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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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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 |
collection | PubMed |
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. |
format | Online Article Text |
id | pubmed-4063675 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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