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Haplotypes versus genotypes on pedigrees

BACKGROUND: Genome sequencing will soon produce haplotype data for individuals. For pedigrees of related individuals, sequencing appears to be an attractive alternative to genotyping. However, methods for pedigree analysis with haplotype data have not yet been developed, and the computational comple...

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Autor principal: Kirkpatrick, Bonnie B
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3102622/
https://www.ncbi.nlm.nih.gov/pubmed/21504603
http://dx.doi.org/10.1186/1748-7188-6-10
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author Kirkpatrick, Bonnie B
author_facet Kirkpatrick, Bonnie B
author_sort Kirkpatrick, Bonnie B
collection PubMed
description BACKGROUND: Genome sequencing will soon produce haplotype data for individuals. For pedigrees of related individuals, sequencing appears to be an attractive alternative to genotyping. However, methods for pedigree analysis with haplotype data have not yet been developed, and the computational complexity of such problems has been an open question. Furthermore, it is not clear in which scenarios haplotype data would provide better estimates than genotype data for quantities such as recombination rates. RESULTS: To answer these questions, a reduction is given from genotype problem instances to haplotype problem instances, and it is shown that solving the haplotype problem yields the solution to the genotype problem, up to constant factors or coefficients. The pedigree analysis problems we will consider are the likelihood, maximum probability haplotype, and minimum recombination haplotype problems. CONCLUSIONS: Two algorithms are introduced: an exponential-time hidden Markov model (HMM) for haplotype data where some individuals are untyped, and a linear-time algorithm for pedigrees having haplotype data for all individuals. Recombination estimates from the general haplotype HMM algorithm are compared to recombination estimates produced by a genotype HMM. Having haplotype data on all individuals produces better estimates. However, having several untyped individuals can drastically reduce the utility of haplotype data.
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spelling pubmed-31026222011-05-27 Haplotypes versus genotypes on pedigrees Kirkpatrick, Bonnie B Algorithms Mol Biol Research BACKGROUND: Genome sequencing will soon produce haplotype data for individuals. For pedigrees of related individuals, sequencing appears to be an attractive alternative to genotyping. However, methods for pedigree analysis with haplotype data have not yet been developed, and the computational complexity of such problems has been an open question. Furthermore, it is not clear in which scenarios haplotype data would provide better estimates than genotype data for quantities such as recombination rates. RESULTS: To answer these questions, a reduction is given from genotype problem instances to haplotype problem instances, and it is shown that solving the haplotype problem yields the solution to the genotype problem, up to constant factors or coefficients. The pedigree analysis problems we will consider are the likelihood, maximum probability haplotype, and minimum recombination haplotype problems. CONCLUSIONS: Two algorithms are introduced: an exponential-time hidden Markov model (HMM) for haplotype data where some individuals are untyped, and a linear-time algorithm for pedigrees having haplotype data for all individuals. Recombination estimates from the general haplotype HMM algorithm are compared to recombination estimates produced by a genotype HMM. Having haplotype data on all individuals produces better estimates. However, having several untyped individuals can drastically reduce the utility of haplotype data. BioMed Central 2011-04-19 /pmc/articles/PMC3102622/ /pubmed/21504603 http://dx.doi.org/10.1186/1748-7188-6-10 Text en Copyright ©2011 Kirkpatrick; 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
Kirkpatrick, Bonnie B
Haplotypes versus genotypes on pedigrees
title Haplotypes versus genotypes on pedigrees
title_full Haplotypes versus genotypes on pedigrees
title_fullStr Haplotypes versus genotypes on pedigrees
title_full_unstemmed Haplotypes versus genotypes on pedigrees
title_short Haplotypes versus genotypes on pedigrees
title_sort haplotypes versus genotypes on pedigrees
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3102622/
https://www.ncbi.nlm.nih.gov/pubmed/21504603
http://dx.doi.org/10.1186/1748-7188-6-10
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