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Identification and validation of four hub genes involved in the plaque deterioration of atherosclerosis
In recent years, intense research has been conducted to explore the diagnostic value of mRNA expression differences in atherosclerosis (AS). Nevertheless, because various technology platforms are applied and sample sizes are small, the results are inconsistent among the studies. We conducted a compr...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Impact Journals
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6738408/ https://www.ncbi.nlm.nih.gov/pubmed/31449494 http://dx.doi.org/10.18632/aging.102200 |
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author | Chen, Peipei Chen, Yuexin Wu, Wei Chen, Lianfeng Yang, Xufei Zhang, Shuyang |
author_facet | Chen, Peipei Chen, Yuexin Wu, Wei Chen, Lianfeng Yang, Xufei Zhang, Shuyang |
author_sort | Chen, Peipei |
collection | PubMed |
description | In recent years, intense research has been conducted to explore the diagnostic value of mRNA expression differences in atherosclerosis (AS). Nevertheless, because various technology platforms are applied and sample sizes are small, the results are inconsistent among the studies. We conducted a comprehensive analysis of a total of 161 tissue samples from 4 published studies after evaluating 230 datasets from the Gene Expression Omnibus and ArrayExpress. Adopting the newly published robust rank aggregation approach, combined with Kyoto Encyclopedia of Genes and Genomes pathway analysis, Gene Ontology functional enrichment analysis, and protein-protein interaction network construction, we identified four significantly upregulated genes (CCL4, CCL18, MMP9 and SPP1) for diagnosing AS, even in the advanced stage. Then, we performed gene set enrichment analysis to identify the pathways that were most affected by altered mRNA expression in atherosclerotic plaques. We found that four hub genes cooperatively targeted lipid metabolism and inflammatory immune-related pathways and validated their high expression levels in ruptured plaques by qRT-PCR, western blot analysis and immunohistochemical staining. In summary, our study showed that these genes can be used as interventional targets for plaque progression, and the results suggested we should focus on small changes in these key indicators in the clinical setting. |
format | Online Article Text |
id | pubmed-6738408 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Impact Journals |
record_format | MEDLINE/PubMed |
spelling | pubmed-67384082019-09-16 Identification and validation of four hub genes involved in the plaque deterioration of atherosclerosis Chen, Peipei Chen, Yuexin Wu, Wei Chen, Lianfeng Yang, Xufei Zhang, Shuyang Aging (Albany NY) Research Paper In recent years, intense research has been conducted to explore the diagnostic value of mRNA expression differences in atherosclerosis (AS). Nevertheless, because various technology platforms are applied and sample sizes are small, the results are inconsistent among the studies. We conducted a comprehensive analysis of a total of 161 tissue samples from 4 published studies after evaluating 230 datasets from the Gene Expression Omnibus and ArrayExpress. Adopting the newly published robust rank aggregation approach, combined with Kyoto Encyclopedia of Genes and Genomes pathway analysis, Gene Ontology functional enrichment analysis, and protein-protein interaction network construction, we identified four significantly upregulated genes (CCL4, CCL18, MMP9 and SPP1) for diagnosing AS, even in the advanced stage. Then, we performed gene set enrichment analysis to identify the pathways that were most affected by altered mRNA expression in atherosclerotic plaques. We found that four hub genes cooperatively targeted lipid metabolism and inflammatory immune-related pathways and validated their high expression levels in ruptured plaques by qRT-PCR, western blot analysis and immunohistochemical staining. In summary, our study showed that these genes can be used as interventional targets for plaque progression, and the results suggested we should focus on small changes in these key indicators in the clinical setting. Impact Journals 2019-08-26 /pmc/articles/PMC6738408/ /pubmed/31449494 http://dx.doi.org/10.18632/aging.102200 Text en Copyright © 2019 Chen et al. http://creativecommons.org/licenses/by/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution (CC BY 3.0) License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Paper Chen, Peipei Chen, Yuexin Wu, Wei Chen, Lianfeng Yang, Xufei Zhang, Shuyang Identification and validation of four hub genes involved in the plaque deterioration of atherosclerosis |
title | Identification and validation of four hub genes involved in the plaque deterioration of atherosclerosis |
title_full | Identification and validation of four hub genes involved in the plaque deterioration of atherosclerosis |
title_fullStr | Identification and validation of four hub genes involved in the plaque deterioration of atherosclerosis |
title_full_unstemmed | Identification and validation of four hub genes involved in the plaque deterioration of atherosclerosis |
title_short | Identification and validation of four hub genes involved in the plaque deterioration of atherosclerosis |
title_sort | identification and validation of four hub genes involved in the plaque deterioration of atherosclerosis |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6738408/ https://www.ncbi.nlm.nih.gov/pubmed/31449494 http://dx.doi.org/10.18632/aging.102200 |
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