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A novel approach for multi-SNP GWAS and its application in Alzheimer’s disease

BACKGROUND: Genome-wide association studies (GWAS) have effectively identified genetic factors for many diseases. Many diseases, including Alzheimer’s disease (AD), have epistatic causes, requiring more sophisticated analyses to identify groups of variants which together affect phenotype. RESULTS: B...

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Autores principales: Bodily, Paul M., Fujimoto, M. Stanley, Page, Justin T., Clement, Mark J., Ebbert, Mark T. W., Ridge, Perry G.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4965706/
https://www.ncbi.nlm.nih.gov/pubmed/27453991
http://dx.doi.org/10.1186/s12859-016-1093-7
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author Bodily, Paul M.
Fujimoto, M. Stanley
Page, Justin T.
Clement, Mark J.
Ebbert, Mark T. W.
Ridge, Perry G.
author_facet Bodily, Paul M.
Fujimoto, M. Stanley
Page, Justin T.
Clement, Mark J.
Ebbert, Mark T. W.
Ridge, Perry G.
author_sort Bodily, Paul M.
collection PubMed
description BACKGROUND: Genome-wide association studies (GWAS) have effectively identified genetic factors for many diseases. Many diseases, including Alzheimer’s disease (AD), have epistatic causes, requiring more sophisticated analyses to identify groups of variants which together affect phenotype. RESULTS: Based on the GWAS statistical model, we developed a multi-SNP GWAS analysis to identify pairs of variants whose common occurrence signaled the Alzheimer’s disease phenotype. CONCLUSIONS: Despite not having sufficient data to demonstrate significance, our preliminary experimentation identified a high correlation between GRIA3 and HLA-DRB5 (an AD gene). GRIA3 has not been previously reported in association with AD, but is known to play a role in learning and memory. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12859-016-1093-7) contains supplementary material, which is available to authorized users.
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spelling pubmed-49657062016-08-02 A novel approach for multi-SNP GWAS and its application in Alzheimer’s disease Bodily, Paul M. Fujimoto, M. Stanley Page, Justin T. Clement, Mark J. Ebbert, Mark T. W. Ridge, Perry G. BMC Bioinformatics Research BACKGROUND: Genome-wide association studies (GWAS) have effectively identified genetic factors for many diseases. Many diseases, including Alzheimer’s disease (AD), have epistatic causes, requiring more sophisticated analyses to identify groups of variants which together affect phenotype. RESULTS: Based on the GWAS statistical model, we developed a multi-SNP GWAS analysis to identify pairs of variants whose common occurrence signaled the Alzheimer’s disease phenotype. CONCLUSIONS: Despite not having sufficient data to demonstrate significance, our preliminary experimentation identified a high correlation between GRIA3 and HLA-DRB5 (an AD gene). GRIA3 has not been previously reported in association with AD, but is known to play a role in learning and memory. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12859-016-1093-7) contains supplementary material, which is available to authorized users. BioMed Central 2016-07-25 /pmc/articles/PMC4965706/ /pubmed/27453991 http://dx.doi.org/10.1186/s12859-016-1093-7 Text en © Bodily et al. 2016 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Bodily, Paul M.
Fujimoto, M. Stanley
Page, Justin T.
Clement, Mark J.
Ebbert, Mark T. W.
Ridge, Perry G.
A novel approach for multi-SNP GWAS and its application in Alzheimer’s disease
title A novel approach for multi-SNP GWAS and its application in Alzheimer’s disease
title_full A novel approach for multi-SNP GWAS and its application in Alzheimer’s disease
title_fullStr A novel approach for multi-SNP GWAS and its application in Alzheimer’s disease
title_full_unstemmed A novel approach for multi-SNP GWAS and its application in Alzheimer’s disease
title_short A novel approach for multi-SNP GWAS and its application in Alzheimer’s disease
title_sort novel approach for multi-snp gwas and its application in alzheimer’s disease
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4965706/
https://www.ncbi.nlm.nih.gov/pubmed/27453991
http://dx.doi.org/10.1186/s12859-016-1093-7
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