Cargando…

Integrating mRNA and miRNA Weighted Gene Co-Expression Networks with eQTLs in the Nucleus Accumbens of Subjects with Alcohol Dependence

Alcohol consumption is known to lead to gene expression changes in the brain. After performing weighted gene co-expression network analyses (WGCNA) on genome-wide mRNA and microRNA (miRNA) expression in Nucleus Accumbens (NAc) of subjects with alcohol dependence (AD; N = 18) and of matched controls...

Descripción completa

Detalles Bibliográficos
Autores principales: Mamdani, Mohammed, Williamson, Vernell, McMichael, Gowon O., Blevins, Tana, Aliev, Fazil, Adkins, Amy, Hack, Laura, Bigdeli, Tim, D. van der Vaart, Andrew, Web, Bradley Todd, Bacanu, Silviu-Alin, Kalsi, Gursharan, Kendler, Kenneth S., Miles, Michael F., Dick, Danielle, Riley, Brien P., Dumur, Catherine, Vladimirov, Vladimir I.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4575063/
https://www.ncbi.nlm.nih.gov/pubmed/26381263
http://dx.doi.org/10.1371/journal.pone.0137671
_version_ 1782390720735215616
author Mamdani, Mohammed
Williamson, Vernell
McMichael, Gowon O.
Blevins, Tana
Aliev, Fazil
Adkins, Amy
Hack, Laura
Bigdeli, Tim
D. van der Vaart, Andrew
Web, Bradley Todd
Bacanu, Silviu-Alin
Kalsi, Gursharan
Kendler, Kenneth S.
Miles, Michael F.
Dick, Danielle
Riley, Brien P.
Dumur, Catherine
Vladimirov, Vladimir I.
author_facet Mamdani, Mohammed
Williamson, Vernell
McMichael, Gowon O.
Blevins, Tana
Aliev, Fazil
Adkins, Amy
Hack, Laura
Bigdeli, Tim
D. van der Vaart, Andrew
Web, Bradley Todd
Bacanu, Silviu-Alin
Kalsi, Gursharan
Kendler, Kenneth S.
Miles, Michael F.
Dick, Danielle
Riley, Brien P.
Dumur, Catherine
Vladimirov, Vladimir I.
author_sort Mamdani, Mohammed
collection PubMed
description Alcohol consumption is known to lead to gene expression changes in the brain. After performing weighted gene co-expression network analyses (WGCNA) on genome-wide mRNA and microRNA (miRNA) expression in Nucleus Accumbens (NAc) of subjects with alcohol dependence (AD; N = 18) and of matched controls (N = 18), six mRNA and three miRNA modules significantly correlated with AD were identified (Bonferoni-adj. p≤ 0.05). Cell-type-specific transcriptome analyses revealed two of the mRNA modules to be enriched for neuronal specific marker genes and downregulated in AD, whereas the remaining four mRNA modules were enriched for astrocyte and microglial specific marker genes and upregulated in AD. Gene set enrichment analysis demonstrated that neuronal specific modules were enriched for genes involved in oxidative phosphorylation, mitochondrial dysfunction and MAPK signaling. Glial-specific modules were predominantly enriched for genes involved in processes related to immune functions, i.e. cytokine signaling (all adj. p≤ 0.05). In mRNA and miRNA modules, 461 and 25 candidate hub genes were identified, respectively. In contrast to the expected biological functions of miRNAs, correlation analyses between mRNA and miRNA hub genes revealed a higher number of positive than negative correlations (χ(2) test p≤ 0.0001). Integration of hub gene expression with genome-wide genotypic data resulted in 591 mRNA cis-eQTLs and 62 miRNA cis-eQTLs. mRNA cis-eQTLs were significantly enriched for AD diagnosis and AD symptom counts (adj. p = 0.014 and p = 0.024, respectively) in AD GWAS signals in a large, independent genetic sample from the Collaborative Study on Genetics of Alcohol (COGA). In conclusion, our study identified putative gene network hubs coordinating mRNA and miRNA co-expression changes in the NAc of AD subjects, and our genetic (cis-eQTL) analysis provides novel insights into the etiological mechanisms of AD.
format Online
Article
Text
id pubmed-4575063
institution National Center for Biotechnology Information
language English
publishDate 2015
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-45750632015-09-25 Integrating mRNA and miRNA Weighted Gene Co-Expression Networks with eQTLs in the Nucleus Accumbens of Subjects with Alcohol Dependence Mamdani, Mohammed Williamson, Vernell McMichael, Gowon O. Blevins, Tana Aliev, Fazil Adkins, Amy Hack, Laura Bigdeli, Tim D. van der Vaart, Andrew Web, Bradley Todd Bacanu, Silviu-Alin Kalsi, Gursharan Kendler, Kenneth S. Miles, Michael F. Dick, Danielle Riley, Brien P. Dumur, Catherine Vladimirov, Vladimir I. PLoS One Research Article Alcohol consumption is known to lead to gene expression changes in the brain. After performing weighted gene co-expression network analyses (WGCNA) on genome-wide mRNA and microRNA (miRNA) expression in Nucleus Accumbens (NAc) of subjects with alcohol dependence (AD; N = 18) and of matched controls (N = 18), six mRNA and three miRNA modules significantly correlated with AD were identified (Bonferoni-adj. p≤ 0.05). Cell-type-specific transcriptome analyses revealed two of the mRNA modules to be enriched for neuronal specific marker genes and downregulated in AD, whereas the remaining four mRNA modules were enriched for astrocyte and microglial specific marker genes and upregulated in AD. Gene set enrichment analysis demonstrated that neuronal specific modules were enriched for genes involved in oxidative phosphorylation, mitochondrial dysfunction and MAPK signaling. Glial-specific modules were predominantly enriched for genes involved in processes related to immune functions, i.e. cytokine signaling (all adj. p≤ 0.05). In mRNA and miRNA modules, 461 and 25 candidate hub genes were identified, respectively. In contrast to the expected biological functions of miRNAs, correlation analyses between mRNA and miRNA hub genes revealed a higher number of positive than negative correlations (χ(2) test p≤ 0.0001). Integration of hub gene expression with genome-wide genotypic data resulted in 591 mRNA cis-eQTLs and 62 miRNA cis-eQTLs. mRNA cis-eQTLs were significantly enriched for AD diagnosis and AD symptom counts (adj. p = 0.014 and p = 0.024, respectively) in AD GWAS signals in a large, independent genetic sample from the Collaborative Study on Genetics of Alcohol (COGA). In conclusion, our study identified putative gene network hubs coordinating mRNA and miRNA co-expression changes in the NAc of AD subjects, and our genetic (cis-eQTL) analysis provides novel insights into the etiological mechanisms of AD. Public Library of Science 2015-09-18 /pmc/articles/PMC4575063/ /pubmed/26381263 http://dx.doi.org/10.1371/journal.pone.0137671 Text en © 2015 Mamdani et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Mamdani, Mohammed
Williamson, Vernell
McMichael, Gowon O.
Blevins, Tana
Aliev, Fazil
Adkins, Amy
Hack, Laura
Bigdeli, Tim
D. van der Vaart, Andrew
Web, Bradley Todd
Bacanu, Silviu-Alin
Kalsi, Gursharan
Kendler, Kenneth S.
Miles, Michael F.
Dick, Danielle
Riley, Brien P.
Dumur, Catherine
Vladimirov, Vladimir I.
Integrating mRNA and miRNA Weighted Gene Co-Expression Networks with eQTLs in the Nucleus Accumbens of Subjects with Alcohol Dependence
title Integrating mRNA and miRNA Weighted Gene Co-Expression Networks with eQTLs in the Nucleus Accumbens of Subjects with Alcohol Dependence
title_full Integrating mRNA and miRNA Weighted Gene Co-Expression Networks with eQTLs in the Nucleus Accumbens of Subjects with Alcohol Dependence
title_fullStr Integrating mRNA and miRNA Weighted Gene Co-Expression Networks with eQTLs in the Nucleus Accumbens of Subjects with Alcohol Dependence
title_full_unstemmed Integrating mRNA and miRNA Weighted Gene Co-Expression Networks with eQTLs in the Nucleus Accumbens of Subjects with Alcohol Dependence
title_short Integrating mRNA and miRNA Weighted Gene Co-Expression Networks with eQTLs in the Nucleus Accumbens of Subjects with Alcohol Dependence
title_sort integrating mrna and mirna weighted gene co-expression networks with eqtls in the nucleus accumbens of subjects with alcohol dependence
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4575063/
https://www.ncbi.nlm.nih.gov/pubmed/26381263
http://dx.doi.org/10.1371/journal.pone.0137671
work_keys_str_mv AT mamdanimohammed integratingmrnaandmirnaweightedgenecoexpressionnetworkswitheqtlsinthenucleusaccumbensofsubjectswithalcoholdependence
AT williamsonvernell integratingmrnaandmirnaweightedgenecoexpressionnetworkswitheqtlsinthenucleusaccumbensofsubjectswithalcoholdependence
AT mcmichaelgowono integratingmrnaandmirnaweightedgenecoexpressionnetworkswitheqtlsinthenucleusaccumbensofsubjectswithalcoholdependence
AT blevinstana integratingmrnaandmirnaweightedgenecoexpressionnetworkswitheqtlsinthenucleusaccumbensofsubjectswithalcoholdependence
AT alievfazil integratingmrnaandmirnaweightedgenecoexpressionnetworkswitheqtlsinthenucleusaccumbensofsubjectswithalcoholdependence
AT adkinsamy integratingmrnaandmirnaweightedgenecoexpressionnetworkswitheqtlsinthenucleusaccumbensofsubjectswithalcoholdependence
AT hacklaura integratingmrnaandmirnaweightedgenecoexpressionnetworkswitheqtlsinthenucleusaccumbensofsubjectswithalcoholdependence
AT bigdelitim integratingmrnaandmirnaweightedgenecoexpressionnetworkswitheqtlsinthenucleusaccumbensofsubjectswithalcoholdependence
AT dvandervaartandrew integratingmrnaandmirnaweightedgenecoexpressionnetworkswitheqtlsinthenucleusaccumbensofsubjectswithalcoholdependence
AT webbradleytodd integratingmrnaandmirnaweightedgenecoexpressionnetworkswitheqtlsinthenucleusaccumbensofsubjectswithalcoholdependence
AT bacanusilviualin integratingmrnaandmirnaweightedgenecoexpressionnetworkswitheqtlsinthenucleusaccumbensofsubjectswithalcoholdependence
AT kalsigursharan integratingmrnaandmirnaweightedgenecoexpressionnetworkswitheqtlsinthenucleusaccumbensofsubjectswithalcoholdependence
AT integratingmrnaandmirnaweightedgenecoexpressionnetworkswitheqtlsinthenucleusaccumbensofsubjectswithalcoholdependence
AT kendlerkenneths integratingmrnaandmirnaweightedgenecoexpressionnetworkswitheqtlsinthenucleusaccumbensofsubjectswithalcoholdependence
AT milesmichaelf integratingmrnaandmirnaweightedgenecoexpressionnetworkswitheqtlsinthenucleusaccumbensofsubjectswithalcoholdependence
AT dickdanielle integratingmrnaandmirnaweightedgenecoexpressionnetworkswitheqtlsinthenucleusaccumbensofsubjectswithalcoholdependence
AT rileybrienp integratingmrnaandmirnaweightedgenecoexpressionnetworkswitheqtlsinthenucleusaccumbensofsubjectswithalcoholdependence
AT dumurcatherine integratingmrnaandmirnaweightedgenecoexpressionnetworkswitheqtlsinthenucleusaccumbensofsubjectswithalcoholdependence
AT vladimirovvladimiri integratingmrnaandmirnaweightedgenecoexpressionnetworkswitheqtlsinthenucleusaccumbensofsubjectswithalcoholdependence