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Ranbow: A fast and accurate method for polyploid haplotype reconstruction

Reconstructing haplotypes from sequencing data is one of the major challenges in genetics. Haplotypes play a crucial role in many analyses, including genome-wide association studies and population genetics. Haplotype reconstruction becomes more difficult for higher numbers of homologous chromosomes,...

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Autores principales: Moeinzadeh, M-Hossein, Yang, Jun, Muzychenko, Evgeny, Gallone, Giuseppe, Heller, David, Reinert, Knut, Haas, Stefan, Vingron, Martin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7310859/
https://www.ncbi.nlm.nih.gov/pubmed/32469863
http://dx.doi.org/10.1371/journal.pcbi.1007843
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author Moeinzadeh, M-Hossein
Yang, Jun
Muzychenko, Evgeny
Gallone, Giuseppe
Heller, David
Reinert, Knut
Haas, Stefan
Vingron, Martin
author_facet Moeinzadeh, M-Hossein
Yang, Jun
Muzychenko, Evgeny
Gallone, Giuseppe
Heller, David
Reinert, Knut
Haas, Stefan
Vingron, Martin
author_sort Moeinzadeh, M-Hossein
collection PubMed
description Reconstructing haplotypes from sequencing data is one of the major challenges in genetics. Haplotypes play a crucial role in many analyses, including genome-wide association studies and population genetics. Haplotype reconstruction becomes more difficult for higher numbers of homologous chromosomes, as it is often the case for polyploid plants. This complexity is compounded further by higher heterozygosity, which denotes the frequent presence of variants between haplotypes. We have designed Ranbow, a new tool for haplotype reconstruction of polyploid genome from short read sequencing data. Ranbow integrates all types of small variants in bi- and multi-allelic sites to reconstruct haplotypes. To evaluate Ranbow and currently available competing methods on real data, we have created and released a real gold standard dataset from sweet potato sequencing data. Our evaluations on real and simulated data clearly show Ranbow’s superior performance in terms of accuracy, haplotype length, memory usage, and running time. Specifically, Ranbow is one order of magnitude faster than the next best method. The efficiency and accuracy of Ranbow makes whole genome haplotype reconstruction of complex genome with higher ploidy feasible.
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spelling pubmed-73108592020-06-26 Ranbow: A fast and accurate method for polyploid haplotype reconstruction Moeinzadeh, M-Hossein Yang, Jun Muzychenko, Evgeny Gallone, Giuseppe Heller, David Reinert, Knut Haas, Stefan Vingron, Martin PLoS Comput Biol Research Article Reconstructing haplotypes from sequencing data is one of the major challenges in genetics. Haplotypes play a crucial role in many analyses, including genome-wide association studies and population genetics. Haplotype reconstruction becomes more difficult for higher numbers of homologous chromosomes, as it is often the case for polyploid plants. This complexity is compounded further by higher heterozygosity, which denotes the frequent presence of variants between haplotypes. We have designed Ranbow, a new tool for haplotype reconstruction of polyploid genome from short read sequencing data. Ranbow integrates all types of small variants in bi- and multi-allelic sites to reconstruct haplotypes. To evaluate Ranbow and currently available competing methods on real data, we have created and released a real gold standard dataset from sweet potato sequencing data. Our evaluations on real and simulated data clearly show Ranbow’s superior performance in terms of accuracy, haplotype length, memory usage, and running time. Specifically, Ranbow is one order of magnitude faster than the next best method. The efficiency and accuracy of Ranbow makes whole genome haplotype reconstruction of complex genome with higher ploidy feasible. Public Library of Science 2020-05-29 /pmc/articles/PMC7310859/ /pubmed/32469863 http://dx.doi.org/10.1371/journal.pcbi.1007843 Text en © 2020 Moeinzadeh et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Moeinzadeh, M-Hossein
Yang, Jun
Muzychenko, Evgeny
Gallone, Giuseppe
Heller, David
Reinert, Knut
Haas, Stefan
Vingron, Martin
Ranbow: A fast and accurate method for polyploid haplotype reconstruction
title Ranbow: A fast and accurate method for polyploid haplotype reconstruction
title_full Ranbow: A fast and accurate method for polyploid haplotype reconstruction
title_fullStr Ranbow: A fast and accurate method for polyploid haplotype reconstruction
title_full_unstemmed Ranbow: A fast and accurate method for polyploid haplotype reconstruction
title_short Ranbow: A fast and accurate method for polyploid haplotype reconstruction
title_sort ranbow: a fast and accurate method for polyploid haplotype reconstruction
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7310859/
https://www.ncbi.nlm.nih.gov/pubmed/32469863
http://dx.doi.org/10.1371/journal.pcbi.1007843
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