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Advantage of Using Allele-Specific Copy Numbers When Testing for Association in Regions with Common Copy Number Variants

Copy number variants (CNV) can be called from SNP-arrays; however, few studies have attempted to combine both CNV and SNP calls to test for association with complex diseases. Even when SNPs are located within CNVs, two separate association analyses are necessary, to compare the distribution of bi-al...

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Autores principales: Marenne, Gaëlle, Chanock, Stephen J., Malats, Núria, Génin, Emmanuelle
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3769257/
https://www.ncbi.nlm.nih.gov/pubmed/24040408
http://dx.doi.org/10.1371/journal.pone.0075350
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author Marenne, Gaëlle
Chanock, Stephen J.
Malats, Núria
Génin, Emmanuelle
author_facet Marenne, Gaëlle
Chanock, Stephen J.
Malats, Núria
Génin, Emmanuelle
author_sort Marenne, Gaëlle
collection PubMed
description Copy number variants (CNV) can be called from SNP-arrays; however, few studies have attempted to combine both CNV and SNP calls to test for association with complex diseases. Even when SNPs are located within CNVs, two separate association analyses are necessary, to compare the distribution of bi-allelic genotypes in cases and controls (referred to as SNP-only strategy) and the number of copies of a region (referred to as CNV-only strategy). However, when disease susceptibility is actually associated with allele specific copy-number states, the two strategies may not yield comparable results, raising a series of questions about the optimal analytical approach. We performed simulations of the performance of association testing under different scenarios that varied genotype frequencies and inheritance models. We show that the SNP-only strategy lacks power under most scenarios when the SNP is located within a CNV; frequently it is excluded from analysis as it does not pass quality control metrics either because of an increased rate of missing calls or a departure from fitness for Hardy-Weinberg proportion. The CNV-only strategy also lacks power because the association testing depends on the allele which copy number varies. The combined strategy performs well in most of the scenarios. Hence, we advocate the use of this combined strategy when testing for association with SNPs located within CNVs.
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spelling pubmed-37692572013-09-13 Advantage of Using Allele-Specific Copy Numbers When Testing for Association in Regions with Common Copy Number Variants Marenne, Gaëlle Chanock, Stephen J. Malats, Núria Génin, Emmanuelle PLoS One Research Article Copy number variants (CNV) can be called from SNP-arrays; however, few studies have attempted to combine both CNV and SNP calls to test for association with complex diseases. Even when SNPs are located within CNVs, two separate association analyses are necessary, to compare the distribution of bi-allelic genotypes in cases and controls (referred to as SNP-only strategy) and the number of copies of a region (referred to as CNV-only strategy). However, when disease susceptibility is actually associated with allele specific copy-number states, the two strategies may not yield comparable results, raising a series of questions about the optimal analytical approach. We performed simulations of the performance of association testing under different scenarios that varied genotype frequencies and inheritance models. We show that the SNP-only strategy lacks power under most scenarios when the SNP is located within a CNV; frequently it is excluded from analysis as it does not pass quality control metrics either because of an increased rate of missing calls or a departure from fitness for Hardy-Weinberg proportion. The CNV-only strategy also lacks power because the association testing depends on the allele which copy number varies. The combined strategy performs well in most of the scenarios. Hence, we advocate the use of this combined strategy when testing for association with SNPs located within CNVs. Public Library of Science 2013-09-10 /pmc/articles/PMC3769257/ /pubmed/24040408 http://dx.doi.org/10.1371/journal.pone.0075350 Text en © 2013 Marenne et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Marenne, Gaëlle
Chanock, Stephen J.
Malats, Núria
Génin, Emmanuelle
Advantage of Using Allele-Specific Copy Numbers When Testing for Association in Regions with Common Copy Number Variants
title Advantage of Using Allele-Specific Copy Numbers When Testing for Association in Regions with Common Copy Number Variants
title_full Advantage of Using Allele-Specific Copy Numbers When Testing for Association in Regions with Common Copy Number Variants
title_fullStr Advantage of Using Allele-Specific Copy Numbers When Testing for Association in Regions with Common Copy Number Variants
title_full_unstemmed Advantage of Using Allele-Specific Copy Numbers When Testing for Association in Regions with Common Copy Number Variants
title_short Advantage of Using Allele-Specific Copy Numbers When Testing for Association in Regions with Common Copy Number Variants
title_sort advantage of using allele-specific copy numbers when testing for association in regions with common copy number variants
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3769257/
https://www.ncbi.nlm.nih.gov/pubmed/24040408
http://dx.doi.org/10.1371/journal.pone.0075350
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