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Screening of feature genes related to immune and inflammatory responses in periodontitis
BACKGROUND: Immune and inflammatory responses are important in the occurrence and development of periodontitis. The aim of this study was to screen for immune-related genes and construct a disease diagnostic model to further investigate the underlying molecular mechanisms of periodontitis. METHODS:...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10122403/ https://www.ncbi.nlm.nih.gov/pubmed/37085805 http://dx.doi.org/10.1186/s12903-023-02925-z |
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author | Duan, Azhu Zhang, Yeming Yuan, Gongjie |
author_facet | Duan, Azhu Zhang, Yeming Yuan, Gongjie |
author_sort | Duan, Azhu |
collection | PubMed |
description | BACKGROUND: Immune and inflammatory responses are important in the occurrence and development of periodontitis. The aim of this study was to screen for immune-related genes and construct a disease diagnostic model to further investigate the underlying molecular mechanisms of periodontitis. METHODS: GSE16134 and GSE10334 datasets were used in this study. Differentially expressed genes (DEGs) between the periodontitis and control groups were selected. Immune-related genes were identified, and functional analysis and construction of an interaction network were conducted. Immune characteristics were evaluated using gene set variation analysis GSVA. Immunity-related modules were analyzed using weighted gene co-expression network analysis (WGCNA). The LASSO algorithm was applied to optimize the module genes. Correlation between optimized immune-related DEGs and immune cells was analyzed. RESULTS: A total of 324 immune-related DEGs enriched in immune- and inflammation-related functions and pathways were identified. Of which, 23 immune cells were significantly different between the periodontitis and control groups. Nine optimal immune-related genes were selected using the WGCNA and LASSO algorithms to construct a diagnostic model. Except for CXCL1, the other eight genes were significantly positively correlated with regulatory T cells, immature B cells, activated B cells, and myeloid-derived suppressor cells. CONCLUSION: This study identified nine immune-related genes and developed a diagnostic model for periodontitis. |
format | Online Article Text |
id | pubmed-10122403 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-101224032023-04-23 Screening of feature genes related to immune and inflammatory responses in periodontitis Duan, Azhu Zhang, Yeming Yuan, Gongjie BMC Oral Health Research BACKGROUND: Immune and inflammatory responses are important in the occurrence and development of periodontitis. The aim of this study was to screen for immune-related genes and construct a disease diagnostic model to further investigate the underlying molecular mechanisms of periodontitis. METHODS: GSE16134 and GSE10334 datasets were used in this study. Differentially expressed genes (DEGs) between the periodontitis and control groups were selected. Immune-related genes were identified, and functional analysis and construction of an interaction network were conducted. Immune characteristics were evaluated using gene set variation analysis GSVA. Immunity-related modules were analyzed using weighted gene co-expression network analysis (WGCNA). The LASSO algorithm was applied to optimize the module genes. Correlation between optimized immune-related DEGs and immune cells was analyzed. RESULTS: A total of 324 immune-related DEGs enriched in immune- and inflammation-related functions and pathways were identified. Of which, 23 immune cells were significantly different between the periodontitis and control groups. Nine optimal immune-related genes were selected using the WGCNA and LASSO algorithms to construct a diagnostic model. Except for CXCL1, the other eight genes were significantly positively correlated with regulatory T cells, immature B cells, activated B cells, and myeloid-derived suppressor cells. CONCLUSION: This study identified nine immune-related genes and developed a diagnostic model for periodontitis. BioMed Central 2023-04-21 /pmc/articles/PMC10122403/ /pubmed/37085805 http://dx.doi.org/10.1186/s12903-023-02925-z Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Duan, Azhu Zhang, Yeming Yuan, Gongjie Screening of feature genes related to immune and inflammatory responses in periodontitis |
title | Screening of feature genes related to immune and inflammatory responses in periodontitis |
title_full | Screening of feature genes related to immune and inflammatory responses in periodontitis |
title_fullStr | Screening of feature genes related to immune and inflammatory responses in periodontitis |
title_full_unstemmed | Screening of feature genes related to immune and inflammatory responses in periodontitis |
title_short | Screening of feature genes related to immune and inflammatory responses in periodontitis |
title_sort | screening of feature genes related to immune and inflammatory responses in periodontitis |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10122403/ https://www.ncbi.nlm.nih.gov/pubmed/37085805 http://dx.doi.org/10.1186/s12903-023-02925-z |
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