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Comprehensive analysis of key genes and pathways for biological and clinical implications in thyroid-associated ophthalmopathy
BACKGROUND: Thyroid-associated ophthalmopathy (TAO) is a common and organ-specific autoimmune disease. Early diagnosis and novel treatments are essential to improve the prognosis of TAO patients. Therefore, the current work was performed to identify the key genes and pathways for the biological and...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9440526/ https://www.ncbi.nlm.nih.gov/pubmed/36056316 http://dx.doi.org/10.1186/s12864-022-08854-5 |
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author | Wang, Yueyue Shao, Yanfei Zhang, Haitao Wang, Jun Zhang, Peng Zhang, Weizhong Chen, Huanhuan |
author_facet | Wang, Yueyue Shao, Yanfei Zhang, Haitao Wang, Jun Zhang, Peng Zhang, Weizhong Chen, Huanhuan |
author_sort | Wang, Yueyue |
collection | PubMed |
description | BACKGROUND: Thyroid-associated ophthalmopathy (TAO) is a common and organ-specific autoimmune disease. Early diagnosis and novel treatments are essential to improve the prognosis of TAO patients. Therefore, the current work was performed to identify the key genes and pathways for the biological and clinical implications of TAO through comprehensive bioinformatics analysis and a series of clinical validations. METHODS: GSE105149 and GSE185952 were obtained from the Gene Expression Omnibus (GEO) database for analysis. The data were normalized to identify the common differentially expressed genes (DEGs) between the two datasets, and the Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were conducted to assess key pathways in TAO. Protein–protein interaction (PPI) networks and hub genes among the common DEGs were identified. Furthermore, we collected the general information and blood samples from 50 TAO patients and 20 healthy controls (HCs), and the expression levels of the proteins encoded by hub genes in serum were detected by enzyme-linked immunosorbent assay (ELISA). Then we further assessed the relationship between the ELISA data and the TAO development. RESULTS: Several common pathways, including neuroactive ligand-receptor interaction, the IL-17 signaling pathway, and the TNF signaling pathway, were identified in both datasets. In parallel, 52 common DEGs were identified. The KEGG analysis showed that these common DEGs are mainly enriched in long-term depression, the VEGF signaling pathway, the IL-17 signaling pathway, the TNF signaling pathway, and cytokine-cytokine receptor interactions. The key hub genes PRKCG, OSM, DPP4, LRRTM1, CXCL6, and CSF3R were screened out through the PPI network. As confirmation, the ELISA results indicated that protein expression levels of PRKCG, OSM, CSF3R, and DPP4 were significantly upregulated in TAO patients compared with HCs. In addition, PRKCG and DPP4 were verified to show value in diagnosing TAO, and CSF3R was found to be a valuable diagnostic marker in distinguishing active TAO from inactive TAO. CONCLUSIONS: Inflammation- and neuromodulation-related pathways might be closely associated with TAO. Based on the clinical verification, OSM, CSF3R, CXCL6, DPP4, and PRKCG may serve as inflammation- or neuromodulation-related biomarkers for TAO, providing novel insights for the diagnosis and treatment of TAO. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-022-08854-5. |
format | Online Article Text |
id | pubmed-9440526 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-94405262022-09-04 Comprehensive analysis of key genes and pathways for biological and clinical implications in thyroid-associated ophthalmopathy Wang, Yueyue Shao, Yanfei Zhang, Haitao Wang, Jun Zhang, Peng Zhang, Weizhong Chen, Huanhuan BMC Genomics Research BACKGROUND: Thyroid-associated ophthalmopathy (TAO) is a common and organ-specific autoimmune disease. Early diagnosis and novel treatments are essential to improve the prognosis of TAO patients. Therefore, the current work was performed to identify the key genes and pathways for the biological and clinical implications of TAO through comprehensive bioinformatics analysis and a series of clinical validations. METHODS: GSE105149 and GSE185952 were obtained from the Gene Expression Omnibus (GEO) database for analysis. The data were normalized to identify the common differentially expressed genes (DEGs) between the two datasets, and the Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were conducted to assess key pathways in TAO. Protein–protein interaction (PPI) networks and hub genes among the common DEGs were identified. Furthermore, we collected the general information and blood samples from 50 TAO patients and 20 healthy controls (HCs), and the expression levels of the proteins encoded by hub genes in serum were detected by enzyme-linked immunosorbent assay (ELISA). Then we further assessed the relationship between the ELISA data and the TAO development. RESULTS: Several common pathways, including neuroactive ligand-receptor interaction, the IL-17 signaling pathway, and the TNF signaling pathway, were identified in both datasets. In parallel, 52 common DEGs were identified. The KEGG analysis showed that these common DEGs are mainly enriched in long-term depression, the VEGF signaling pathway, the IL-17 signaling pathway, the TNF signaling pathway, and cytokine-cytokine receptor interactions. The key hub genes PRKCG, OSM, DPP4, LRRTM1, CXCL6, and CSF3R were screened out through the PPI network. As confirmation, the ELISA results indicated that protein expression levels of PRKCG, OSM, CSF3R, and DPP4 were significantly upregulated in TAO patients compared with HCs. In addition, PRKCG and DPP4 were verified to show value in diagnosing TAO, and CSF3R was found to be a valuable diagnostic marker in distinguishing active TAO from inactive TAO. CONCLUSIONS: Inflammation- and neuromodulation-related pathways might be closely associated with TAO. Based on the clinical verification, OSM, CSF3R, CXCL6, DPP4, and PRKCG may serve as inflammation- or neuromodulation-related biomarkers for TAO, providing novel insights for the diagnosis and treatment of TAO. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-022-08854-5. BioMed Central 2022-09-02 /pmc/articles/PMC9440526/ /pubmed/36056316 http://dx.doi.org/10.1186/s12864-022-08854-5 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Wang, Yueyue Shao, Yanfei Zhang, Haitao Wang, Jun Zhang, Peng Zhang, Weizhong Chen, Huanhuan Comprehensive analysis of key genes and pathways for biological and clinical implications in thyroid-associated ophthalmopathy |
title | Comprehensive analysis of key genes and pathways for biological and clinical implications in thyroid-associated ophthalmopathy |
title_full | Comprehensive analysis of key genes and pathways for biological and clinical implications in thyroid-associated ophthalmopathy |
title_fullStr | Comprehensive analysis of key genes and pathways for biological and clinical implications in thyroid-associated ophthalmopathy |
title_full_unstemmed | Comprehensive analysis of key genes and pathways for biological and clinical implications in thyroid-associated ophthalmopathy |
title_short | Comprehensive analysis of key genes and pathways for biological and clinical implications in thyroid-associated ophthalmopathy |
title_sort | comprehensive analysis of key genes and pathways for biological and clinical implications in thyroid-associated ophthalmopathy |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9440526/ https://www.ncbi.nlm.nih.gov/pubmed/36056316 http://dx.doi.org/10.1186/s12864-022-08854-5 |
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