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The Transcriptome Characteristics of Severe Asthma From the Prospect of Co-Expressed Gene Modules
Rationale: Severe asthma is a heterogeneous disease with multiple molecular mechanisms. Gene expression studies of asthmatic bronchial epithelial cells have provided biological insights and underscored possible pathological mechanisms; however, the molecular basis in severe asthma is still poorly un...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8573341/ https://www.ncbi.nlm.nih.gov/pubmed/34759961 http://dx.doi.org/10.3389/fgene.2021.765400 |
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author | Li, Bin Sun, Wen-Xuan Zhang, Wan-Ying Zheng, Ye Qiao, Lu Hu, Yue-Ming Li, Wei-Qiang Liu, Di Leng, Bing Liu, Jia-Ren Jiang, Xiao-Feng Zhang, Yan |
author_facet | Li, Bin Sun, Wen-Xuan Zhang, Wan-Ying Zheng, Ye Qiao, Lu Hu, Yue-Ming Li, Wei-Qiang Liu, Di Leng, Bing Liu, Jia-Ren Jiang, Xiao-Feng Zhang, Yan |
author_sort | Li, Bin |
collection | PubMed |
description | Rationale: Severe asthma is a heterogeneous disease with multiple molecular mechanisms. Gene expression studies of asthmatic bronchial epithelial cells have provided biological insights and underscored possible pathological mechanisms; however, the molecular basis in severe asthma is still poorly understood. Objective: The objective of this study was to identify the features of asthma and uncover the molecular basis of severe asthma in distinct molecular phenotype. Methods: The k-means clustering and differentially expressed genes (DEGs) were performed in 129 asthma individuals in the Severe Asthma Research Program. The DEG profiles were analyzed by weighted gene co-expression network analysis (WGCNA), and the expression value of each gene module in each individual was annotated by gene set variation analysis (GSVA). Results: Expression analysis defined five stable asthma subtype (AS): 1) Phagocytosis-Th2, 2) Normal-like, 3) Neutrophils, 4) Mucin-Th2, and 5) Interferon-Th1 and 15 co-expressed gene modules. “Phagocytosis-Th2” enriched for receptor-mediated endocytosis, upregulation of Toll-like receptor signal, and myeloid leukocyte activation. “Normal-like” is most similar to normal samples. “Mucin-Th2” preferentially expressed genes involved in O-glycan biosynthesis and unfolded protein response. “Interferon-Th1” displayed upregulation of genes that regulate networks involved in cell cycle, IFN gamma response, and CD8 TCR. The dysregulation of neural signal, REDOX, apoptosis, and O-glycan process were related to the severity of asthma. In non-TH2 subtype (Neutrophils and Interferon-Th1) with severe asthma individuals, the neural signals and IL26-related co-expression module were dysregulated more significantly compared to that in non-severe asthma. These data infer differences in the molecular evolution of asthma subtypes and identify opportunities for therapeutic development. Conclusions: Asthma is a heterogeneous disease. The co-expression analysis provides new insights into the biological mechanisms related to its phenotypes and the severity. |
format | Online Article Text |
id | pubmed-8573341 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-85733412021-11-09 The Transcriptome Characteristics of Severe Asthma From the Prospect of Co-Expressed Gene Modules Li, Bin Sun, Wen-Xuan Zhang, Wan-Ying Zheng, Ye Qiao, Lu Hu, Yue-Ming Li, Wei-Qiang Liu, Di Leng, Bing Liu, Jia-Ren Jiang, Xiao-Feng Zhang, Yan Front Genet Genetics Rationale: Severe asthma is a heterogeneous disease with multiple molecular mechanisms. Gene expression studies of asthmatic bronchial epithelial cells have provided biological insights and underscored possible pathological mechanisms; however, the molecular basis in severe asthma is still poorly understood. Objective: The objective of this study was to identify the features of asthma and uncover the molecular basis of severe asthma in distinct molecular phenotype. Methods: The k-means clustering and differentially expressed genes (DEGs) were performed in 129 asthma individuals in the Severe Asthma Research Program. The DEG profiles were analyzed by weighted gene co-expression network analysis (WGCNA), and the expression value of each gene module in each individual was annotated by gene set variation analysis (GSVA). Results: Expression analysis defined five stable asthma subtype (AS): 1) Phagocytosis-Th2, 2) Normal-like, 3) Neutrophils, 4) Mucin-Th2, and 5) Interferon-Th1 and 15 co-expressed gene modules. “Phagocytosis-Th2” enriched for receptor-mediated endocytosis, upregulation of Toll-like receptor signal, and myeloid leukocyte activation. “Normal-like” is most similar to normal samples. “Mucin-Th2” preferentially expressed genes involved in O-glycan biosynthesis and unfolded protein response. “Interferon-Th1” displayed upregulation of genes that regulate networks involved in cell cycle, IFN gamma response, and CD8 TCR. The dysregulation of neural signal, REDOX, apoptosis, and O-glycan process were related to the severity of asthma. In non-TH2 subtype (Neutrophils and Interferon-Th1) with severe asthma individuals, the neural signals and IL26-related co-expression module were dysregulated more significantly compared to that in non-severe asthma. These data infer differences in the molecular evolution of asthma subtypes and identify opportunities for therapeutic development. Conclusions: Asthma is a heterogeneous disease. The co-expression analysis provides new insights into the biological mechanisms related to its phenotypes and the severity. Frontiers Media S.A. 2021-10-25 /pmc/articles/PMC8573341/ /pubmed/34759961 http://dx.doi.org/10.3389/fgene.2021.765400 Text en Copyright © 2021 Li, Sun, Zhang, Zheng, Qiao, Hu, Li, Liu, Leng, Liu, Jiang and Zhang. 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 | Genetics Li, Bin Sun, Wen-Xuan Zhang, Wan-Ying Zheng, Ye Qiao, Lu Hu, Yue-Ming Li, Wei-Qiang Liu, Di Leng, Bing Liu, Jia-Ren Jiang, Xiao-Feng Zhang, Yan The Transcriptome Characteristics of Severe Asthma From the Prospect of Co-Expressed Gene Modules |
title | The Transcriptome Characteristics of Severe Asthma From the Prospect of Co-Expressed Gene Modules |
title_full | The Transcriptome Characteristics of Severe Asthma From the Prospect of Co-Expressed Gene Modules |
title_fullStr | The Transcriptome Characteristics of Severe Asthma From the Prospect of Co-Expressed Gene Modules |
title_full_unstemmed | The Transcriptome Characteristics of Severe Asthma From the Prospect of Co-Expressed Gene Modules |
title_short | The Transcriptome Characteristics of Severe Asthma From the Prospect of Co-Expressed Gene Modules |
title_sort | transcriptome characteristics of severe asthma from the prospect of co-expressed gene modules |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8573341/ https://www.ncbi.nlm.nih.gov/pubmed/34759961 http://dx.doi.org/10.3389/fgene.2021.765400 |
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