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A generic hidden Markov model for multiparent populations
A common step in the analysis of multiparent populations (MPPs) is genotype reconstruction: identifying the founder origin of haplotypes from dense marker data. This process often makes use of a probability model for the pattern of founder alleles along chromosomes, including the relative frequency...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Oxford University Press
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9210298/ https://www.ncbi.nlm.nih.gov/pubmed/34791211 http://dx.doi.org/10.1093/g3journal/jkab396 |
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author | Broman, Karl W |
author_facet | Broman, Karl W |
author_sort | Broman, Karl W |
collection | PubMed |
description | A common step in the analysis of multiparent populations (MPPs) is genotype reconstruction: identifying the founder origin of haplotypes from dense marker data. This process often makes use of a probability model for the pattern of founder alleles along chromosomes, including the relative frequency of founder alleles and the probability of exchanges among them, which depend on a model for meiotic recombination and on the mating design for the population. While the precise experimental design used to generate the population may be used to derive a precise characterization of the model for exchanges among founder alleles, this can be tedious, particularly given the great variety of experimental designs that have been proposed. We describe an approximate model that can be applied for a variety of MPPs. We have implemented the approach in the R/qtl2 software, and we illustrate its use in applications to publicly available data on Diversity Outbred and Collaborative Cross mice. |
format | Online Article Text |
id | pubmed-9210298 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-92102982022-06-21 A generic hidden Markov model for multiparent populations Broman, Karl W G3 (Bethesda) Investigation A common step in the analysis of multiparent populations (MPPs) is genotype reconstruction: identifying the founder origin of haplotypes from dense marker data. This process often makes use of a probability model for the pattern of founder alleles along chromosomes, including the relative frequency of founder alleles and the probability of exchanges among them, which depend on a model for meiotic recombination and on the mating design for the population. While the precise experimental design used to generate the population may be used to derive a precise characterization of the model for exchanges among founder alleles, this can be tedious, particularly given the great variety of experimental designs that have been proposed. We describe an approximate model that can be applied for a variety of MPPs. We have implemented the approach in the R/qtl2 software, and we illustrate its use in applications to publicly available data on Diversity Outbred and Collaborative Cross mice. Oxford University Press 2021-11-16 /pmc/articles/PMC9210298/ /pubmed/34791211 http://dx.doi.org/10.1093/g3journal/jkab396 Text en © The Author(s) 2021. Published by Oxford University Press on behalf of Genetics Society of America. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Investigation Broman, Karl W A generic hidden Markov model for multiparent populations |
title | A generic hidden Markov model for multiparent populations |
title_full | A generic hidden Markov model for multiparent populations |
title_fullStr | A generic hidden Markov model for multiparent populations |
title_full_unstemmed | A generic hidden Markov model for multiparent populations |
title_short | A generic hidden Markov model for multiparent populations |
title_sort | generic hidden markov model for multiparent populations |
topic | Investigation |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9210298/ https://www.ncbi.nlm.nih.gov/pubmed/34791211 http://dx.doi.org/10.1093/g3journal/jkab396 |
work_keys_str_mv | AT bromankarlw agenerichiddenmarkovmodelformultiparentpopulations AT bromankarlw generichiddenmarkovmodelformultiparentpopulations |