Cargando…
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...
Autores principales: | , , , , , , , , , |
---|---|
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 |
_version_ | 1782365843145883648 |
---|---|
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. |
format | Online Article Text |
id | pubmed-4391585 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT irizarharitz identificationofncrnasaspotentialtherapeutictargetsinmultiplesclerosisthroughdifferentialncrnamrnanetworkanalysis AT munozcullamaider identificationofncrnasaspotentialtherapeutictargetsinmultiplesclerosisthroughdifferentialncrnamrnanetworkanalysis AT saenzcuestamatias identificationofncrnasaspotentialtherapeutictargetsinmultiplesclerosisthroughdifferentialncrnamrnanetworkanalysis AT osorioquerejetainaki identificationofncrnasaspotentialtherapeutictargetsinmultiplesclerosisthroughdifferentialncrnamrnanetworkanalysis AT sepulvedalucia identificationofncrnasaspotentialtherapeutictargetsinmultiplesclerosisthroughdifferentialncrnamrnanetworkanalysis AT castillotrivinotamara identificationofncrnasaspotentialtherapeutictargetsinmultiplesclerosisthroughdifferentialncrnamrnanetworkanalysis AT pradaalvaro identificationofncrnasaspotentialtherapeutictargetsinmultiplesclerosisthroughdifferentialncrnamrnanetworkanalysis AT lopezdemunainadolfo identificationofncrnasaspotentialtherapeutictargetsinmultiplesclerosisthroughdifferentialncrnamrnanetworkanalysis AT olascoagajavier identificationofncrnasaspotentialtherapeutictargetsinmultiplesclerosisthroughdifferentialncrnamrnanetworkanalysis AT otaeguidavid identificationofncrnasaspotentialtherapeutictargetsinmultiplesclerosisthroughdifferentialncrnamrnanetworkanalysis |