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Gene network analyses unveil possible molecular basis underlying drug-induced glaucoma
BACKGROUND: Drug-induced glaucoma (DIG) is a kind of serious adverse drug reaction that can cause irreversible blindness. Up-to-date, the molecular mechanism of DIG largely remains unclear yet due to the medical complexity of glaucoma onset. METHODS: In this study, we conducted data mining of tremen...
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/PMC8056654/ https://www.ncbi.nlm.nih.gov/pubmed/33874942 http://dx.doi.org/10.1186/s12920-021-00960-9 |
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author | Ding, Ruo-Fan Yu, Qian Liu, Ke Du, Juan Yin, Hua-Jun Ji, Zhi-Liang |
author_facet | Ding, Ruo-Fan Yu, Qian Liu, Ke Du, Juan Yin, Hua-Jun Ji, Zhi-Liang |
author_sort | Ding, Ruo-Fan |
collection | PubMed |
description | BACKGROUND: Drug-induced glaucoma (DIG) is a kind of serious adverse drug reaction that can cause irreversible blindness. Up-to-date, the molecular mechanism of DIG largely remains unclear yet due to the medical complexity of glaucoma onset. METHODS: In this study, we conducted data mining of tremendous historical adverse drug events and genome-wide drug-regulated gene signatures to identify glaucoma-associated drugs. Upon these drugs, we carried out serial network analyses, including the weighted gene co-expression network analysis (WGCNA), to illustrate the gene interaction network underlying DIG. Furthermore, we applied pathogenic risk assessment to discover potential biomarker genes for DIG. RESULTS: As the results, we discovered 13 highly glaucoma-associated drugs, a glaucoma-related gene network, and 55 glaucoma-susceptible genes. These genes likely played central roles in triggering DIGs via an integrative mechanism of phototransduction dysfunction, intracellular calcium homeostasis disruption, and retinal ganglion cell death. Further pathogenic risk analysis manifested that a panel of nine genes, particularly OTOF gene, could serve as potential biomarkers for early-onset DIG prognosis. CONCLUSIONS: This study elucidates the possible molecular basis underlying DIGs systematically for the first time. It also provides prognosis clues for early-onset glaucoma and thus assists in designing better therapeutic regimens. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12920-021-00960-9. |
format | Online Article Text |
id | pubmed-8056654 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-80566542021-04-20 Gene network analyses unveil possible molecular basis underlying drug-induced glaucoma Ding, Ruo-Fan Yu, Qian Liu, Ke Du, Juan Yin, Hua-Jun Ji, Zhi-Liang BMC Med Genomics Research BACKGROUND: Drug-induced glaucoma (DIG) is a kind of serious adverse drug reaction that can cause irreversible blindness. Up-to-date, the molecular mechanism of DIG largely remains unclear yet due to the medical complexity of glaucoma onset. METHODS: In this study, we conducted data mining of tremendous historical adverse drug events and genome-wide drug-regulated gene signatures to identify glaucoma-associated drugs. Upon these drugs, we carried out serial network analyses, including the weighted gene co-expression network analysis (WGCNA), to illustrate the gene interaction network underlying DIG. Furthermore, we applied pathogenic risk assessment to discover potential biomarker genes for DIG. RESULTS: As the results, we discovered 13 highly glaucoma-associated drugs, a glaucoma-related gene network, and 55 glaucoma-susceptible genes. These genes likely played central roles in triggering DIGs via an integrative mechanism of phototransduction dysfunction, intracellular calcium homeostasis disruption, and retinal ganglion cell death. Further pathogenic risk analysis manifested that a panel of nine genes, particularly OTOF gene, could serve as potential biomarkers for early-onset DIG prognosis. CONCLUSIONS: This study elucidates the possible molecular basis underlying DIGs systematically for the first time. It also provides prognosis clues for early-onset glaucoma and thus assists in designing better therapeutic regimens. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12920-021-00960-9. BioMed Central 2021-04-19 /pmc/articles/PMC8056654/ /pubmed/33874942 http://dx.doi.org/10.1186/s12920-021-00960-9 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 Ding, Ruo-Fan Yu, Qian Liu, Ke Du, Juan Yin, Hua-Jun Ji, Zhi-Liang Gene network analyses unveil possible molecular basis underlying drug-induced glaucoma |
title | Gene network analyses unveil possible molecular basis underlying drug-induced glaucoma |
title_full | Gene network analyses unveil possible molecular basis underlying drug-induced glaucoma |
title_fullStr | Gene network analyses unveil possible molecular basis underlying drug-induced glaucoma |
title_full_unstemmed | Gene network analyses unveil possible molecular basis underlying drug-induced glaucoma |
title_short | Gene network analyses unveil possible molecular basis underlying drug-induced glaucoma |
title_sort | gene network analyses unveil possible molecular basis underlying drug-induced glaucoma |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8056654/ https://www.ncbi.nlm.nih.gov/pubmed/33874942 http://dx.doi.org/10.1186/s12920-021-00960-9 |
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