang Front Genet Genetics Septic shock as a subset of sepsis, has a much higher mortality, while the mechanism is still elusive. This study was aimed at identifying core mechanisms associated with septic shock and its high mortality by investigating transcriptome data. We screened 72 septic-shock-associated genes (SSAGs) with differential expression between septic shock and sepsis in the discovery dataset. Further gene set enrichment analysis identified upregulated neutrophil activation and impaired T-cell activation in septic shock. Co-expression analysis revealed nine co-expressed gene modules. In addition, we determined twenty-one prognostic SSAGs using cox regression analysis in an independent dataset. Moreover, protein–protein interaction (PPI) network revealed two clusters. Among these neutrophil activation was enriched in the most positively-related modules and the cluster2 PPI network, while T-cell activation was enriched in both the most negatively-related module and one of the most positively-related modules as well as the cluster1 PPI network. ELANE, LCN2 and IFI44 were identified as hub genes with CytoHubba methods and semantic similarity analysis. Notably, ELANE was the only prognostic gene and was further validated in an external dataset. Blood neutrophil count was demonstrated to increase in septic shock and be a risky factor of prognosis based on clinical data. In conclusions, septic shock is associated with upregulated neutrophil activation and dysregulated T-cell activation. Three hub genes might have potentials as sensitive markers for the further translational research and ELANE could be a robust prognostic biomarker and effective therapeutic target. Frontiers Media S.A. 2023-02-23 /pmc/articles/PMC9997678/ /pubmed/36911395 http://dx.doi.org/10.3389/fgene.2023.1132361 Text en Copyright © 2023 Zhao, Zhu, Li, Zhong, Zhao, Le, Liu, Xiao, Lai, Jiao and Shu. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Genetics
Zhao, Shaobo
Zhu, Kun
Li, Xiaoyi
Zhong, Xiaohui
Zhao, Yanan
Le, Zhenkai
Liu, Zhicong
Xiao, Yi
Lai, Dengming
Jiao, Na
Shu, Qiang
Co-expression and interaction network analysis reveals dysregulated neutrophil and T-cell activation as the core mechanism associated with septic shock
title Co-expression and interaction network analysis reveals dysregulated neutrophil and T-cell activation as the core mechanism associated with septic shock
title_full Co-expression and interaction network analysis reveals dysregulated neutrophil and T-cell activation as the core mechanism associated with septic shock
title_fullStr Co-expression and interaction network analysis reveals dysregulated neutrophil and T-cell activation as the core mechanism associated with septic shock
title_full_unstemmed Co-expression and interaction network analysis reveals dysregulated neutrophil and T-cell activation as the core mechanism associated with septic shock
title_short Co-expression and interaction network analysis reveals dysregulated neutrophil and T-cell activation as the core mechanism associated with septic shock
title_sort co-expression and interaction network analysis reveals dysregulated neutrophil and t-cell activation as the core mechanism associated with septic shock
topic Genetics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9997678/
https://www.ncbi.nlm.nih.gov/pubmed/36911395
http://dx.doi.org/10.3389/fgene.2023.1132361
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