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Blood and brain gene expression signatures of chronic intermittent ethanol consumption in mice
Alcohol Use Disorder (AUD) is a chronic, relapsing syndrome diagnosed by a heterogeneous set of behavioral signs and symptoms. There are no laboratory tests that provide direct objective evidence for diagnosis. Microarray and RNA-Seq technologies enable genome-wide transcriptome profiling at low cos...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8853518/ https://www.ncbi.nlm.nih.gov/pubmed/35176017 http://dx.doi.org/10.1371/journal.pcbi.1009800 |
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author | Ferguson, Laura B. Roberts, Amanda J. Mayfield, R. Dayne Messing, Robert O. |
author_facet | Ferguson, Laura B. Roberts, Amanda J. Mayfield, R. Dayne Messing, Robert O. |
author_sort | Ferguson, Laura B. |
collection | PubMed |
description | Alcohol Use Disorder (AUD) is a chronic, relapsing syndrome diagnosed by a heterogeneous set of behavioral signs and symptoms. There are no laboratory tests that provide direct objective evidence for diagnosis. Microarray and RNA-Seq technologies enable genome-wide transcriptome profiling at low costs and provide an opportunity to identify biomarkers to facilitate diagnosis, prognosis, and treatment of patients. However, access to brain tissue in living patients is not possible. Blood contains cellular and extracellular RNAs that provide disease-relevant information for some brain diseases. We hypothesized that blood gene expression profiles can be used to diagnose AUD. We profiled brain (prefrontal cortex, amygdala, and hypothalamus) and blood gene expression levels in C57BL/6J mice using RNA-seq one week after chronic intermittent ethanol (CIE) exposure, a mouse model of alcohol dependence. We found a high degree of preservation (rho range: [0.50, 0.67]) between blood and brain transcript levels. There was small overlap between blood and brain DEGs, and considerable overlap of gene networks perturbed after CIE related to cell-cell signaling (e.g., GABA and glutamate receptor signaling), immune responses (e.g., antigen presentation), and protein processing / mitochondrial functioning (e.g., ubiquitination, oxidative phosphorylation). Blood gene expression data were used to train classifiers (logistic regression, random forest, and partial least squares discriminant analysis), which were highly accurate at predicting alcohol dependence status (maximum AUC: 90.1%). These results suggest that gene expression profiles from peripheral blood samples contain a biological signature of alcohol dependence that can discriminate between CIE and Air subjects. |
format | Online Article Text |
id | pubmed-8853518 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-88535182022-02-18 Blood and brain gene expression signatures of chronic intermittent ethanol consumption in mice Ferguson, Laura B. Roberts, Amanda J. Mayfield, R. Dayne Messing, Robert O. PLoS Comput Biol Research Article Alcohol Use Disorder (AUD) is a chronic, relapsing syndrome diagnosed by a heterogeneous set of behavioral signs and symptoms. There are no laboratory tests that provide direct objective evidence for diagnosis. Microarray and RNA-Seq technologies enable genome-wide transcriptome profiling at low costs and provide an opportunity to identify biomarkers to facilitate diagnosis, prognosis, and treatment of patients. However, access to brain tissue in living patients is not possible. Blood contains cellular and extracellular RNAs that provide disease-relevant information for some brain diseases. We hypothesized that blood gene expression profiles can be used to diagnose AUD. We profiled brain (prefrontal cortex, amygdala, and hypothalamus) and blood gene expression levels in C57BL/6J mice using RNA-seq one week after chronic intermittent ethanol (CIE) exposure, a mouse model of alcohol dependence. We found a high degree of preservation (rho range: [0.50, 0.67]) between blood and brain transcript levels. There was small overlap between blood and brain DEGs, and considerable overlap of gene networks perturbed after CIE related to cell-cell signaling (e.g., GABA and glutamate receptor signaling), immune responses (e.g., antigen presentation), and protein processing / mitochondrial functioning (e.g., ubiquitination, oxidative phosphorylation). Blood gene expression data were used to train classifiers (logistic regression, random forest, and partial least squares discriminant analysis), which were highly accurate at predicting alcohol dependence status (maximum AUC: 90.1%). These results suggest that gene expression profiles from peripheral blood samples contain a biological signature of alcohol dependence that can discriminate between CIE and Air subjects. Public Library of Science 2022-02-17 /pmc/articles/PMC8853518/ /pubmed/35176017 http://dx.doi.org/10.1371/journal.pcbi.1009800 Text en © 2022 Ferguson et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Ferguson, Laura B. Roberts, Amanda J. Mayfield, R. Dayne Messing, Robert O. Blood and brain gene expression signatures of chronic intermittent ethanol consumption in mice |
title | Blood and brain gene expression signatures of chronic intermittent ethanol consumption in mice |
title_full | Blood and brain gene expression signatures of chronic intermittent ethanol consumption in mice |
title_fullStr | Blood and brain gene expression signatures of chronic intermittent ethanol consumption in mice |
title_full_unstemmed | Blood and brain gene expression signatures of chronic intermittent ethanol consumption in mice |
title_short | Blood and brain gene expression signatures of chronic intermittent ethanol consumption in mice |
title_sort | blood and brain gene expression signatures of chronic intermittent ethanol consumption in mice |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8853518/ https://www.ncbi.nlm.nih.gov/pubmed/35176017 http://dx.doi.org/10.1371/journal.pcbi.1009800 |
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