Cargando…
Autoimmune Disease-Related Hub Genes are Potential Biomarkers and Associated with Immune Microenvironment in Endometriosis
BACKGROUND: Endometriosis, a common gynecological condition, can cause symptoms such as dysmenorrhea, infertility, and abnormal bleeding, which can negatively affect a woman’s quality of life. In the current study, the pathophysiological mechanisms of endometriosis are unknown, but this study sugges...
Autores principales: | , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Dove
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10348380/ https://www.ncbi.nlm.nih.gov/pubmed/37457751 http://dx.doi.org/10.2147/IJGM.S417430 |
_version_ | 1785073657699106816 |
---|---|
author | Yang, Yin-Ting Jiang, Xi-Ya Xu, Hong-Liang Chen, Guo Wang, Sen-Lin Zhang, He-Ping Hong, Lin Jin, Qin-Qin Yao, Hui Zhang, Wei-Yu Zhu, Yu-Ting Mei, Jie Tian, Lu Ying, Jie Hu, Jing-Jing Zhou, Shu-Guang |
author_facet | Yang, Yin-Ting Jiang, Xi-Ya Xu, Hong-Liang Chen, Guo Wang, Sen-Lin Zhang, He-Ping Hong, Lin Jin, Qin-Qin Yao, Hui Zhang, Wei-Yu Zhu, Yu-Ting Mei, Jie Tian, Lu Ying, Jie Hu, Jing-Jing Zhou, Shu-Guang |
author_sort | Yang, Yin-Ting |
collection | PubMed |
description | BACKGROUND: Endometriosis, a common gynecological condition, can cause symptoms such as dysmenorrhea, infertility, and abnormal bleeding, which can negatively affect a woman’s quality of life. In the current study, the pathophysiological mechanisms of endometriosis are unknown, but this study suggests that endometriosis is associated with dysregulation of the autoimmune system. This study identify hub genes involved in the prevalence, identification and diagnostic value of endometriosis and autoimmune diseases, and explore the central genes and immune infiltrates, the diagnosis of endometriosis provides a new sight of thinking about diagnosis and treatment. METHODS AND RESULTS: The relevant datasets for endometriosis GSE141549, GSE7305 and autoimmune disease-related genes (AIDGs) were downloaded from online database. Using the “limma” package and WGCNA to screen out the autoimmune disease related genes and endometriosis related genes, the autoimmune disease gene-related differential genes (AID-DEGs) progressive GO, KEGG enrichment analysis, and then using the protein interaction network and Cytoscape software to select hub genes (CXCL12, PECAM1, NGF, CTGF, WNT5A), using the “pROC” package to analyze the hub genes for the diagnostic value of endometriosis. The difference in the importance of hub genes for the diagnosis of endometriosis was analyzed by machine learning random forest, and the combined diagnostic value of hub genes was analyzed by using the Support Vector Machine (SVM) algorithm. The eutopic (EU) and ectopic endometrium (EC) immune microenvironment of endometriosis was evaluated using CIBERSORT, the correlation of hub genes to the immune microenvironment was analyzed. CONCLUSION: The hub genes associated with AIDGs are differentially expressed in EC and EU of endometriosis and possess important value for the diagnosis of endometriosis. The hub genes have a very important impact on the immune microenvironment of endometriosis, which is important for exploring the connection between endometriosis and autoimmune diseases and provides a new insight for the subsequent study of immunotherapy and diagnosis of endometriosis. |
format | Online Article Text |
id | pubmed-10348380 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Dove |
record_format | MEDLINE/PubMed |
spelling | pubmed-103483802023-07-15 Autoimmune Disease-Related Hub Genes are Potential Biomarkers and Associated with Immune Microenvironment in Endometriosis Yang, Yin-Ting Jiang, Xi-Ya Xu, Hong-Liang Chen, Guo Wang, Sen-Lin Zhang, He-Ping Hong, Lin Jin, Qin-Qin Yao, Hui Zhang, Wei-Yu Zhu, Yu-Ting Mei, Jie Tian, Lu Ying, Jie Hu, Jing-Jing Zhou, Shu-Guang Int J Gen Med Original Research BACKGROUND: Endometriosis, a common gynecological condition, can cause symptoms such as dysmenorrhea, infertility, and abnormal bleeding, which can negatively affect a woman’s quality of life. In the current study, the pathophysiological mechanisms of endometriosis are unknown, but this study suggests that endometriosis is associated with dysregulation of the autoimmune system. This study identify hub genes involved in the prevalence, identification and diagnostic value of endometriosis and autoimmune diseases, and explore the central genes and immune infiltrates, the diagnosis of endometriosis provides a new sight of thinking about diagnosis and treatment. METHODS AND RESULTS: The relevant datasets for endometriosis GSE141549, GSE7305 and autoimmune disease-related genes (AIDGs) were downloaded from online database. Using the “limma” package and WGCNA to screen out the autoimmune disease related genes and endometriosis related genes, the autoimmune disease gene-related differential genes (AID-DEGs) progressive GO, KEGG enrichment analysis, and then using the protein interaction network and Cytoscape software to select hub genes (CXCL12, PECAM1, NGF, CTGF, WNT5A), using the “pROC” package to analyze the hub genes for the diagnostic value of endometriosis. The difference in the importance of hub genes for the diagnosis of endometriosis was analyzed by machine learning random forest, and the combined diagnostic value of hub genes was analyzed by using the Support Vector Machine (SVM) algorithm. The eutopic (EU) and ectopic endometrium (EC) immune microenvironment of endometriosis was evaluated using CIBERSORT, the correlation of hub genes to the immune microenvironment was analyzed. CONCLUSION: The hub genes associated with AIDGs are differentially expressed in EC and EU of endometriosis and possess important value for the diagnosis of endometriosis. The hub genes have a very important impact on the immune microenvironment of endometriosis, which is important for exploring the connection between endometriosis and autoimmune diseases and provides a new insight for the subsequent study of immunotherapy and diagnosis of endometriosis. Dove 2023-07-10 /pmc/articles/PMC10348380/ /pubmed/37457751 http://dx.doi.org/10.2147/IJGM.S417430 Text en © 2023 Yang et al. https://creativecommons.org/licenses/by-nc/3.0/This work is published and licensed by Dove Medical Press Limited. The full terms of this license are available at https://www.dovepress.com/terms.php and incorporate the Creative Commons Attribution – Non Commercial (unported, v3.0) License (http://creativecommons.org/licenses/by-nc/3.0/ (https://creativecommons.org/licenses/by-nc/3.0/) ). By accessing the work you hereby accept the Terms. Non-commercial uses of the work are permitted without any further permission from Dove Medical Press Limited, provided the work is properly attributed. For permission for commercial use of this work, please see paragraphs 4.2 and 5 of our Terms (https://www.dovepress.com/terms.php). |
spellingShingle | Original Research Yang, Yin-Ting Jiang, Xi-Ya Xu, Hong-Liang Chen, Guo Wang, Sen-Lin Zhang, He-Ping Hong, Lin Jin, Qin-Qin Yao, Hui Zhang, Wei-Yu Zhu, Yu-Ting Mei, Jie Tian, Lu Ying, Jie Hu, Jing-Jing Zhou, Shu-Guang Autoimmune Disease-Related Hub Genes are Potential Biomarkers and Associated with Immune Microenvironment in Endometriosis |
title | Autoimmune Disease-Related Hub Genes are Potential Biomarkers and Associated with Immune Microenvironment in Endometriosis |
title_full | Autoimmune Disease-Related Hub Genes are Potential Biomarkers and Associated with Immune Microenvironment in Endometriosis |
title_fullStr | Autoimmune Disease-Related Hub Genes are Potential Biomarkers and Associated with Immune Microenvironment in Endometriosis |
title_full_unstemmed | Autoimmune Disease-Related Hub Genes are Potential Biomarkers and Associated with Immune Microenvironment in Endometriosis |
title_short | Autoimmune Disease-Related Hub Genes are Potential Biomarkers and Associated with Immune Microenvironment in Endometriosis |
title_sort | autoimmune disease-related hub genes are potential biomarkers and associated with immune microenvironment in endometriosis |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10348380/ https://www.ncbi.nlm.nih.gov/pubmed/37457751 http://dx.doi.org/10.2147/IJGM.S417430 |
work_keys_str_mv | AT yangyinting autoimmunediseaserelatedhubgenesarepotentialbiomarkersandassociatedwithimmunemicroenvironmentinendometriosis AT jiangxiya autoimmunediseaserelatedhubgenesarepotentialbiomarkersandassociatedwithimmunemicroenvironmentinendometriosis AT xuhongliang autoimmunediseaserelatedhubgenesarepotentialbiomarkersandassociatedwithimmunemicroenvironmentinendometriosis AT chenguo autoimmunediseaserelatedhubgenesarepotentialbiomarkersandassociatedwithimmunemicroenvironmentinendometriosis AT wangsenlin autoimmunediseaserelatedhubgenesarepotentialbiomarkersandassociatedwithimmunemicroenvironmentinendometriosis AT zhangheping autoimmunediseaserelatedhubgenesarepotentialbiomarkersandassociatedwithimmunemicroenvironmentinendometriosis AT honglin autoimmunediseaserelatedhubgenesarepotentialbiomarkersandassociatedwithimmunemicroenvironmentinendometriosis AT jinqinqin autoimmunediseaserelatedhubgenesarepotentialbiomarkersandassociatedwithimmunemicroenvironmentinendometriosis AT yaohui autoimmunediseaserelatedhubgenesarepotentialbiomarkersandassociatedwithimmunemicroenvironmentinendometriosis AT zhangweiyu autoimmunediseaserelatedhubgenesarepotentialbiomarkersandassociatedwithimmunemicroenvironmentinendometriosis AT zhuyuting autoimmunediseaserelatedhubgenesarepotentialbiomarkersandassociatedwithimmunemicroenvironmentinendometriosis AT meijie autoimmunediseaserelatedhubgenesarepotentialbiomarkersandassociatedwithimmunemicroenvironmentinendometriosis AT tianlu autoimmunediseaserelatedhubgenesarepotentialbiomarkersandassociatedwithimmunemicroenvironmentinendometriosis AT yingjie autoimmunediseaserelatedhubgenesarepotentialbiomarkersandassociatedwithimmunemicroenvironmentinendometriosis AT hujingjing autoimmunediseaserelatedhubgenesarepotentialbiomarkersandassociatedwithimmunemicroenvironmentinendometriosis AT zhoushuguang autoimmunediseaserelatedhubgenesarepotentialbiomarkersandassociatedwithimmunemicroenvironmentinendometriosis |