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Transcriptome Classification Reveals Molecular Subgroups in Idiopathic Pulmonary Fibrosis
Idiopathic pulmonary fibrosis (IPF) is a disease of progressive lung fibrosis with a high mortality rate. This study aimed to uncover the underlying molecular features for different types of IPF. IPF microarray datasets were retrieved from GEO databases. Weighted gene co-expression analysis (WGCNA)...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9308534/ https://www.ncbi.nlm.nih.gov/pubmed/35919036 http://dx.doi.org/10.1155/2022/7448481 |
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author | Liu, Yuxia Xu, Chang Gao, Wenxin Liu, Huaqiong Li, Chenglong Chen, Mingwei |
author_facet | Liu, Yuxia Xu, Chang Gao, Wenxin Liu, Huaqiong Li, Chenglong Chen, Mingwei |
author_sort | Liu, Yuxia |
collection | PubMed |
description | Idiopathic pulmonary fibrosis (IPF) is a disease of progressive lung fibrosis with a high mortality rate. This study aimed to uncover the underlying molecular features for different types of IPF. IPF microarray datasets were retrieved from GEO databases. Weighted gene co-expression analysis (WGCNA) was used and identified subgroup-specific WGCNA modules. Infiltration-level immune cells in different subgroups of microenvironments were analyzed with CIBERSORT algorithms. The result is we classified 173 IPF cases into two subgroups based on gene expression profiles, which were retrieved from the GEO databases. The SGRQ score and age were significantly higher in C2 than in C1. Using WGCNA, five subgroup-specific modules were identified. M4 was mainly enriched by MAPK signaling, which was mainly expressed in C2; M1, M2, and M3 were mainly enriched by metabolic pathways and Chemokine signaling, and the pathway of M5 was phagosome inflammation; M1, M2, M3, and M5 were mainly expressed in C1. Utilizing the CIBERSORT, we showed that the number of M1 macrophage cells, CD8 T cells, regulatory T cells (Tregs), and Plasma cells was significantly different between C1 and C2. We found the molecular subgroups of IPF revealed that cases from different subgroups may have their unique patterns and provide novel information to understand the mechanisms of IPF itself. |
format | Online Article Text |
id | pubmed-9308534 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-93085342022-08-01 Transcriptome Classification Reveals Molecular Subgroups in Idiopathic Pulmonary Fibrosis Liu, Yuxia Xu, Chang Gao, Wenxin Liu, Huaqiong Li, Chenglong Chen, Mingwei Genet Res (Camb) Research Article Idiopathic pulmonary fibrosis (IPF) is a disease of progressive lung fibrosis with a high mortality rate. This study aimed to uncover the underlying molecular features for different types of IPF. IPF microarray datasets were retrieved from GEO databases. Weighted gene co-expression analysis (WGCNA) was used and identified subgroup-specific WGCNA modules. Infiltration-level immune cells in different subgroups of microenvironments were analyzed with CIBERSORT algorithms. The result is we classified 173 IPF cases into two subgroups based on gene expression profiles, which were retrieved from the GEO databases. The SGRQ score and age were significantly higher in C2 than in C1. Using WGCNA, five subgroup-specific modules were identified. M4 was mainly enriched by MAPK signaling, which was mainly expressed in C2; M1, M2, and M3 were mainly enriched by metabolic pathways and Chemokine signaling, and the pathway of M5 was phagosome inflammation; M1, M2, M3, and M5 were mainly expressed in C1. Utilizing the CIBERSORT, we showed that the number of M1 macrophage cells, CD8 T cells, regulatory T cells (Tregs), and Plasma cells was significantly different between C1 and C2. We found the molecular subgroups of IPF revealed that cases from different subgroups may have their unique patterns and provide novel information to understand the mechanisms of IPF itself. Hindawi 2022-07-16 /pmc/articles/PMC9308534/ /pubmed/35919036 http://dx.doi.org/10.1155/2022/7448481 Text en Copyright © 2022 Yuxia Liu et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Liu, Yuxia Xu, Chang Gao, Wenxin Liu, Huaqiong Li, Chenglong Chen, Mingwei Transcriptome Classification Reveals Molecular Subgroups in Idiopathic Pulmonary Fibrosis |
title | Transcriptome Classification Reveals Molecular Subgroups in Idiopathic Pulmonary Fibrosis |
title_full | Transcriptome Classification Reveals Molecular Subgroups in Idiopathic Pulmonary Fibrosis |
title_fullStr | Transcriptome Classification Reveals Molecular Subgroups in Idiopathic Pulmonary Fibrosis |
title_full_unstemmed | Transcriptome Classification Reveals Molecular Subgroups in Idiopathic Pulmonary Fibrosis |
title_short | Transcriptome Classification Reveals Molecular Subgroups in Idiopathic Pulmonary Fibrosis |
title_sort | transcriptome classification reveals molecular subgroups in idiopathic pulmonary fibrosis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9308534/ https://www.ncbi.nlm.nih.gov/pubmed/35919036 http://dx.doi.org/10.1155/2022/7448481 |
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