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Read-based phasing of related individuals

Motivation: Read-based phasing deduces the haplotypes of an individual from sequencing reads that cover multiple variants, while genetic phasing takes only genotypes as input and applies the rules of Mendelian inheritance to infer haplotypes within a pedigree of individuals. Combining both into an a...

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Autores principales: Garg, Shilpa, Martin, Marcel, Marschall, Tobias
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4908360/
https://www.ncbi.nlm.nih.gov/pubmed/27307622
http://dx.doi.org/10.1093/bioinformatics/btw276
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author Garg, Shilpa
Martin, Marcel
Marschall, Tobias
author_facet Garg, Shilpa
Martin, Marcel
Marschall, Tobias
author_sort Garg, Shilpa
collection PubMed
description Motivation: Read-based phasing deduces the haplotypes of an individual from sequencing reads that cover multiple variants, while genetic phasing takes only genotypes as input and applies the rules of Mendelian inheritance to infer haplotypes within a pedigree of individuals. Combining both into an approach that uses these two independent sources of information—reads and pedigree—has the potential to deliver results better than each individually. Results: We provide a theoretical framework combining read-based phasing with genetic haplotyping, and describe a fixed-parameter algorithm and its implementation for finding an optimal solution. We show that leveraging reads of related individuals jointly in this way yields more phased variants and at a higher accuracy than when phased separately, both in simulated and real data. Coverages as low as 2× for each member of a trio yield haplotypes that are as accurate as when analyzed separately at 15× coverage per individual. Availability and Implementation: https://bitbucket.org/whatshap/whatshap Contact: t.marschall@mpi-inf.mpg.de
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spelling pubmed-49083602016-06-17 Read-based phasing of related individuals Garg, Shilpa Martin, Marcel Marschall, Tobias Bioinformatics Ismb 2016 Proceedings July 8 to July 12, 2016, Orlando, Florida Motivation: Read-based phasing deduces the haplotypes of an individual from sequencing reads that cover multiple variants, while genetic phasing takes only genotypes as input and applies the rules of Mendelian inheritance to infer haplotypes within a pedigree of individuals. Combining both into an approach that uses these two independent sources of information—reads and pedigree—has the potential to deliver results better than each individually. Results: We provide a theoretical framework combining read-based phasing with genetic haplotyping, and describe a fixed-parameter algorithm and its implementation for finding an optimal solution. We show that leveraging reads of related individuals jointly in this way yields more phased variants and at a higher accuracy than when phased separately, both in simulated and real data. Coverages as low as 2× for each member of a trio yield haplotypes that are as accurate as when analyzed separately at 15× coverage per individual. Availability and Implementation: https://bitbucket.org/whatshap/whatshap Contact: t.marschall@mpi-inf.mpg.de Oxford University Press 2016-06-15 2016-06-11 /pmc/articles/PMC4908360/ /pubmed/27307622 http://dx.doi.org/10.1093/bioinformatics/btw276 Text en © The Author 2016. Published by Oxford University Press. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Ismb 2016 Proceedings July 8 to July 12, 2016, Orlando, Florida
Garg, Shilpa
Martin, Marcel
Marschall, Tobias
Read-based phasing of related individuals
title Read-based phasing of related individuals
title_full Read-based phasing of related individuals
title_fullStr Read-based phasing of related individuals
title_full_unstemmed Read-based phasing of related individuals
title_short Read-based phasing of related individuals
title_sort read-based phasing of related individuals
topic Ismb 2016 Proceedings July 8 to July 12, 2016, Orlando, Florida
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4908360/
https://www.ncbi.nlm.nih.gov/pubmed/27307622
http://dx.doi.org/10.1093/bioinformatics/btw276
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