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Unveiling transcription factor regulation and differential co-expression genes in Duchenne muscular dystrophy

BACKGROUND: Gene expression analysis is powerful for investigating the underlying mechanisms of Duchenne muscular dystrophy (DMD). Previous studies mainly neglected co-expression or transcription factor (TF) information. Here we integrated TF information into differential co-expression analysis (DCE...

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Autores principales: Tian, Lijun, Cao, Junhua, Deng, Xingqiang, Zhang, Chuanling, Qian, Tong, Song, Xianxiang, Huang, Baoshan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4312468/
https://www.ncbi.nlm.nih.gov/pubmed/25338682
http://dx.doi.org/10.1186/s13000-014-0210-z
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author Tian, Lijun
Cao, Junhua
Deng, Xingqiang
Zhang, Chuanling
Qian, Tong
Song, Xianxiang
Huang, Baoshan
author_facet Tian, Lijun
Cao, Junhua
Deng, Xingqiang
Zhang, Chuanling
Qian, Tong
Song, Xianxiang
Huang, Baoshan
author_sort Tian, Lijun
collection PubMed
description BACKGROUND: Gene expression analysis is powerful for investigating the underlying mechanisms of Duchenne muscular dystrophy (DMD). Previous studies mainly neglected co-expression or transcription factor (TF) information. Here we integrated TF information into differential co-expression analysis (DCEA) to explore new understandings of DMD pathogenesis. METHODS: Using two microarray datasets from Gene Expression Omnibus (GEO) database, we firstly detected differentially expressed genes (DEGs) and pathways enriched with DEGs. Secondly, we constructed differentially regulated networks to integrate the TF-to-target information and the differential co-expression genes. RESULTS: A total of 454 DEGs were detected and both KEGG pathway and ingenuity pathway analysis revealed that pathways enriched with aberrantly regulated genes are mostly involved in the immune response processes. DCEA results generated 610 pairs of DEGs regulated by at least one common TF, including 78 pairs of co-expressed DEGs. A network was constructed to illustrate their relationships and a subnetwork for DMD related molecules was constructed to show genes and TFs that may play important roles in the secondary changes of DMD. Among the DEGs which shared TFs with DMD, six genes were co-expressed with DMD, including ATP1A2, C1QB, MYOF, SAT1, TRIP10, and IFI6. CONCLUSION: Our results may provide a new understanding of DMD and contribute potential targets for future therapeutic tests. VIRTUAL SLIDES: The virtual slide(s) for this article can be found here: http://www.diagnosticpathology.diagnomx.eu/vs/13000_2014_210
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spelling pubmed-43124682015-02-01 Unveiling transcription factor regulation and differential co-expression genes in Duchenne muscular dystrophy Tian, Lijun Cao, Junhua Deng, Xingqiang Zhang, Chuanling Qian, Tong Song, Xianxiang Huang, Baoshan Diagn Pathol Research BACKGROUND: Gene expression analysis is powerful for investigating the underlying mechanisms of Duchenne muscular dystrophy (DMD). Previous studies mainly neglected co-expression or transcription factor (TF) information. Here we integrated TF information into differential co-expression analysis (DCEA) to explore new understandings of DMD pathogenesis. METHODS: Using two microarray datasets from Gene Expression Omnibus (GEO) database, we firstly detected differentially expressed genes (DEGs) and pathways enriched with DEGs. Secondly, we constructed differentially regulated networks to integrate the TF-to-target information and the differential co-expression genes. RESULTS: A total of 454 DEGs were detected and both KEGG pathway and ingenuity pathway analysis revealed that pathways enriched with aberrantly regulated genes are mostly involved in the immune response processes. DCEA results generated 610 pairs of DEGs regulated by at least one common TF, including 78 pairs of co-expressed DEGs. A network was constructed to illustrate their relationships and a subnetwork for DMD related molecules was constructed to show genes and TFs that may play important roles in the secondary changes of DMD. Among the DEGs which shared TFs with DMD, six genes were co-expressed with DMD, including ATP1A2, C1QB, MYOF, SAT1, TRIP10, and IFI6. CONCLUSION: Our results may provide a new understanding of DMD and contribute potential targets for future therapeutic tests. VIRTUAL SLIDES: The virtual slide(s) for this article can be found here: http://www.diagnosticpathology.diagnomx.eu/vs/13000_2014_210 BioMed Central 2014-10-23 /pmc/articles/PMC4312468/ /pubmed/25338682 http://dx.doi.org/10.1186/s13000-014-0210-z Text en © Tian et al.; licensee BioMed Central. 2014 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Tian, Lijun
Cao, Junhua
Deng, Xingqiang
Zhang, Chuanling
Qian, Tong
Song, Xianxiang
Huang, Baoshan
Unveiling transcription factor regulation and differential co-expression genes in Duchenne muscular dystrophy
title Unveiling transcription factor regulation and differential co-expression genes in Duchenne muscular dystrophy
title_full Unveiling transcription factor regulation and differential co-expression genes in Duchenne muscular dystrophy
title_fullStr Unveiling transcription factor regulation and differential co-expression genes in Duchenne muscular dystrophy
title_full_unstemmed Unveiling transcription factor regulation and differential co-expression genes in Duchenne muscular dystrophy
title_short Unveiling transcription factor regulation and differential co-expression genes in Duchenne muscular dystrophy
title_sort unveiling transcription factor regulation and differential co-expression genes in duchenne muscular dystrophy
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4312468/
https://www.ncbi.nlm.nih.gov/pubmed/25338682
http://dx.doi.org/10.1186/s13000-014-0210-z
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