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An integrated approach to characterize transcription factor and microRNA regulatory networks involved in Schwann cell response to peripheral nerve injury

BACKGROUND: The regenerative response of Schwann cells after peripheral nerve injury is a critical process directly related to the pathophysiology of a number of neurodegenerative diseases. This SC injury response is dependent on an intricate gene regulatory program coordinated by a number of transc...

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Autores principales: Chang, Li-Wei, Viader, Andreu, Varghese, Nobish, Payton, Jacqueline E, Milbrandt, Jeffrey, Nagarajan, Rakesh
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3599357/
https://www.ncbi.nlm.nih.gov/pubmed/23387820
http://dx.doi.org/10.1186/1471-2164-14-84
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author Chang, Li-Wei
Viader, Andreu
Varghese, Nobish
Payton, Jacqueline E
Milbrandt, Jeffrey
Nagarajan, Rakesh
author_facet Chang, Li-Wei
Viader, Andreu
Varghese, Nobish
Payton, Jacqueline E
Milbrandt, Jeffrey
Nagarajan, Rakesh
author_sort Chang, Li-Wei
collection PubMed
description BACKGROUND: The regenerative response of Schwann cells after peripheral nerve injury is a critical process directly related to the pathophysiology of a number of neurodegenerative diseases. This SC injury response is dependent on an intricate gene regulatory program coordinated by a number of transcription factors and microRNAs, but the interactions among them remain largely unknown. Uncovering the transcriptional and post-transcriptional regulatory networks governing the Schwann cell injury response is a key step towards a better understanding of Schwann cell biology and may help develop novel therapies for related diseases. Performing such comprehensive network analysis requires systematic bioinformatics methods to integrate multiple genomic datasets. RESULTS: In this study we present a computational pipeline to infer transcription factor and microRNA regulatory networks. Our approach combined mRNA and microRNA expression profiling data, ChIP-Seq data of transcription factors, and computational transcription factor and microRNA target prediction. Using mRNA and microRNA expression data collected in a Schwann cell injury model, we constructed a regulatory network and studied regulatory pathways involved in Schwann cell response to injury. Furthermore, we analyzed network motifs and obtained insights on cooperative regulation of transcription factors and microRNAs in Schwann cell injury recovery. CONCLUSIONS: This work demonstrates a systematic method for gene regulatory network inference that may be used to gain new information on gene regulation by transcription factors and microRNAs.
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spelling pubmed-35993572013-03-25 An integrated approach to characterize transcription factor and microRNA regulatory networks involved in Schwann cell response to peripheral nerve injury Chang, Li-Wei Viader, Andreu Varghese, Nobish Payton, Jacqueline E Milbrandt, Jeffrey Nagarajan, Rakesh BMC Genomics Research Article BACKGROUND: The regenerative response of Schwann cells after peripheral nerve injury is a critical process directly related to the pathophysiology of a number of neurodegenerative diseases. This SC injury response is dependent on an intricate gene regulatory program coordinated by a number of transcription factors and microRNAs, but the interactions among them remain largely unknown. Uncovering the transcriptional and post-transcriptional regulatory networks governing the Schwann cell injury response is a key step towards a better understanding of Schwann cell biology and may help develop novel therapies for related diseases. Performing such comprehensive network analysis requires systematic bioinformatics methods to integrate multiple genomic datasets. RESULTS: In this study we present a computational pipeline to infer transcription factor and microRNA regulatory networks. Our approach combined mRNA and microRNA expression profiling data, ChIP-Seq data of transcription factors, and computational transcription factor and microRNA target prediction. Using mRNA and microRNA expression data collected in a Schwann cell injury model, we constructed a regulatory network and studied regulatory pathways involved in Schwann cell response to injury. Furthermore, we analyzed network motifs and obtained insights on cooperative regulation of transcription factors and microRNAs in Schwann cell injury recovery. CONCLUSIONS: This work demonstrates a systematic method for gene regulatory network inference that may be used to gain new information on gene regulation by transcription factors and microRNAs. BioMed Central 2013-02-06 /pmc/articles/PMC3599357/ /pubmed/23387820 http://dx.doi.org/10.1186/1471-2164-14-84 Text en Copyright ©2013 Chang et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Chang, Li-Wei
Viader, Andreu
Varghese, Nobish
Payton, Jacqueline E
Milbrandt, Jeffrey
Nagarajan, Rakesh
An integrated approach to characterize transcription factor and microRNA regulatory networks involved in Schwann cell response to peripheral nerve injury
title An integrated approach to characterize transcription factor and microRNA regulatory networks involved in Schwann cell response to peripheral nerve injury
title_full An integrated approach to characterize transcription factor and microRNA regulatory networks involved in Schwann cell response to peripheral nerve injury
title_fullStr An integrated approach to characterize transcription factor and microRNA regulatory networks involved in Schwann cell response to peripheral nerve injury
title_full_unstemmed An integrated approach to characterize transcription factor and microRNA regulatory networks involved in Schwann cell response to peripheral nerve injury
title_short An integrated approach to characterize transcription factor and microRNA regulatory networks involved in Schwann cell response to peripheral nerve injury
title_sort integrated approach to characterize transcription factor and microrna regulatory networks involved in schwann cell response to peripheral nerve injury
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3599357/
https://www.ncbi.nlm.nih.gov/pubmed/23387820
http://dx.doi.org/10.1186/1471-2164-14-84
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