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Insight into genetic regulation of miRNA in mouse brain

BACKGROUND: micro RNA (miRNA) are important regulators of gene expression and may influence phenotypes and disease traits. The connection between genetics and miRNA expression can be determined through expression quantitative loci (eQTL) analysis, which has been extensively used in a variety of tiss...

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Autores principales: Kordas, Gordon, Rudra, Pratyaydipta, Hendricks, Audrey, Saba, Laura, Kechris, Katerina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6854704/
https://www.ncbi.nlm.nih.gov/pubmed/31722663
http://dx.doi.org/10.1186/s12864-019-6110-6
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author Kordas, Gordon
Rudra, Pratyaydipta
Hendricks, Audrey
Saba, Laura
Kechris, Katerina
author_facet Kordas, Gordon
Rudra, Pratyaydipta
Hendricks, Audrey
Saba, Laura
Kechris, Katerina
author_sort Kordas, Gordon
collection PubMed
description BACKGROUND: micro RNA (miRNA) are important regulators of gene expression and may influence phenotypes and disease traits. The connection between genetics and miRNA expression can be determined through expression quantitative loci (eQTL) analysis, which has been extensively used in a variety of tissues, and in both human and model organisms. miRNA play an important role in brain-related diseases, but eQTL studies of miRNA in brain tissue are limited. We aim to catalog miRNA eQTL in brain tissue using miRNA expression measured on a recombinant inbred mouse panel. Because samples were collected without any intervention or treatment (naïve), the panel allows characterization of genetic influences on miRNAs’ expression levels. We used brain RNA expression levels of 881 miRNA and 1416 genomic locations to identify miRNA eQTL. To address multiple testing, we employed permutation p-values and subsequent zero permutation p-value correction. We also investigated the underlying biology of miRNA regulation using additional analyses, including hotspot analysis to search for regions controlling multiple miRNAs, and Bayesian network analysis to identify scenarios where a miRNA mediates the association between genotype and mRNA expression. We used addiction related phenotypes to illustrate the utility of our results. RESULTS: Thirty-eight miRNA eQTL were identified after appropriate multiple testing corrections. Ten of these miRNAs had target genes enriched for brain-related pathways and mapped to four miRNA eQTL hotspots. Bayesian network analysis revealed four biological networks relating genetic variation, miRNA expression and gene expression. CONCLUSIONS: Our extensive evaluation of miRNA eQTL provides valuable insight into the role of miRNA regulation in brain tissue. Our miRNA eQTL analysis and extended statistical exploration identifies miRNA candidates in brain for future study.
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spelling pubmed-68547042019-11-21 Insight into genetic regulation of miRNA in mouse brain Kordas, Gordon Rudra, Pratyaydipta Hendricks, Audrey Saba, Laura Kechris, Katerina BMC Genomics Research Article BACKGROUND: micro RNA (miRNA) are important regulators of gene expression and may influence phenotypes and disease traits. The connection between genetics and miRNA expression can be determined through expression quantitative loci (eQTL) analysis, which has been extensively used in a variety of tissues, and in both human and model organisms. miRNA play an important role in brain-related diseases, but eQTL studies of miRNA in brain tissue are limited. We aim to catalog miRNA eQTL in brain tissue using miRNA expression measured on a recombinant inbred mouse panel. Because samples were collected without any intervention or treatment (naïve), the panel allows characterization of genetic influences on miRNAs’ expression levels. We used brain RNA expression levels of 881 miRNA and 1416 genomic locations to identify miRNA eQTL. To address multiple testing, we employed permutation p-values and subsequent zero permutation p-value correction. We also investigated the underlying biology of miRNA regulation using additional analyses, including hotspot analysis to search for regions controlling multiple miRNAs, and Bayesian network analysis to identify scenarios where a miRNA mediates the association between genotype and mRNA expression. We used addiction related phenotypes to illustrate the utility of our results. RESULTS: Thirty-eight miRNA eQTL were identified after appropriate multiple testing corrections. Ten of these miRNAs had target genes enriched for brain-related pathways and mapped to four miRNA eQTL hotspots. Bayesian network analysis revealed four biological networks relating genetic variation, miRNA expression and gene expression. CONCLUSIONS: Our extensive evaluation of miRNA eQTL provides valuable insight into the role of miRNA regulation in brain tissue. Our miRNA eQTL analysis and extended statistical exploration identifies miRNA candidates in brain for future study. BioMed Central 2019-11-13 /pmc/articles/PMC6854704/ /pubmed/31722663 http://dx.doi.org/10.1186/s12864-019-6110-6 Text en © The Author(s). 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. 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
Kordas, Gordon
Rudra, Pratyaydipta
Hendricks, Audrey
Saba, Laura
Kechris, Katerina
Insight into genetic regulation of miRNA in mouse brain
title Insight into genetic regulation of miRNA in mouse brain
title_full Insight into genetic regulation of miRNA in mouse brain
title_fullStr Insight into genetic regulation of miRNA in mouse brain
title_full_unstemmed Insight into genetic regulation of miRNA in mouse brain
title_short Insight into genetic regulation of miRNA in mouse brain
title_sort insight into genetic regulation of mirna in mouse brain
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6854704/
https://www.ncbi.nlm.nih.gov/pubmed/31722663
http://dx.doi.org/10.1186/s12864-019-6110-6
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