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Historical Pedigree Reconstruction from Extant Populations Using PArtitioning of RElatives (PREPARE)

Recent technological improvements in the field of genetic data extraction give rise to the possibility of reconstructing the historical pedigrees of entire populations from the genotypes of individuals living today. Current methods are still not practical for real data scenarios as they have limited...

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Detalles Bibliográficos
Autores principales: Shem-Tov, Doron, Halperin, Eran
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4063675/
https://www.ncbi.nlm.nih.gov/pubmed/24945698
http://dx.doi.org/10.1371/journal.pcbi.1003610
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author Shem-Tov, Doron
Halperin, Eran
author_facet Shem-Tov, Doron
Halperin, Eran
author_sort Shem-Tov, Doron
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description Recent technological improvements in the field of genetic data extraction give rise to the possibility of reconstructing the historical pedigrees of entire populations from the genotypes of individuals living today. Current methods are still not practical for real data scenarios as they have limited accuracy and assume unrealistic assumptions of monogamy and synchronized generations. In order to address these issues, we develop a new method for pedigree reconstruction, [Image: see text], which is based on formulations of the pedigree reconstruction problem as variants of graph coloring. The new formulation allows us to consider features that were overlooked by previous methods, resulting in a reconstruction of up to 5 generations back in time, with an order of magnitude improvement of false-negatives rates over the state of the art, while keeping a lower level of false positive rates. We demonstrate the accuracy of [Image: see text] compared to previous approaches using simulation studies over a range of population sizes, including inbred and outbred populations, monogamous and polygamous mating patterns, as well as synchronous and asynchronous mating.
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spelling pubmed-40636752014-06-25 Historical Pedigree Reconstruction from Extant Populations Using PArtitioning of RElatives (PREPARE) Shem-Tov, Doron Halperin, Eran PLoS Comput Biol Research Article Recent technological improvements in the field of genetic data extraction give rise to the possibility of reconstructing the historical pedigrees of entire populations from the genotypes of individuals living today. Current methods are still not practical for real data scenarios as they have limited accuracy and assume unrealistic assumptions of monogamy and synchronized generations. In order to address these issues, we develop a new method for pedigree reconstruction, [Image: see text], which is based on formulations of the pedigree reconstruction problem as variants of graph coloring. The new formulation allows us to consider features that were overlooked by previous methods, resulting in a reconstruction of up to 5 generations back in time, with an order of magnitude improvement of false-negatives rates over the state of the art, while keeping a lower level of false positive rates. We demonstrate the accuracy of [Image: see text] compared to previous approaches using simulation studies over a range of population sizes, including inbred and outbred populations, monogamous and polygamous mating patterns, as well as synchronous and asynchronous mating. Public Library of Science 2014-06-19 /pmc/articles/PMC4063675/ /pubmed/24945698 http://dx.doi.org/10.1371/journal.pcbi.1003610 Text en © 2014 Shem-Tov, Halperin 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
Shem-Tov, Doron
Halperin, Eran
Historical Pedigree Reconstruction from Extant Populations Using PArtitioning of RElatives (PREPARE)
title Historical Pedigree Reconstruction from Extant Populations Using PArtitioning of RElatives (PREPARE)
title_full Historical Pedigree Reconstruction from Extant Populations Using PArtitioning of RElatives (PREPARE)
title_fullStr Historical Pedigree Reconstruction from Extant Populations Using PArtitioning of RElatives (PREPARE)
title_full_unstemmed Historical Pedigree Reconstruction from Extant Populations Using PArtitioning of RElatives (PREPARE)
title_short Historical Pedigree Reconstruction from Extant Populations Using PArtitioning of RElatives (PREPARE)
title_sort historical pedigree reconstruction from extant populations using partitioning of relatives (prepare)
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4063675/
https://www.ncbi.nlm.nih.gov/pubmed/24945698
http://dx.doi.org/10.1371/journal.pcbi.1003610
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