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Reference-based phasing using the Haplotype Reference Consortium panel

Haplotype phasing is a fundamental problem in medical and population genetics. Phasing is generally performed via statistical phasing within a genotyped cohort, an approach that can attain high accuracy in very large cohorts but attains lower accuracy in smaller cohorts. Here, we instead explore the...

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Autores principales: Loh, Po-Ru, Danecek, Petr, Palamara, Pier Francesco, Fuchsberger, Christian, Reshef, Yakir A, Finucane, Hilary K, Schoenherr, Sebastian, Forer, Lukas, McCarthy, Shane, Abecasis, Goncalo R, Durbin, Richard, Price, Alkes L
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5096458/
https://www.ncbi.nlm.nih.gov/pubmed/27694958
http://dx.doi.org/10.1038/ng.3679
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author Loh, Po-Ru
Danecek, Petr
Palamara, Pier Francesco
Fuchsberger, Christian
Reshef, Yakir A
Finucane, Hilary K
Schoenherr, Sebastian
Forer, Lukas
McCarthy, Shane
Abecasis, Goncalo R
Durbin, Richard
Price, Alkes L
author_facet Loh, Po-Ru
Danecek, Petr
Palamara, Pier Francesco
Fuchsberger, Christian
Reshef, Yakir A
Finucane, Hilary K
Schoenherr, Sebastian
Forer, Lukas
McCarthy, Shane
Abecasis, Goncalo R
Durbin, Richard
Price, Alkes L
author_sort Loh, Po-Ru
collection PubMed
description Haplotype phasing is a fundamental problem in medical and population genetics. Phasing is generally performed via statistical phasing within a genotyped cohort, an approach that can attain high accuracy in very large cohorts but attains lower accuracy in smaller cohorts. Here, we instead explore the paradigm of reference-based phasing. We introduce a new phasing algorithm, Eagle2, that attains high accuracy across a broad range of cohort sizes by efficiently leveraging information from large external reference panels (such as the Haplotype Reference Consortium, HRC) using a new data structure based on the positional Burrows-Wheeler transform. We demonstrate that Eagle2 attains a ≈20x speedup and ≈10% increase in accuracy compared to reference-based phasing using SHAPEIT2. On European-ancestry samples, Eagle2 with the HRC panel achieves >2x the accuracy of 1000 Genomes-based phasing. Eagle2 is open source and freely available for HRC-based phasing via the Sanger Imputation Service and the Michigan Imputation Server.
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spelling pubmed-50964582017-04-03 Reference-based phasing using the Haplotype Reference Consortium panel Loh, Po-Ru Danecek, Petr Palamara, Pier Francesco Fuchsberger, Christian Reshef, Yakir A Finucane, Hilary K Schoenherr, Sebastian Forer, Lukas McCarthy, Shane Abecasis, Goncalo R Durbin, Richard Price, Alkes L Nat Genet Article Haplotype phasing is a fundamental problem in medical and population genetics. Phasing is generally performed via statistical phasing within a genotyped cohort, an approach that can attain high accuracy in very large cohorts but attains lower accuracy in smaller cohorts. Here, we instead explore the paradigm of reference-based phasing. We introduce a new phasing algorithm, Eagle2, that attains high accuracy across a broad range of cohort sizes by efficiently leveraging information from large external reference panels (such as the Haplotype Reference Consortium, HRC) using a new data structure based on the positional Burrows-Wheeler transform. We demonstrate that Eagle2 attains a ≈20x speedup and ≈10% increase in accuracy compared to reference-based phasing using SHAPEIT2. On European-ancestry samples, Eagle2 with the HRC panel achieves >2x the accuracy of 1000 Genomes-based phasing. Eagle2 is open source and freely available for HRC-based phasing via the Sanger Imputation Service and the Michigan Imputation Server. 2016-10-03 2016-11 /pmc/articles/PMC5096458/ /pubmed/27694958 http://dx.doi.org/10.1038/ng.3679 Text en Users may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use:http://www.nature.com/authors/editorial_policies/license.html#terms
spellingShingle Article
Loh, Po-Ru
Danecek, Petr
Palamara, Pier Francesco
Fuchsberger, Christian
Reshef, Yakir A
Finucane, Hilary K
Schoenherr, Sebastian
Forer, Lukas
McCarthy, Shane
Abecasis, Goncalo R
Durbin, Richard
Price, Alkes L
Reference-based phasing using the Haplotype Reference Consortium panel
title Reference-based phasing using the Haplotype Reference Consortium panel
title_full Reference-based phasing using the Haplotype Reference Consortium panel
title_fullStr Reference-based phasing using the Haplotype Reference Consortium panel
title_full_unstemmed Reference-based phasing using the Haplotype Reference Consortium panel
title_short Reference-based phasing using the Haplotype Reference Consortium panel
title_sort reference-based phasing using the haplotype reference consortium panel
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5096458/
https://www.ncbi.nlm.nih.gov/pubmed/27694958
http://dx.doi.org/10.1038/ng.3679
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