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Estimating haplotype frequencies in pooled DNA samples when there is genotyping error
BACKGROUND: Maximum likelihood estimates of haplotype frequencies can be obtained from pooled DNA using the expectation maximization (EM) algorithm. Through simulation, we investigate the effect of genotyping error on the accuracy of haplotype frequency estimates obtained using this algorithm. We ex...
Autores principales: | , , |
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Formato: | Texto |
Lenguaje: | English |
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BioMed Central
2005
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1156884/ https://www.ncbi.nlm.nih.gov/pubmed/15943883 http://dx.doi.org/10.1186/1471-2156-6-25 |
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author | Quade, Shannon RE Elston, Robert C Goddard, Katrina AB |
author_facet | Quade, Shannon RE Elston, Robert C Goddard, Katrina AB |
author_sort | Quade, Shannon RE |
collection | PubMed |
description | BACKGROUND: Maximum likelihood estimates of haplotype frequencies can be obtained from pooled DNA using the expectation maximization (EM) algorithm. Through simulation, we investigate the effect of genotyping error on the accuracy of haplotype frequency estimates obtained using this algorithm. We explore model parameters including allele frequency, inter-marker linkage disequilibrium (LD), genotyping error rate, and pool size. RESULTS: Pool sizes of 2, 5, and 10 individuals achieved comparable levels of accuracy in the estimation procedure. Common marker allele frequencies and no inter-marker LD result in less accurate estimates. This pattern is observed regardless of the amount of genotyping error simulated. CONCLUSION: Genotyping error slightly decreases the accuracy of haplotype frequency estimates. However, the EM algorithm performs well even in the presence of genotyping error. Overall, pools of 2, 5, and 10 individuals yield similar accuracy of the haplotype frequency estimates, while reducing costs due to genotyping. |
format | Text |
id | pubmed-1156884 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2005 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-11568842005-06-22 Estimating haplotype frequencies in pooled DNA samples when there is genotyping error Quade, Shannon RE Elston, Robert C Goddard, Katrina AB BMC Genet Research Article BACKGROUND: Maximum likelihood estimates of haplotype frequencies can be obtained from pooled DNA using the expectation maximization (EM) algorithm. Through simulation, we investigate the effect of genotyping error on the accuracy of haplotype frequency estimates obtained using this algorithm. We explore model parameters including allele frequency, inter-marker linkage disequilibrium (LD), genotyping error rate, and pool size. RESULTS: Pool sizes of 2, 5, and 10 individuals achieved comparable levels of accuracy in the estimation procedure. Common marker allele frequencies and no inter-marker LD result in less accurate estimates. This pattern is observed regardless of the amount of genotyping error simulated. CONCLUSION: Genotyping error slightly decreases the accuracy of haplotype frequency estimates. However, the EM algorithm performs well even in the presence of genotyping error. Overall, pools of 2, 5, and 10 individuals yield similar accuracy of the haplotype frequency estimates, while reducing costs due to genotyping. BioMed Central 2005-05-19 /pmc/articles/PMC1156884/ /pubmed/15943883 http://dx.doi.org/10.1186/1471-2156-6-25 Text en Copyright © 2005 Quade et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( (http://creativecommons.org/licenses/by/2.0) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Quade, Shannon RE Elston, Robert C Goddard, Katrina AB Estimating haplotype frequencies in pooled DNA samples when there is genotyping error |
title | Estimating haplotype frequencies in pooled DNA samples when there is genotyping error |
title_full | Estimating haplotype frequencies in pooled DNA samples when there is genotyping error |
title_fullStr | Estimating haplotype frequencies in pooled DNA samples when there is genotyping error |
title_full_unstemmed | Estimating haplotype frequencies in pooled DNA samples when there is genotyping error |
title_short | Estimating haplotype frequencies in pooled DNA samples when there is genotyping error |
title_sort | estimating haplotype frequencies in pooled dna samples when there is genotyping error |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1156884/ https://www.ncbi.nlm.nih.gov/pubmed/15943883 http://dx.doi.org/10.1186/1471-2156-6-25 |
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