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Testing for direct genetic effects using a screening step in family-based association studies

In genome wide association studies (GWAS), family-based studies tend to have less power to detect genetic associations than population-based studies, such as case-control studies. This can be an issue when testing if genes in a family-based GWAS have a direct effect on the phenotype of interest over...

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Autores principales: Lutz, Sharon M., Vansteelandt, Stijn, Lange, Christoph
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3836057/
https://www.ncbi.nlm.nih.gov/pubmed/24312120
http://dx.doi.org/10.3389/fgene.2013.00243
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author Lutz, Sharon M.
Vansteelandt, Stijn
Lange, Christoph
author_facet Lutz, Sharon M.
Vansteelandt, Stijn
Lange, Christoph
author_sort Lutz, Sharon M.
collection PubMed
description In genome wide association studies (GWAS), family-based studies tend to have less power to detect genetic associations than population-based studies, such as case-control studies. This can be an issue when testing if genes in a family-based GWAS have a direct effect on the phenotype of interest over and above their possible indirect effect through a secondary phenotype. When multiple SNPs are tested for a direct effect in the family-based study, a screening step can be used to minimize the burden of multiple comparisons in the causal analysis. We propose a 2-stage screening step that can be incorporated into the family-based association test (FBAT) approach similar to the conditional mean model approach in the Van Steen-algorithm (Van Steen et al., 2005). Simulations demonstrate that the type 1 error is preserved and this method is advantageous when multiple markers are tested. This method is illustrated by an application to the Framingham Heart Study.
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spelling pubmed-38360572013-12-05 Testing for direct genetic effects using a screening step in family-based association studies Lutz, Sharon M. Vansteelandt, Stijn Lange, Christoph Front Genet Genetics In genome wide association studies (GWAS), family-based studies tend to have less power to detect genetic associations than population-based studies, such as case-control studies. This can be an issue when testing if genes in a family-based GWAS have a direct effect on the phenotype of interest over and above their possible indirect effect through a secondary phenotype. When multiple SNPs are tested for a direct effect in the family-based study, a screening step can be used to minimize the burden of multiple comparisons in the causal analysis. We propose a 2-stage screening step that can be incorporated into the family-based association test (FBAT) approach similar to the conditional mean model approach in the Van Steen-algorithm (Van Steen et al., 2005). Simulations demonstrate that the type 1 error is preserved and this method is advantageous when multiple markers are tested. This method is illustrated by an application to the Framingham Heart Study. Frontiers Media S.A. 2013-11-21 /pmc/articles/PMC3836057/ /pubmed/24312120 http://dx.doi.org/10.3389/fgene.2013.00243 Text en Copyright © 2013 Lutz, Vansteelandt and Lange. http://creativecommons.org/licenses/by/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Genetics
Lutz, Sharon M.
Vansteelandt, Stijn
Lange, Christoph
Testing for direct genetic effects using a screening step in family-based association studies
title Testing for direct genetic effects using a screening step in family-based association studies
title_full Testing for direct genetic effects using a screening step in family-based association studies
title_fullStr Testing for direct genetic effects using a screening step in family-based association studies
title_full_unstemmed Testing for direct genetic effects using a screening step in family-based association studies
title_short Testing for direct genetic effects using a screening step in family-based association studies
title_sort testing for direct genetic effects using a screening step in family-based association studies
topic Genetics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3836057/
https://www.ncbi.nlm.nih.gov/pubmed/24312120
http://dx.doi.org/10.3389/fgene.2013.00243
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