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ALDsuite: Dense marker MALD using principal components of ancestral linkage disequilibrium

BACKGROUND: Mapping by admixture linkage disequilibrium (MALD) is a whole genome gene mapping method that uses LD from extended blocks of ancestry inherited from parental populations among admixed individuals to map associations for diseases, that vary in prevalence among human populations. The exte...

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Autores principales: Johnson, Randall C, Nelson, George W, Zagury, Jean-Francois, Winkler, Cheryl A
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4408589/
https://www.ncbi.nlm.nih.gov/pubmed/25886794
http://dx.doi.org/10.1186/s12863-015-0179-y
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author Johnson, Randall C
Nelson, George W
Zagury, Jean-Francois
Winkler, Cheryl A
author_facet Johnson, Randall C
Nelson, George W
Zagury, Jean-Francois
Winkler, Cheryl A
author_sort Johnson, Randall C
collection PubMed
description BACKGROUND: Mapping by admixture linkage disequilibrium (MALD) is a whole genome gene mapping method that uses LD from extended blocks of ancestry inherited from parental populations among admixed individuals to map associations for diseases, that vary in prevalence among human populations. The extended LD queried for marker association with ancestry results in a greatly reduced number of comparisons compared to standard genome wide association studies. As ancestral population LD tends to confound the analysis of admixture LD, the earliest algorithms for MALD required marker sets sufficiently sparse to lack significant ancestral LD between markers. However current genotyping technologies routinely provide dense SNP data, which convey more information than sparse sets, if this information can be efficiently used. There are currently no software solutions that offer both local ancestry inference using dense marker data and disease association statistics. RESULTS: We present here an R package, ALDsuite, which accounts for local LD using principal components of haplotypes from surrogate ancestral population data, and includes tools for quality control of data, MALD, downstream analysis of results and visualization graphics. CONCLUSIONS: ALDsuite offers a fast, accurate estimation of global and local ancestry and comes bundled with the tools needed for MALD, from data quality control through mapping of and visualization of disease genes.
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spelling pubmed-44085892015-04-25 ALDsuite: Dense marker MALD using principal components of ancestral linkage disequilibrium Johnson, Randall C Nelson, George W Zagury, Jean-Francois Winkler, Cheryl A BMC Genet Software BACKGROUND: Mapping by admixture linkage disequilibrium (MALD) is a whole genome gene mapping method that uses LD from extended blocks of ancestry inherited from parental populations among admixed individuals to map associations for diseases, that vary in prevalence among human populations. The extended LD queried for marker association with ancestry results in a greatly reduced number of comparisons compared to standard genome wide association studies. As ancestral population LD tends to confound the analysis of admixture LD, the earliest algorithms for MALD required marker sets sufficiently sparse to lack significant ancestral LD between markers. However current genotyping technologies routinely provide dense SNP data, which convey more information than sparse sets, if this information can be efficiently used. There are currently no software solutions that offer both local ancestry inference using dense marker data and disease association statistics. RESULTS: We present here an R package, ALDsuite, which accounts for local LD using principal components of haplotypes from surrogate ancestral population data, and includes tools for quality control of data, MALD, downstream analysis of results and visualization graphics. CONCLUSIONS: ALDsuite offers a fast, accurate estimation of global and local ancestry and comes bundled with the tools needed for MALD, from data quality control through mapping of and visualization of disease genes. BioMed Central 2015-03-07 /pmc/articles/PMC4408589/ /pubmed/25886794 http://dx.doi.org/10.1186/s12863-015-0179-y Text en © Johnson et al.; licensee BioMed Central. 2015 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited.
spellingShingle Software
Johnson, Randall C
Nelson, George W
Zagury, Jean-Francois
Winkler, Cheryl A
ALDsuite: Dense marker MALD using principal components of ancestral linkage disequilibrium
title ALDsuite: Dense marker MALD using principal components of ancestral linkage disequilibrium
title_full ALDsuite: Dense marker MALD using principal components of ancestral linkage disequilibrium
title_fullStr ALDsuite: Dense marker MALD using principal components of ancestral linkage disequilibrium
title_full_unstemmed ALDsuite: Dense marker MALD using principal components of ancestral linkage disequilibrium
title_short ALDsuite: Dense marker MALD using principal components of ancestral linkage disequilibrium
title_sort aldsuite: dense marker mald using principal components of ancestral linkage disequilibrium
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4408589/
https://www.ncbi.nlm.nih.gov/pubmed/25886794
http://dx.doi.org/10.1186/s12863-015-0179-y
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