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Identification of ncRNAs as potential therapeutic targets in multiple sclerosis through differential ncRNA – mRNA network analysis

BACKGROUND: Several studies have revealed a potential role for both small nucleolar RNAs (snoRNAs) and microRNAs (miRNAs) in the physiopathology of relapsing-remitting multiple sclerosis (RRMS). This potential implication has been mainly described through differential expression studies. However, it...

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Autores principales: Irizar, Haritz, Muñoz-Culla, Maider, Sáenz-Cuesta, Matías, Osorio-Querejeta, Iñaki, Sepúlveda, Lucía, Castillo-Triviño, Tamara, Prada, Alvaro, Lopez de Munain, Adolfo, Olascoaga, Javier, Otaegui, David
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4391585/
https://www.ncbi.nlm.nih.gov/pubmed/25880556
http://dx.doi.org/10.1186/s12864-015-1396-5
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author Irizar, Haritz
Muñoz-Culla, Maider
Sáenz-Cuesta, Matías
Osorio-Querejeta, Iñaki
Sepúlveda, Lucía
Castillo-Triviño, Tamara
Prada, Alvaro
Lopez de Munain, Adolfo
Olascoaga, Javier
Otaegui, David
author_facet Irizar, Haritz
Muñoz-Culla, Maider
Sáenz-Cuesta, Matías
Osorio-Querejeta, Iñaki
Sepúlveda, Lucía
Castillo-Triviño, Tamara
Prada, Alvaro
Lopez de Munain, Adolfo
Olascoaga, Javier
Otaegui, David
author_sort Irizar, Haritz
collection PubMed
description BACKGROUND: Several studies have revealed a potential role for both small nucleolar RNAs (snoRNAs) and microRNAs (miRNAs) in the physiopathology of relapsing-remitting multiple sclerosis (RRMS). This potential implication has been mainly described through differential expression studies. However, it has been suggested that, in order to extract additional information from large-scale expression experiments, differential expression studies must be complemented with differential network studies. Thus, the present work is aimed at the identification of potential therapeutic ncRNA targets for RRMS through differential network analysis of ncRNA – mRNA coexpression networks. ncRNA – mRNA coexpression networks have been constructed from both selected ncRNA (specifically miRNAs, snoRNAs and sdRNAs) and mRNA large-scale expression data obtained from 22 patients in relapse, the same 22 patients in remission and 22 healthy controls. Condition-specific (relapse, remission and healthy) networks have been built and compared to identify the parts of the system most affected by perturbation and aid the identification of potential therapeutic targets among the ncRNAs. RESULTS: All the coexpression networks we built present a scale-free topology and many snoRNAs are shown to have a prominent role in their architecture. The differential network analysis (relapse vs. remission vs. controls’ networks) has revealed that, although both network topology and the majority of the genes are maintained, few ncRNA – mRNA links appear in more than one network. We have selected as potential therapeutic targets the ncRNAs that appear in the disease-specific network and were found to be differentially expressed in a previous study. CONCLUSIONS: Our results suggest that the diseased state of RRMS has a strong impact on the ncRNA – mRNA network of peripheral blood leukocytes, as a massive rewiring of the network happens between conditions. Our findings also indicate that the role snoRNAs have in targeted gene silencing is a widespread phenomenon. Finally, among the potential therapeutic target ncRNAs, SNORA40 seems to be the most promising candidate. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12864-015-1396-5) contains supplementary material, which is available to authorized users.
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spelling pubmed-43915852015-04-10 Identification of ncRNAs as potential therapeutic targets in multiple sclerosis through differential ncRNA – mRNA network analysis Irizar, Haritz Muñoz-Culla, Maider Sáenz-Cuesta, Matías Osorio-Querejeta, Iñaki Sepúlveda, Lucía Castillo-Triviño, Tamara Prada, Alvaro Lopez de Munain, Adolfo Olascoaga, Javier Otaegui, David BMC Genomics Research Article BACKGROUND: Several studies have revealed a potential role for both small nucleolar RNAs (snoRNAs) and microRNAs (miRNAs) in the physiopathology of relapsing-remitting multiple sclerosis (RRMS). This potential implication has been mainly described through differential expression studies. However, it has been suggested that, in order to extract additional information from large-scale expression experiments, differential expression studies must be complemented with differential network studies. Thus, the present work is aimed at the identification of potential therapeutic ncRNA targets for RRMS through differential network analysis of ncRNA – mRNA coexpression networks. ncRNA – mRNA coexpression networks have been constructed from both selected ncRNA (specifically miRNAs, snoRNAs and sdRNAs) and mRNA large-scale expression data obtained from 22 patients in relapse, the same 22 patients in remission and 22 healthy controls. Condition-specific (relapse, remission and healthy) networks have been built and compared to identify the parts of the system most affected by perturbation and aid the identification of potential therapeutic targets among the ncRNAs. RESULTS: All the coexpression networks we built present a scale-free topology and many snoRNAs are shown to have a prominent role in their architecture. The differential network analysis (relapse vs. remission vs. controls’ networks) has revealed that, although both network topology and the majority of the genes are maintained, few ncRNA – mRNA links appear in more than one network. We have selected as potential therapeutic targets the ncRNAs that appear in the disease-specific network and were found to be differentially expressed in a previous study. CONCLUSIONS: Our results suggest that the diseased state of RRMS has a strong impact on the ncRNA – mRNA network of peripheral blood leukocytes, as a massive rewiring of the network happens between conditions. Our findings also indicate that the role snoRNAs have in targeted gene silencing is a widespread phenomenon. Finally, among the potential therapeutic target ncRNAs, SNORA40 seems to be the most promising candidate. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12864-015-1396-5) contains supplementary material, which is available to authorized users. BioMed Central 2015-03-28 /pmc/articles/PMC4391585/ /pubmed/25880556 http://dx.doi.org/10.1186/s12864-015-1396-5 Text en © Irizar et al.; licensee BioMed Central. 2015 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 Article
Irizar, Haritz
Muñoz-Culla, Maider
Sáenz-Cuesta, Matías
Osorio-Querejeta, Iñaki
Sepúlveda, Lucía
Castillo-Triviño, Tamara
Prada, Alvaro
Lopez de Munain, Adolfo
Olascoaga, Javier
Otaegui, David
Identification of ncRNAs as potential therapeutic targets in multiple sclerosis through differential ncRNA – mRNA network analysis
title Identification of ncRNAs as potential therapeutic targets in multiple sclerosis through differential ncRNA – mRNA network analysis
title_full Identification of ncRNAs as potential therapeutic targets in multiple sclerosis through differential ncRNA – mRNA network analysis
title_fullStr Identification of ncRNAs as potential therapeutic targets in multiple sclerosis through differential ncRNA – mRNA network analysis
title_full_unstemmed Identification of ncRNAs as potential therapeutic targets in multiple sclerosis through differential ncRNA – mRNA network analysis
title_short Identification of ncRNAs as potential therapeutic targets in multiple sclerosis through differential ncRNA – mRNA network analysis
title_sort identification of ncrnas as potential therapeutic targets in multiple sclerosis through differential ncrna – mrna network analysis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4391585/
https://www.ncbi.nlm.nih.gov/pubmed/25880556
http://dx.doi.org/10.1186/s12864-015-1396-5
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