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A data-driven approach for the discovery of biomarkers associated with thyroid eye disease
BACKGROUND: Thyroid eye disease (TED) is the most common autoimmune disease and usually occurs in patients with hyperthyroidism. In this disease, eye-related tissue, such as eye muscles, eyelids, tear glands, etc., become inflated, which causes the eyes and eyelids to become red, swollen, and uncomf...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8034124/ https://www.ncbi.nlm.nih.gov/pubmed/33832456 http://dx.doi.org/10.1186/s12886-021-01903-9 |
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author | Zou, Huihui Xu, Weiwei Wang, Ying Wang, Zhihong |
author_facet | Zou, Huihui Xu, Weiwei Wang, Ying Wang, Zhihong |
author_sort | Zou, Huihui |
collection | PubMed |
description | BACKGROUND: Thyroid eye disease (TED) is the most common autoimmune disease and usually occurs in patients with hyperthyroidism. In this disease, eye-related tissue, such as eye muscles, eyelids, tear glands, etc., become inflated, which causes the eyes and eyelids to become red, swollen, and uncomfortable. The pathophysiology of this disease is still poorly known. AIM: This study aims to discover potential biomarkers and regulatory pathways of TED which will not only help to diagnose the disease and understand orbital involvement in thyroid dysfunction but also provide an insight for better therapeutics. METHODS: We applied a data-driven approach by combining gene biomarkers both from published literature and computationally predicted from microarray gene expression data. Further, the DAVID tool is used for Gene Ontology-based enrichment analysis. RESULTS: We obtained a total of 22 gene biomarkers, including 18 semi-automatically curated from the literature and 4 predicted using data-driven approaches, involved in the pathogenesis of TED that can be used as potential information for therapeutic targets. Further, we constructed a regulatory pathway of TED biomarkers comprises of 310 connected components, and 1134 interactions using four prominent interaction databases. CONCLUSION: This constructed pathway can be further utilized for disease dynamics and simulation studies. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12886-021-01903-9. |
format | Online Article Text |
id | pubmed-8034124 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-80341242021-04-12 A data-driven approach for the discovery of biomarkers associated with thyroid eye disease Zou, Huihui Xu, Weiwei Wang, Ying Wang, Zhihong BMC Ophthalmol Research Article BACKGROUND: Thyroid eye disease (TED) is the most common autoimmune disease and usually occurs in patients with hyperthyroidism. In this disease, eye-related tissue, such as eye muscles, eyelids, tear glands, etc., become inflated, which causes the eyes and eyelids to become red, swollen, and uncomfortable. The pathophysiology of this disease is still poorly known. AIM: This study aims to discover potential biomarkers and regulatory pathways of TED which will not only help to diagnose the disease and understand orbital involvement in thyroid dysfunction but also provide an insight for better therapeutics. METHODS: We applied a data-driven approach by combining gene biomarkers both from published literature and computationally predicted from microarray gene expression data. Further, the DAVID tool is used for Gene Ontology-based enrichment analysis. RESULTS: We obtained a total of 22 gene biomarkers, including 18 semi-automatically curated from the literature and 4 predicted using data-driven approaches, involved in the pathogenesis of TED that can be used as potential information for therapeutic targets. Further, we constructed a regulatory pathway of TED biomarkers comprises of 310 connected components, and 1134 interactions using four prominent interaction databases. CONCLUSION: This constructed pathway can be further utilized for disease dynamics and simulation studies. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12886-021-01903-9. BioMed Central 2021-04-09 /pmc/articles/PMC8034124/ /pubmed/33832456 http://dx.doi.org/10.1186/s12886-021-01903-9 Text en © The Author(s) 2021 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 Article Zou, Huihui Xu, Weiwei Wang, Ying Wang, Zhihong A data-driven approach for the discovery of biomarkers associated with thyroid eye disease |
title | A data-driven approach for the discovery of biomarkers associated with thyroid eye disease |
title_full | A data-driven approach for the discovery of biomarkers associated with thyroid eye disease |
title_fullStr | A data-driven approach for the discovery of biomarkers associated with thyroid eye disease |
title_full_unstemmed | A data-driven approach for the discovery of biomarkers associated with thyroid eye disease |
title_short | A data-driven approach for the discovery of biomarkers associated with thyroid eye disease |
title_sort | data-driven approach for the discovery of biomarkers associated with thyroid eye disease |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8034124/ https://www.ncbi.nlm.nih.gov/pubmed/33832456 http://dx.doi.org/10.1186/s12886-021-01903-9 |
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