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LDx: Estimation of Linkage Disequilibrium from High-Throughput Pooled Resequencing Data

High-throughput pooled resequencing offers significant potential for whole genome population sequencing. However, its main drawback is the loss of haplotype information. In order to regain some of this information, we present LDx, a computational tool for estimating linkage disequilibrium (LD) from...

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Detalles Bibliográficos
Autores principales: Feder, Alison F., Petrov, Dmitri A., Bergland, Alan O.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3494690/
https://www.ncbi.nlm.nih.gov/pubmed/23152785
http://dx.doi.org/10.1371/journal.pone.0048588
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author Feder, Alison F.
Petrov, Dmitri A.
Bergland, Alan O.
author_facet Feder, Alison F.
Petrov, Dmitri A.
Bergland, Alan O.
author_sort Feder, Alison F.
collection PubMed
description High-throughput pooled resequencing offers significant potential for whole genome population sequencing. However, its main drawback is the loss of haplotype information. In order to regain some of this information, we present LDx, a computational tool for estimating linkage disequilibrium (LD) from pooled resequencing data. LDx uses an approximate maximum likelihood approach to estimate LD (r(2)) between pairs of SNPs that can be observed within and among single reads. LDx also reports r(2) estimates derived solely from observed genotype counts. We demonstrate that the LDx estimates are highly correlated with r(2) estimated from individually resequenced strains. We discuss the performance of LDx using more stringent quality conditions and infer via simulation the degree to which performance can improve based on read depth. Finally we demonstrate two possible uses of LDx with real and simulated pooled resequencing data. First, we use LDx to infer genomewide patterns of decay of LD with physical distance in D. melanogaster population resequencing data. Second, we demonstrate that r(2) estimates from LDx are capable of distinguishing alternative demographic models representing plausible demographic histories of D. melanogaster.
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spelling pubmed-34946902012-11-14 LDx: Estimation of Linkage Disequilibrium from High-Throughput Pooled Resequencing Data Feder, Alison F. Petrov, Dmitri A. Bergland, Alan O. PLoS One Research Article High-throughput pooled resequencing offers significant potential for whole genome population sequencing. However, its main drawback is the loss of haplotype information. In order to regain some of this information, we present LDx, a computational tool for estimating linkage disequilibrium (LD) from pooled resequencing data. LDx uses an approximate maximum likelihood approach to estimate LD (r(2)) between pairs of SNPs that can be observed within and among single reads. LDx also reports r(2) estimates derived solely from observed genotype counts. We demonstrate that the LDx estimates are highly correlated with r(2) estimated from individually resequenced strains. We discuss the performance of LDx using more stringent quality conditions and infer via simulation the degree to which performance can improve based on read depth. Finally we demonstrate two possible uses of LDx with real and simulated pooled resequencing data. First, we use LDx to infer genomewide patterns of decay of LD with physical distance in D. melanogaster population resequencing data. Second, we demonstrate that r(2) estimates from LDx are capable of distinguishing alternative demographic models representing plausible demographic histories of D. melanogaster. Public Library of Science 2012-11-09 /pmc/articles/PMC3494690/ /pubmed/23152785 http://dx.doi.org/10.1371/journal.pone.0048588 Text en © 2012 Feder 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
Feder, Alison F.
Petrov, Dmitri A.
Bergland, Alan O.
LDx: Estimation of Linkage Disequilibrium from High-Throughput Pooled Resequencing Data
title LDx: Estimation of Linkage Disequilibrium from High-Throughput Pooled Resequencing Data
title_full LDx: Estimation of Linkage Disequilibrium from High-Throughput Pooled Resequencing Data
title_fullStr LDx: Estimation of Linkage Disequilibrium from High-Throughput Pooled Resequencing Data
title_full_unstemmed LDx: Estimation of Linkage Disequilibrium from High-Throughput Pooled Resequencing Data
title_short LDx: Estimation of Linkage Disequilibrium from High-Throughput Pooled Resequencing Data
title_sort ldx: estimation of linkage disequilibrium from high-throughput pooled resequencing data
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3494690/
https://www.ncbi.nlm.nih.gov/pubmed/23152785
http://dx.doi.org/10.1371/journal.pone.0048588
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