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Exploring the relationship between white matter integrity, cocaine use and GAD polymorphisms using Bayesian Model Averaging
Past investigations utilizing diffusion tensor imaging (DTI) have demonstrated that cocaine use disorder (CUD) yields white matter changes, primarily in the corpus callosum. By applying Bayesian model averaging using multiple linear regression in DTI, we demonstrate there may exist relationships bet...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8312937/ https://www.ncbi.nlm.nih.gov/pubmed/34310624 http://dx.doi.org/10.1371/journal.pone.0254776 |
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author | Alballa, Tmader Boone, Edward L. Ma, Liangsuo Snyder, Andrew Moeller, F. Gerard |
author_facet | Alballa, Tmader Boone, Edward L. Ma, Liangsuo Snyder, Andrew Moeller, F. Gerard |
author_sort | Alballa, Tmader |
collection | PubMed |
description | Past investigations utilizing diffusion tensor imaging (DTI) have demonstrated that cocaine use disorder (CUD) yields white matter changes, primarily in the corpus callosum. By applying Bayesian model averaging using multiple linear regression in DTI, we demonstrate there may exist relationships between the impaired white matter and glutamic acid decarboxylase (GAD) polymorphisms. This work explored the two-way and three-way interactions between GAD1(a) (SNP: rs1978340) and GAD1(b) (SNP: rs769390) polymorphisms and years of cocaine use (YCU). GAD1(a) was associated with more frontal white matter changes on its own but GAD1(b) was associated with more midbrain and cerebellar changes as well as a greater increase in white matter changes in the context of chronic cocaine use. The three-way interaction GAD1(a)|GAD1(b)|YCU appeared to be roughly an average of the polymorphism two-way interactions GAD1(a)|YCU and GAD1(b)|YCU. The three-way interaction demonstrated multiple regions including corpus callosum which featured fewer significant voxel changes, perhaps suggesting a small protective effect of having both polymorphisms on corpus callosum and cerebellar peduncle. |
format | Online Article Text |
id | pubmed-8312937 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-83129372021-07-31 Exploring the relationship between white matter integrity, cocaine use and GAD polymorphisms using Bayesian Model Averaging Alballa, Tmader Boone, Edward L. Ma, Liangsuo Snyder, Andrew Moeller, F. Gerard PLoS One Research Article Past investigations utilizing diffusion tensor imaging (DTI) have demonstrated that cocaine use disorder (CUD) yields white matter changes, primarily in the corpus callosum. By applying Bayesian model averaging using multiple linear regression in DTI, we demonstrate there may exist relationships between the impaired white matter and glutamic acid decarboxylase (GAD) polymorphisms. This work explored the two-way and three-way interactions between GAD1(a) (SNP: rs1978340) and GAD1(b) (SNP: rs769390) polymorphisms and years of cocaine use (YCU). GAD1(a) was associated with more frontal white matter changes on its own but GAD1(b) was associated with more midbrain and cerebellar changes as well as a greater increase in white matter changes in the context of chronic cocaine use. The three-way interaction GAD1(a)|GAD1(b)|YCU appeared to be roughly an average of the polymorphism two-way interactions GAD1(a)|YCU and GAD1(b)|YCU. The three-way interaction demonstrated multiple regions including corpus callosum which featured fewer significant voxel changes, perhaps suggesting a small protective effect of having both polymorphisms on corpus callosum and cerebellar peduncle. Public Library of Science 2021-07-26 /pmc/articles/PMC8312937/ /pubmed/34310624 http://dx.doi.org/10.1371/journal.pone.0254776 Text en © 2021 Alballa 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 Alballa, Tmader Boone, Edward L. Ma, Liangsuo Snyder, Andrew Moeller, F. Gerard Exploring the relationship between white matter integrity, cocaine use and GAD polymorphisms using Bayesian Model Averaging |
title | Exploring the relationship between white matter integrity, cocaine use and GAD polymorphisms using Bayesian Model Averaging |
title_full | Exploring the relationship between white matter integrity, cocaine use and GAD polymorphisms using Bayesian Model Averaging |
title_fullStr | Exploring the relationship between white matter integrity, cocaine use and GAD polymorphisms using Bayesian Model Averaging |
title_full_unstemmed | Exploring the relationship between white matter integrity, cocaine use and GAD polymorphisms using Bayesian Model Averaging |
title_short | Exploring the relationship between white matter integrity, cocaine use and GAD polymorphisms using Bayesian Model Averaging |
title_sort | exploring the relationship between white matter integrity, cocaine use and gad polymorphisms using bayesian model averaging |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8312937/ https://www.ncbi.nlm.nih.gov/pubmed/34310624 http://dx.doi.org/10.1371/journal.pone.0254776 |
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