Cargando…
Identification of Key Modules and Hub Genes of Annulus Fibrosus in Intervertebral Disc Degeneration
Background: Intervertebral disc degeneration impairs the quality of patients lives. Even though there has been development of many therapeutic strategies, most of them remain unsatisfactory due to the limited understanding of the mechanisms that underlie the intervertebral disc degeneration. Questio...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7875098/ https://www.ncbi.nlm.nih.gov/pubmed/33584795 http://dx.doi.org/10.3389/fgene.2020.596174 |
_version_ | 1783649722379010048 |
---|---|
author | Wang, Hantao Liu, Wenhui Yu, Bo Yu, Xiaosheng Chen, Bin |
author_facet | Wang, Hantao Liu, Wenhui Yu, Bo Yu, Xiaosheng Chen, Bin |
author_sort | Wang, Hantao |
collection | PubMed |
description | Background: Intervertebral disc degeneration impairs the quality of patients lives. Even though there has been development of many therapeutic strategies, most of them remain unsatisfactory due to the limited understanding of the mechanisms that underlie the intervertebral disc degeneration. Questions/purposes: This study is meant to identify the key modules and hub genes related to the annulus fibrosus in intervertebral disc degeneration (IDD) through: (1) constructing a weighted gene co-expression network; (2) identifying key modules and hub genes; (3) verifying the relationships of key modules and hub genes with IDD; and (4) confirming the expression pattern of hub genes in clinical samples. Methods: The Gene Expression Omnibus provided 24 sets of annulus fibrosus microarray data. Differentially expressed genes between the annulus fibrosus of degenerative and non-degenerative intervertebral disc samples have gone through the Gene Ontology (GO) and pathway analysis. The construction of a gene network and classification of genes into different modules were conducted through performing Weighted Gene Co-expression Network Analysis. The identification of modules and hub genes that were most related to intervertebral disc degeneration was proceeded. In order to verify the relationships of the module and hub genes with intervertebral disc degeneration, Ingenuity Pathway Analysis was operated. Clinical samples were adopted to help verify the hub gene expression profile. Results: One thousand one hundred ninety differentially expressed genes were identified. Terms and pathways associated with intervertebral disc degeneration were presented by GO and pathway analysis. The construction of a Weighted Gene Coexpression Network was completed and clustering differentially expressed genes into four modules was also achieved. The module with the lowest P-value and the highest absolute correlation coefficient was selected and its relationship with intervertebral disc degeneration was confirmed by Ingenuity Pathway Analysis. The identification of hub genes and the confirmation of their expression profile were also realized. Conclusions: This study generated a comprehensive overview of the gene networks underlying annulus fibrosus in intervertebral disc degeneration. Clinical Relevance: Modules and hub genes identified in this study are highly associated with intervertebral disc degeneration, and may serve as potential therapeutic targets for intervertebral disc degeneration. |
format | Online Article Text |
id | pubmed-7875098 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-78750982021-02-11 Identification of Key Modules and Hub Genes of Annulus Fibrosus in Intervertebral Disc Degeneration Wang, Hantao Liu, Wenhui Yu, Bo Yu, Xiaosheng Chen, Bin Front Genet Genetics Background: Intervertebral disc degeneration impairs the quality of patients lives. Even though there has been development of many therapeutic strategies, most of them remain unsatisfactory due to the limited understanding of the mechanisms that underlie the intervertebral disc degeneration. Questions/purposes: This study is meant to identify the key modules and hub genes related to the annulus fibrosus in intervertebral disc degeneration (IDD) through: (1) constructing a weighted gene co-expression network; (2) identifying key modules and hub genes; (3) verifying the relationships of key modules and hub genes with IDD; and (4) confirming the expression pattern of hub genes in clinical samples. Methods: The Gene Expression Omnibus provided 24 sets of annulus fibrosus microarray data. Differentially expressed genes between the annulus fibrosus of degenerative and non-degenerative intervertebral disc samples have gone through the Gene Ontology (GO) and pathway analysis. The construction of a gene network and classification of genes into different modules were conducted through performing Weighted Gene Co-expression Network Analysis. The identification of modules and hub genes that were most related to intervertebral disc degeneration was proceeded. In order to verify the relationships of the module and hub genes with intervertebral disc degeneration, Ingenuity Pathway Analysis was operated. Clinical samples were adopted to help verify the hub gene expression profile. Results: One thousand one hundred ninety differentially expressed genes were identified. Terms and pathways associated with intervertebral disc degeneration were presented by GO and pathway analysis. The construction of a Weighted Gene Coexpression Network was completed and clustering differentially expressed genes into four modules was also achieved. The module with the lowest P-value and the highest absolute correlation coefficient was selected and its relationship with intervertebral disc degeneration was confirmed by Ingenuity Pathway Analysis. The identification of hub genes and the confirmation of their expression profile were also realized. Conclusions: This study generated a comprehensive overview of the gene networks underlying annulus fibrosus in intervertebral disc degeneration. Clinical Relevance: Modules and hub genes identified in this study are highly associated with intervertebral disc degeneration, and may serve as potential therapeutic targets for intervertebral disc degeneration. Frontiers Media S.A. 2021-01-27 /pmc/articles/PMC7875098/ /pubmed/33584795 http://dx.doi.org/10.3389/fgene.2020.596174 Text en Copyright © 2021 Wang, Liu, Yu, Yu and Chen. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Genetics Wang, Hantao Liu, Wenhui Yu, Bo Yu, Xiaosheng Chen, Bin Identification of Key Modules and Hub Genes of Annulus Fibrosus in Intervertebral Disc Degeneration |
title | Identification of Key Modules and Hub Genes of Annulus Fibrosus in Intervertebral Disc Degeneration |
title_full | Identification of Key Modules and Hub Genes of Annulus Fibrosus in Intervertebral Disc Degeneration |
title_fullStr | Identification of Key Modules and Hub Genes of Annulus Fibrosus in Intervertebral Disc Degeneration |
title_full_unstemmed | Identification of Key Modules and Hub Genes of Annulus Fibrosus in Intervertebral Disc Degeneration |
title_short | Identification of Key Modules and Hub Genes of Annulus Fibrosus in Intervertebral Disc Degeneration |
title_sort | identification of key modules and hub genes of annulus fibrosus in intervertebral disc degeneration |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7875098/ https://www.ncbi.nlm.nih.gov/pubmed/33584795 http://dx.doi.org/10.3389/fgene.2020.596174 |
work_keys_str_mv | AT wanghantao identificationofkeymodulesandhubgenesofannulusfibrosusinintervertebraldiscdegeneration AT liuwenhui identificationofkeymodulesandhubgenesofannulusfibrosusinintervertebraldiscdegeneration AT yubo identificationofkeymodulesandhubgenesofannulusfibrosusinintervertebraldiscdegeneration AT yuxiaosheng identificationofkeymodulesandhubgenesofannulusfibrosusinintervertebraldiscdegeneration AT chenbin identificationofkeymodulesandhubgenesofannulusfibrosusinintervertebraldiscdegeneration |