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ECM2 and GLT8D2 in human pulmonary artery hypertension: fruits from weighted gene co-expression network analysis
BACKGROUND: Pulmonary artery hypertension (PAH) is an incurable disease with a high mortality rate. Current medications ameliorate symptoms but cannot target adverse vascular remodeling. New therapeutic strategies for PAH need to be established. METHODS: Using the weighted gene coexpression network...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
AME Publishing Company
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8107565/ https://www.ncbi.nlm.nih.gov/pubmed/34012575 http://dx.doi.org/10.21037/jtd-20-3069 |
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author | Bai, Zeyang Xu, Lianyan Dai, Yong Yuan, Qingchen Zhou, Zihua |
author_facet | Bai, Zeyang Xu, Lianyan Dai, Yong Yuan, Qingchen Zhou, Zihua |
author_sort | Bai, Zeyang |
collection | PubMed |
description | BACKGROUND: Pulmonary artery hypertension (PAH) is an incurable disease with a high mortality rate. Current medications ameliorate symptoms but cannot target adverse vascular remodeling. New therapeutic strategies for PAH need to be established. METHODS: Using the weighted gene coexpression network analysis (WGCNA) algorithm, we constructed a coexpression network of dataset GSE117261 from the Gene Expression Omnibus (GEO) database. Key modules were identified by the relationship between module eigengenes and clinical traits. Hub genes were screened out based on gene significance (GS), module membership (MM), and mean pulmonary artery pressure (mPAP). External validations were conducted in GSE48149 and GSE113439. Functional enrichment and immune cell infiltration were analyzed using Metascape and CIBERSORTx. RESULTS: The WGCNA analysis revealed 13 coexpression modules. The pink module had the highest correlation with PAH in terms of module eigengene (r=0.79; P=2e−18) and module significance (MS =0.43). Functional enrichment indicated genes in the pink module contributed to the immune system process and extracellular matrix (ECM). In the pink module, ECM2 (GS =0.65, MM =0.86, ρ=0.407, P=0.0019) and GLT8D2 (GS =0.63, MM =0.85, ρ=0.443, P=0.006) were identified as hub genes. For immune cells infiltration in PAH lung tissue, hub genes were positively correlated with M2 macrophages and resting mast cells, and were negatively correlated with monocytes, neutrophils, and CD4-naïve T cells. CONCLUSIONS: Our research identified 2 hub genes ECM2 and GLT8D2 related to PAH. The functions of these hub genes were involved in the immune process and ECM, indicating that they might serve as candidate therapeutic targets for PAH. |
format | Online Article Text |
id | pubmed-8107565 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | AME Publishing Company |
record_format | MEDLINE/PubMed |
spelling | pubmed-81075652021-05-18 ECM2 and GLT8D2 in human pulmonary artery hypertension: fruits from weighted gene co-expression network analysis Bai, Zeyang Xu, Lianyan Dai, Yong Yuan, Qingchen Zhou, Zihua J Thorac Dis Original Article BACKGROUND: Pulmonary artery hypertension (PAH) is an incurable disease with a high mortality rate. Current medications ameliorate symptoms but cannot target adverse vascular remodeling. New therapeutic strategies for PAH need to be established. METHODS: Using the weighted gene coexpression network analysis (WGCNA) algorithm, we constructed a coexpression network of dataset GSE117261 from the Gene Expression Omnibus (GEO) database. Key modules were identified by the relationship between module eigengenes and clinical traits. Hub genes were screened out based on gene significance (GS), module membership (MM), and mean pulmonary artery pressure (mPAP). External validations were conducted in GSE48149 and GSE113439. Functional enrichment and immune cell infiltration were analyzed using Metascape and CIBERSORTx. RESULTS: The WGCNA analysis revealed 13 coexpression modules. The pink module had the highest correlation with PAH in terms of module eigengene (r=0.79; P=2e−18) and module significance (MS =0.43). Functional enrichment indicated genes in the pink module contributed to the immune system process and extracellular matrix (ECM). In the pink module, ECM2 (GS =0.65, MM =0.86, ρ=0.407, P=0.0019) and GLT8D2 (GS =0.63, MM =0.85, ρ=0.443, P=0.006) were identified as hub genes. For immune cells infiltration in PAH lung tissue, hub genes were positively correlated with M2 macrophages and resting mast cells, and were negatively correlated with monocytes, neutrophils, and CD4-naïve T cells. CONCLUSIONS: Our research identified 2 hub genes ECM2 and GLT8D2 related to PAH. The functions of these hub genes were involved in the immune process and ECM, indicating that they might serve as candidate therapeutic targets for PAH. AME Publishing Company 2021-04 /pmc/articles/PMC8107565/ /pubmed/34012575 http://dx.doi.org/10.21037/jtd-20-3069 Text en 2021 Journal of Thoracic Disease. All rights reserved. https://creativecommons.org/licenses/by-nc-nd/4.0/Open Access Statement: This is an Open Access article distributed in accordance with the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International License (CC BY-NC-ND 4.0), which permits the non-commercial replication and distribution of the article with the strict proviso that no changes or edits are made and the original work is properly cited (including links to both the formal publication through the relevant DOI and the license). See: https://creativecommons.org/licenses/by-nc-nd/4.0 (https://creativecommons.org/licenses/by-nc-nd/4.0/) . |
spellingShingle | Original Article Bai, Zeyang Xu, Lianyan Dai, Yong Yuan, Qingchen Zhou, Zihua ECM2 and GLT8D2 in human pulmonary artery hypertension: fruits from weighted gene co-expression network analysis |
title | ECM2 and GLT8D2 in human pulmonary artery hypertension: fruits from weighted gene co-expression network analysis |
title_full | ECM2 and GLT8D2 in human pulmonary artery hypertension: fruits from weighted gene co-expression network analysis |
title_fullStr | ECM2 and GLT8D2 in human pulmonary artery hypertension: fruits from weighted gene co-expression network analysis |
title_full_unstemmed | ECM2 and GLT8D2 in human pulmonary artery hypertension: fruits from weighted gene co-expression network analysis |
title_short | ECM2 and GLT8D2 in human pulmonary artery hypertension: fruits from weighted gene co-expression network analysis |
title_sort | ecm2 and glt8d2 in human pulmonary artery hypertension: fruits from weighted gene co-expression network analysis |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8107565/ https://www.ncbi.nlm.nih.gov/pubmed/34012575 http://dx.doi.org/10.21037/jtd-20-3069 |
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