Cargando…
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...
Autores principales: | , , , , , |
---|---|
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 |
_version_ | 1782262945023000576 |
---|---|
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. |
format | Online Article Text |
id | pubmed-3599357 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT changliwei anintegratedapproachtocharacterizetranscriptionfactorandmicrornaregulatorynetworksinvolvedinschwanncellresponsetoperipheralnerveinjury AT viaderandreu anintegratedapproachtocharacterizetranscriptionfactorandmicrornaregulatorynetworksinvolvedinschwanncellresponsetoperipheralnerveinjury AT varghesenobish anintegratedapproachtocharacterizetranscriptionfactorandmicrornaregulatorynetworksinvolvedinschwanncellresponsetoperipheralnerveinjury AT paytonjacquelinee anintegratedapproachtocharacterizetranscriptionfactorandmicrornaregulatorynetworksinvolvedinschwanncellresponsetoperipheralnerveinjury AT milbrandtjeffrey anintegratedapproachtocharacterizetranscriptionfactorandmicrornaregulatorynetworksinvolvedinschwanncellresponsetoperipheralnerveinjury AT nagarajanrakesh anintegratedapproachtocharacterizetranscriptionfactorandmicrornaregulatorynetworksinvolvedinschwanncellresponsetoperipheralnerveinjury AT changliwei integratedapproachtocharacterizetranscriptionfactorandmicrornaregulatorynetworksinvolvedinschwanncellresponsetoperipheralnerveinjury AT viaderandreu integratedapproachtocharacterizetranscriptionfactorandmicrornaregulatorynetworksinvolvedinschwanncellresponsetoperipheralnerveinjury AT varghesenobish integratedapproachtocharacterizetranscriptionfactorandmicrornaregulatorynetworksinvolvedinschwanncellresponsetoperipheralnerveinjury AT paytonjacquelinee integratedapproachtocharacterizetranscriptionfactorandmicrornaregulatorynetworksinvolvedinschwanncellresponsetoperipheralnerveinjury AT milbrandtjeffrey integratedapproachtocharacterizetranscriptionfactorandmicrornaregulatorynetworksinvolvedinschwanncellresponsetoperipheralnerveinjury AT nagarajanrakesh integratedapproachtocharacterizetranscriptionfactorandmicrornaregulatorynetworksinvolvedinschwanncellresponsetoperipheralnerveinjury |