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Identification of Metabolism-Associated Molecular Subtypes of Chronic Obstructive Pulmonary Disease
PURPOSE: This study aimed to identify the COPD molecular subtypes reflecting pulmonary function damage on the basis of metabolism-related gene expression, which provided the opportunity to study the metabolic heterogeneity and the association of metabolic pathways with pulmonary function damage. MET...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Dove
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8374844/ https://www.ncbi.nlm.nih.gov/pubmed/34429593 http://dx.doi.org/10.2147/COPD.S316304 |
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author | Hu, Yuanlong Cheng, Xiaomeng Qiu, Zhanjun Chen, Xianhai |
author_facet | Hu, Yuanlong Cheng, Xiaomeng Qiu, Zhanjun Chen, Xianhai |
author_sort | Hu, Yuanlong |
collection | PubMed |
description | PURPOSE: This study aimed to identify the COPD molecular subtypes reflecting pulmonary function damage on the basis of metabolism-related gene expression, which provided the opportunity to study the metabolic heterogeneity and the association of metabolic pathways with pulmonary function damage. METHODS: Univariate linear regression and the Boruta algorithm were used to select metabolism-related genes associated with forced expiratory volume in the first second (FEV1) and FEV1/forced vital capacity (FVC) in the Evaluation of COPD to Longitudinally Identify Predictive Surrogate Endpoints (ECLIPSE) cohort. COPD subtypes were further identified by consensus clustering with best-fit. Then, we analyzed the differences in the clinical characteristics, metabolic pathways, immune cell characteristics, and transcription features among the subtypes. RESULTS: This study identified two subtypes (C1 and C2). C1 exhibited higher levels of lower pulmonary function and innate immunity than C2. Ten metabolic pathways were confirmed as key metabolic pathways. The pathways related to N-glycan, hexosamine, purine, alanine, aspartate and glutamate tended to be positively associated with the abundance of adaptive immune cells and negatively associated with the abundance of innate immune cells. In addition, other pathways had opposite trends. All results were verified in Genetic Epidemiology of COPD (COPDGene) datasets. CONCLUSION: The two subtypes reflect the pulmonary function damage and help to further understand the metabolic mechanism of pulmonary function in COPD. Further studies are needed to prove the prognostic and therapeutic value of the subtypes. |
format | Online Article Text |
id | pubmed-8374844 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Dove |
record_format | MEDLINE/PubMed |
spelling | pubmed-83748442021-08-23 Identification of Metabolism-Associated Molecular Subtypes of Chronic Obstructive Pulmonary Disease Hu, Yuanlong Cheng, Xiaomeng Qiu, Zhanjun Chen, Xianhai Int J Chron Obstruct Pulmon Dis Original Research PURPOSE: This study aimed to identify the COPD molecular subtypes reflecting pulmonary function damage on the basis of metabolism-related gene expression, which provided the opportunity to study the metabolic heterogeneity and the association of metabolic pathways with pulmonary function damage. METHODS: Univariate linear regression and the Boruta algorithm were used to select metabolism-related genes associated with forced expiratory volume in the first second (FEV1) and FEV1/forced vital capacity (FVC) in the Evaluation of COPD to Longitudinally Identify Predictive Surrogate Endpoints (ECLIPSE) cohort. COPD subtypes were further identified by consensus clustering with best-fit. Then, we analyzed the differences in the clinical characteristics, metabolic pathways, immune cell characteristics, and transcription features among the subtypes. RESULTS: This study identified two subtypes (C1 and C2). C1 exhibited higher levels of lower pulmonary function and innate immunity than C2. Ten metabolic pathways were confirmed as key metabolic pathways. The pathways related to N-glycan, hexosamine, purine, alanine, aspartate and glutamate tended to be positively associated with the abundance of adaptive immune cells and negatively associated with the abundance of innate immune cells. In addition, other pathways had opposite trends. All results were verified in Genetic Epidemiology of COPD (COPDGene) datasets. CONCLUSION: The two subtypes reflect the pulmonary function damage and help to further understand the metabolic mechanism of pulmonary function in COPD. Further studies are needed to prove the prognostic and therapeutic value of the subtypes. Dove 2021-08-14 /pmc/articles/PMC8374844/ /pubmed/34429593 http://dx.doi.org/10.2147/COPD.S316304 Text en © 2021 Hu 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 Hu, Yuanlong Cheng, Xiaomeng Qiu, Zhanjun Chen, Xianhai Identification of Metabolism-Associated Molecular Subtypes of Chronic Obstructive Pulmonary Disease |
title | Identification of Metabolism-Associated Molecular Subtypes of Chronic Obstructive Pulmonary Disease |
title_full | Identification of Metabolism-Associated Molecular Subtypes of Chronic Obstructive Pulmonary Disease |
title_fullStr | Identification of Metabolism-Associated Molecular Subtypes of Chronic Obstructive Pulmonary Disease |
title_full_unstemmed | Identification of Metabolism-Associated Molecular Subtypes of Chronic Obstructive Pulmonary Disease |
title_short | Identification of Metabolism-Associated Molecular Subtypes of Chronic Obstructive Pulmonary Disease |
title_sort | identification of metabolism-associated molecular subtypes of chronic obstructive pulmonary disease |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8374844/ https://www.ncbi.nlm.nih.gov/pubmed/34429593 http://dx.doi.org/10.2147/COPD.S316304 |
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