Cargando…
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,...
Autores principales: | , , , , , , , |
---|---|
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 |
_version_ | 1783549442049179648 |
---|---|
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. |
format | Online Article Text |
id | pubmed-7310859 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT moeinzadehmhossein ranbowafastandaccuratemethodforpolyploidhaplotypereconstruction AT yangjun ranbowafastandaccuratemethodforpolyploidhaplotypereconstruction AT muzychenkoevgeny ranbowafastandaccuratemethodforpolyploidhaplotypereconstruction AT gallonegiuseppe ranbowafastandaccuratemethodforpolyploidhaplotypereconstruction AT hellerdavid ranbowafastandaccuratemethodforpolyploidhaplotypereconstruction AT reinertknut ranbowafastandaccuratemethodforpolyploidhaplotypereconstruction AT haasstefan ranbowafastandaccuratemethodforpolyploidhaplotypereconstruction AT vingronmartin ranbowafastandaccuratemethodforpolyploidhaplotypereconstruction |