Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Zou, Huihui, Xu, Weiwei, Wang, Ying, Wang, Zhihong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
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
_version_ 1783676486303088640
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
work_keys_str_mv AT zouhuihui adatadrivenapproachforthediscoveryofbiomarkersassociatedwiththyroideyedisease
AT xuweiwei adatadrivenapproachforthediscoveryofbiomarkersassociatedwiththyroideyedisease
AT wangying adatadrivenapproachforthediscoveryofbiomarkersassociatedwiththyroideyedisease
AT wangzhihong adatadrivenapproachforthediscoveryofbiomarkersassociatedwiththyroideyedisease
AT zouhuihui datadrivenapproachforthediscoveryofbiomarkersassociatedwiththyroideyedisease
AT xuweiwei datadrivenapproachforthediscoveryofbiomarkersassociatedwiththyroideyedisease
AT wangying datadrivenapproachforthediscoveryofbiomarkersassociatedwiththyroideyedisease
AT wangzhihong datadrivenapproachforthediscoveryofbiomarkersassociatedwiththyroideyedisease