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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...
Autores principales: | , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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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 |
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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 |
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