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Identification and experimental validation of mitochondria-related genes biomarkers associated with immune infiltration for sepsis
BACKGROUND: Sepsis remains a complex condition with incomplete understanding of its pathogenesis. Further research is needed to identify prognostic factors, risk stratification tools, and effective diagnostic and therapeutic targets. METHODS: Three GEO datasets (GSE54514, GSE65682, and GSE95233) wer...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10203506/ https://www.ncbi.nlm.nih.gov/pubmed/37228596 http://dx.doi.org/10.3389/fimmu.2023.1184126 |
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author | Shu, Qi She, Han Chen, Xi Zhong, Like Zhu, Junfeng Fang, Luo |
author_facet | Shu, Qi She, Han Chen, Xi Zhong, Like Zhu, Junfeng Fang, Luo |
author_sort | Shu, Qi |
collection | PubMed |
description | BACKGROUND: Sepsis remains a complex condition with incomplete understanding of its pathogenesis. Further research is needed to identify prognostic factors, risk stratification tools, and effective diagnostic and therapeutic targets. METHODS: Three GEO datasets (GSE54514, GSE65682, and GSE95233) were used to explore the potential role of mitochondria-related genes (MiRGs) in sepsis. WGCNA and two machine learning algorithms (RF and LASSO) were used to identify the feature of MiRGs. Consensus clustering was subsequently carried out to determine the molecular subtypes for sepsis. CIBERSORT algorithm was conducted to assess the immune cell infiltration of samples. A nomogram was also established to evaluate the diagnostic ability of feature biomarkers via “rms” package. RESULTS: Three different expressed MiRGs (DE-MiRGs) were identified as sepsis biomarkers. A significant difference in the immune microenvironment landscape was observed between healthy controls and sepsis patients. Among the DE-MiRGs, NDUFB3 was selected to be a potential therapeutic target and its significant elevated expression level was confirmed in sepsis using in vitro experiments and confocal microscopy, indicating its significant contribution to the mitochondrial quality imbalance in the LPS-simulated sepsis model. CONCLUSION: By digging the role of these pivotal genes in immune cell infiltration, we gained a better understanding of the molecular immune mechanism in sepsis and identified potential intervention and treatment strategies. |
format | Online Article Text |
id | pubmed-10203506 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-102035062023-05-24 Identification and experimental validation of mitochondria-related genes biomarkers associated with immune infiltration for sepsis Shu, Qi She, Han Chen, Xi Zhong, Like Zhu, Junfeng Fang, Luo Front Immunol Immunology BACKGROUND: Sepsis remains a complex condition with incomplete understanding of its pathogenesis. Further research is needed to identify prognostic factors, risk stratification tools, and effective diagnostic and therapeutic targets. METHODS: Three GEO datasets (GSE54514, GSE65682, and GSE95233) were used to explore the potential role of mitochondria-related genes (MiRGs) in sepsis. WGCNA and two machine learning algorithms (RF and LASSO) were used to identify the feature of MiRGs. Consensus clustering was subsequently carried out to determine the molecular subtypes for sepsis. CIBERSORT algorithm was conducted to assess the immune cell infiltration of samples. A nomogram was also established to evaluate the diagnostic ability of feature biomarkers via “rms” package. RESULTS: Three different expressed MiRGs (DE-MiRGs) were identified as sepsis biomarkers. A significant difference in the immune microenvironment landscape was observed between healthy controls and sepsis patients. Among the DE-MiRGs, NDUFB3 was selected to be a potential therapeutic target and its significant elevated expression level was confirmed in sepsis using in vitro experiments and confocal microscopy, indicating its significant contribution to the mitochondrial quality imbalance in the LPS-simulated sepsis model. CONCLUSION: By digging the role of these pivotal genes in immune cell infiltration, we gained a better understanding of the molecular immune mechanism in sepsis and identified potential intervention and treatment strategies. Frontiers Media S.A. 2023-05-09 /pmc/articles/PMC10203506/ /pubmed/37228596 http://dx.doi.org/10.3389/fimmu.2023.1184126 Text en Copyright © 2023 Shu, She, Chen, Zhong, Zhu and Fang 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 | Immunology Shu, Qi She, Han Chen, Xi Zhong, Like Zhu, Junfeng Fang, Luo Identification and experimental validation of mitochondria-related genes biomarkers associated with immune infiltration for sepsis |
title | Identification and experimental validation of mitochondria-related genes biomarkers associated with immune infiltration for sepsis |
title_full | Identification and experimental validation of mitochondria-related genes biomarkers associated with immune infiltration for sepsis |
title_fullStr | Identification and experimental validation of mitochondria-related genes biomarkers associated with immune infiltration for sepsis |
title_full_unstemmed | Identification and experimental validation of mitochondria-related genes biomarkers associated with immune infiltration for sepsis |
title_short | Identification and experimental validation of mitochondria-related genes biomarkers associated with immune infiltration for sepsis |
title_sort | identification and experimental validation of mitochondria-related genes biomarkers associated with immune infiltration for sepsis |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10203506/ https://www.ncbi.nlm.nih.gov/pubmed/37228596 http://dx.doi.org/10.3389/fimmu.2023.1184126 |
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