Cargando…

Identification of hub biomarkers and immune cell infiltration in polymyositis and dermatomyositis

Objective: Polymyositis (PM) and dermatomyositis (DM) are heterogeneous disorders. However, the etiology of PM/DM development has not been thoroughly clarified. Methods: Gene expression data of PM/DM were obtained from Gene Expression Omnibus. We used robust rank aggregation (RRA) to identify differ...

Descripción completa

Detalles Bibliográficos
Autores principales: Chen, Si, Li, Haolong, Zhan, Haoting, Zeng, Xiaoli, Yuan, Hui, Li, Yongzhe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Impact Journals 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9186768/
https://www.ncbi.nlm.nih.gov/pubmed/35609018
http://dx.doi.org/10.18632/aging.204098
_version_ 1784725017264652288
author Chen, Si
Li, Haolong
Zhan, Haoting
Zeng, Xiaoli
Yuan, Hui
Li, Yongzhe
author_facet Chen, Si
Li, Haolong
Zhan, Haoting
Zeng, Xiaoli
Yuan, Hui
Li, Yongzhe
author_sort Chen, Si
collection PubMed
description Objective: Polymyositis (PM) and dermatomyositis (DM) are heterogeneous disorders. However, the etiology of PM/DM development has not been thoroughly clarified. Methods: Gene expression data of PM/DM were obtained from Gene Expression Omnibus. We used robust rank aggregation (RRA) to identify differentially expressed genes (DEGs). Gene Ontology functional enrichment and pathway analyses were used to investigate potential functions of the DEGs. Weighted gene co-expression network analysis (WGCNA) was used to establish a gene co-expression network. CIBERSORT was utilized to analyze the pattern of immune cell infiltration in PM/DM. Protein–protein interaction (PPI) network, Venn, and association analyses between core genes and muscle injury were performed to identify hub genes. Receiver operating characteristic analyses were executed to investigate the value of hub genes in the diagnosis of PM/DM, and the results were verified using the microarray dataset GSE48280. Results: Five datasets were included. The RRA integrated analysis identified 82 significant DEGs. Functional enrichment analysis revealed that immune function and the interferon signaling pathway were enriched in PM/DM. WGCNA outcomes identified MEblue and MEturquoise as key target modules in PM/DM. Immune cell infiltration analysis revealed greater macrophage infiltration and lower regulatory T-cell infiltration in PM/DM patients than in healthy controls. PPI network, Venn, and association analyses of muscle injury identified five putative hub genes: TRIM22, IFI6, IFITM1, IFI35, and IRF9. Conclusions: Our bioinformatics analysis identified new genetic biomarkers of the pathogenesis of PM/DM. We demonstrated that immune cell infiltration plays a pivotal part in the occurrence of PM/DM.
format Online
Article
Text
id pubmed-9186768
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Impact Journals
record_format MEDLINE/PubMed
spelling pubmed-91867682022-06-14 Identification of hub biomarkers and immune cell infiltration in polymyositis and dermatomyositis Chen, Si Li, Haolong Zhan, Haoting Zeng, Xiaoli Yuan, Hui Li, Yongzhe Aging (Albany NY) Research Paper Objective: Polymyositis (PM) and dermatomyositis (DM) are heterogeneous disorders. However, the etiology of PM/DM development has not been thoroughly clarified. Methods: Gene expression data of PM/DM were obtained from Gene Expression Omnibus. We used robust rank aggregation (RRA) to identify differentially expressed genes (DEGs). Gene Ontology functional enrichment and pathway analyses were used to investigate potential functions of the DEGs. Weighted gene co-expression network analysis (WGCNA) was used to establish a gene co-expression network. CIBERSORT was utilized to analyze the pattern of immune cell infiltration in PM/DM. Protein–protein interaction (PPI) network, Venn, and association analyses between core genes and muscle injury were performed to identify hub genes. Receiver operating characteristic analyses were executed to investigate the value of hub genes in the diagnosis of PM/DM, and the results were verified using the microarray dataset GSE48280. Results: Five datasets were included. The RRA integrated analysis identified 82 significant DEGs. Functional enrichment analysis revealed that immune function and the interferon signaling pathway were enriched in PM/DM. WGCNA outcomes identified MEblue and MEturquoise as key target modules in PM/DM. Immune cell infiltration analysis revealed greater macrophage infiltration and lower regulatory T-cell infiltration in PM/DM patients than in healthy controls. PPI network, Venn, and association analyses of muscle injury identified five putative hub genes: TRIM22, IFI6, IFITM1, IFI35, and IRF9. Conclusions: Our bioinformatics analysis identified new genetic biomarkers of the pathogenesis of PM/DM. We demonstrated that immune cell infiltration plays a pivotal part in the occurrence of PM/DM. Impact Journals 2022-05-24 /pmc/articles/PMC9186768/ /pubmed/35609018 http://dx.doi.org/10.18632/aging.204098 Text en Copyright: © 2022 Chen et al. https://creativecommons.org/licenses/by/3.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/3.0/) (CC BY 3.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Paper
Chen, Si
Li, Haolong
Zhan, Haoting
Zeng, Xiaoli
Yuan, Hui
Li, Yongzhe
Identification of hub biomarkers and immune cell infiltration in polymyositis and dermatomyositis
title Identification of hub biomarkers and immune cell infiltration in polymyositis and dermatomyositis
title_full Identification of hub biomarkers and immune cell infiltration in polymyositis and dermatomyositis
title_fullStr Identification of hub biomarkers and immune cell infiltration in polymyositis and dermatomyositis
title_full_unstemmed Identification of hub biomarkers and immune cell infiltration in polymyositis and dermatomyositis
title_short Identification of hub biomarkers and immune cell infiltration in polymyositis and dermatomyositis
title_sort identification of hub biomarkers and immune cell infiltration in polymyositis and dermatomyositis
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9186768/
https://www.ncbi.nlm.nih.gov/pubmed/35609018
http://dx.doi.org/10.18632/aging.204098
work_keys_str_mv AT chensi identificationofhubbiomarkersandimmunecellinfiltrationinpolymyositisanddermatomyositis
AT lihaolong identificationofhubbiomarkersandimmunecellinfiltrationinpolymyositisanddermatomyositis
AT zhanhaoting identificationofhubbiomarkersandimmunecellinfiltrationinpolymyositisanddermatomyositis
AT zengxiaoli identificationofhubbiomarkersandimmunecellinfiltrationinpolymyositisanddermatomyositis
AT yuanhui identificationofhubbiomarkersandimmunecellinfiltrationinpolymyositisanddermatomyositis
AT liyongzhe identificationofhubbiomarkersandimmunecellinfiltrationinpolymyositisanddermatomyositis