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The effect of genome-wide association scan quality control on imputation outcome for common variants

Imputation is an extremely valuable tool in conducting and synthesising genome-wide association studies (GWASs). Directly typed SNP quality control (QC) is thought to affect imputation quality. It is, therefore, common practise to use quality-controlled (QCed) data as an input for imputing genotypes...

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Autores principales: Southam, Lorraine, Panoutsopoulou, Kalliope, Rayner, N William, Chapman, Kay, Durrant, Caroline, Ferreira, Teresa, Arden, Nigel, Carr, Andrew, Deloukas, Panos, Doherty, Michael, Loughlin, John, McCaskie, Andrew, Ollier, William E R, Ralston, Stuart, Spector, Timothy D, Valdes, Ana M, Wallis, Gillian A, Wilkinson, J Mark, Marchini, Jonathan, Zeggini, Eleftheria
Formato: Texto
Lenguaje:English
Publicado: Nature Publishing Group 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3083623/
https://www.ncbi.nlm.nih.gov/pubmed/21267008
http://dx.doi.org/10.1038/ejhg.2010.242
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author Southam, Lorraine
Panoutsopoulou, Kalliope
Rayner, N William
Chapman, Kay
Durrant, Caroline
Ferreira, Teresa
Arden, Nigel
Carr, Andrew
Deloukas, Panos
Doherty, Michael
Loughlin, John
McCaskie, Andrew
Ollier, William E R
Ralston, Stuart
Spector, Timothy D
Valdes, Ana M
Wallis, Gillian A
Wilkinson, J Mark
Marchini, Jonathan
Zeggini, Eleftheria
author_facet Southam, Lorraine
Panoutsopoulou, Kalliope
Rayner, N William
Chapman, Kay
Durrant, Caroline
Ferreira, Teresa
Arden, Nigel
Carr, Andrew
Deloukas, Panos
Doherty, Michael
Loughlin, John
McCaskie, Andrew
Ollier, William E R
Ralston, Stuart
Spector, Timothy D
Valdes, Ana M
Wallis, Gillian A
Wilkinson, J Mark
Marchini, Jonathan
Zeggini, Eleftheria
author_sort Southam, Lorraine
collection PubMed
description Imputation is an extremely valuable tool in conducting and synthesising genome-wide association studies (GWASs). Directly typed SNP quality control (QC) is thought to affect imputation quality. It is, therefore, common practise to use quality-controlled (QCed) data as an input for imputing genotypes. This study aims to determine the effect of commonly applied QC steps on imputation outcomes. We performed several iterations of imputing SNPs across chromosome 22 in a dataset consisting of 3177 samples with Illumina 610k (Illumina, San Diego, CA, USA) GWAS data, applying different QC steps each time. The imputed genotypes were compared with the directly typed genotypes. In addition, we investigated the correlation between alternatively QCed data. We also applied a series of post-imputation QC steps balancing elimination of poorly imputed SNPs and information loss. We found that the difference between the unQCed data and the fully QCed data on imputation outcome was minimal. Our study shows that imputation of common variants is generally very accurate and robust to GWAS QC, which is not a major factor affecting imputation outcome. A minority of common-frequency SNPs with particular properties cannot be accurately imputed regardless of QC stringency. These findings may not generalise to the imputation of low frequency and rare variants.
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spelling pubmed-30836232011-06-23 The effect of genome-wide association scan quality control on imputation outcome for common variants Southam, Lorraine Panoutsopoulou, Kalliope Rayner, N William Chapman, Kay Durrant, Caroline Ferreira, Teresa Arden, Nigel Carr, Andrew Deloukas, Panos Doherty, Michael Loughlin, John McCaskie, Andrew Ollier, William E R Ralston, Stuart Spector, Timothy D Valdes, Ana M Wallis, Gillian A Wilkinson, J Mark Marchini, Jonathan Zeggini, Eleftheria Eur J Hum Genet Short Report Imputation is an extremely valuable tool in conducting and synthesising genome-wide association studies (GWASs). Directly typed SNP quality control (QC) is thought to affect imputation quality. It is, therefore, common practise to use quality-controlled (QCed) data as an input for imputing genotypes. This study aims to determine the effect of commonly applied QC steps on imputation outcomes. We performed several iterations of imputing SNPs across chromosome 22 in a dataset consisting of 3177 samples with Illumina 610k (Illumina, San Diego, CA, USA) GWAS data, applying different QC steps each time. The imputed genotypes were compared with the directly typed genotypes. In addition, we investigated the correlation between alternatively QCed data. We also applied a series of post-imputation QC steps balancing elimination of poorly imputed SNPs and information loss. We found that the difference between the unQCed data and the fully QCed data on imputation outcome was minimal. Our study shows that imputation of common variants is generally very accurate and robust to GWAS QC, which is not a major factor affecting imputation outcome. A minority of common-frequency SNPs with particular properties cannot be accurately imputed regardless of QC stringency. These findings may not generalise to the imputation of low frequency and rare variants. Nature Publishing Group 2011-05 2011-01-26 /pmc/articles/PMC3083623/ /pubmed/21267008 http://dx.doi.org/10.1038/ejhg.2010.242 Text en Copyright © 2011 Macmillan Publishers Limited http://creativecommons.org/licenses/by-nc-nd/3.0/ This work is licensed under the Creative Commons Attribution-NonCommercial-No Derivative Works 3.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-nd/3.0/
spellingShingle Short Report
Southam, Lorraine
Panoutsopoulou, Kalliope
Rayner, N William
Chapman, Kay
Durrant, Caroline
Ferreira, Teresa
Arden, Nigel
Carr, Andrew
Deloukas, Panos
Doherty, Michael
Loughlin, John
McCaskie, Andrew
Ollier, William E R
Ralston, Stuart
Spector, Timothy D
Valdes, Ana M
Wallis, Gillian A
Wilkinson, J Mark
Marchini, Jonathan
Zeggini, Eleftheria
The effect of genome-wide association scan quality control on imputation outcome for common variants
title The effect of genome-wide association scan quality control on imputation outcome for common variants
title_full The effect of genome-wide association scan quality control on imputation outcome for common variants
title_fullStr The effect of genome-wide association scan quality control on imputation outcome for common variants
title_full_unstemmed The effect of genome-wide association scan quality control on imputation outcome for common variants
title_short The effect of genome-wide association scan quality control on imputation outcome for common variants
title_sort effect of genome-wide association scan quality control on imputation outcome for common variants
topic Short Report
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3083623/
https://www.ncbi.nlm.nih.gov/pubmed/21267008
http://dx.doi.org/10.1038/ejhg.2010.242
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