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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...

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Autores principales: Alballa, Tmader, Boone, Edward L., Ma, Liangsuo, Snyder, Andrew, Moeller, F. Gerard
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
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.
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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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