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Haplotype assembly of autotetraploid potato using integer linear programing
SUMMARY: Haplotype assembly of polyploids is an open issue in plant genomics. Recent experimental studies on highly heterozygous autotetraploid potato have shown that available methods do not deliver satisfying results in practice. We propose an optimal method to assemble haplotypes of highly hetero...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9887466/ https://www.ncbi.nlm.nih.gov/pubmed/30689725 http://dx.doi.org/10.1093/bioinformatics/btz060 |
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author | Siragusa, Enrico Haiminen, Niina Finkers, Richard Visser, Richard Parida, Laxmi |
author_facet | Siragusa, Enrico Haiminen, Niina Finkers, Richard Visser, Richard Parida, Laxmi |
author_sort | Siragusa, Enrico |
collection | PubMed |
description | SUMMARY: Haplotype assembly of polyploids is an open issue in plant genomics. Recent experimental studies on highly heterozygous autotetraploid potato have shown that available methods do not deliver satisfying results in practice. We propose an optimal method to assemble haplotypes of highly heterozygous polyploids from Illumina short-sequencing reads. Our method is based on a generalization of the existing minimum fragment removal model to the polyploid case and on new integer linear programs to reconstruct optimal haplotypes. We validate our methods experimentally by means of a combined evaluation on simulated and experimental data based on 83 previously sequenced autotetraploid potato cultivars. Results on simulated data show that our methods produce highly accurate haplotype assemblies, while results on experimental data confirm a sensible improvement over the state of the art. AVAILABILITY AND IMPLEMENTATION: Executables for Linux at http://github.com/Computational Genomics/HaplotypeAssembler. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. |
format | Online Article Text |
id | pubmed-9887466 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-98874662023-01-31 Haplotype assembly of autotetraploid potato using integer linear programing Siragusa, Enrico Haiminen, Niina Finkers, Richard Visser, Richard Parida, Laxmi Bioinformatics Original Papers SUMMARY: Haplotype assembly of polyploids is an open issue in plant genomics. Recent experimental studies on highly heterozygous autotetraploid potato have shown that available methods do not deliver satisfying results in practice. We propose an optimal method to assemble haplotypes of highly heterozygous polyploids from Illumina short-sequencing reads. Our method is based on a generalization of the existing minimum fragment removal model to the polyploid case and on new integer linear programs to reconstruct optimal haplotypes. We validate our methods experimentally by means of a combined evaluation on simulated and experimental data based on 83 previously sequenced autotetraploid potato cultivars. Results on simulated data show that our methods produce highly accurate haplotype assemblies, while results on experimental data confirm a sensible improvement over the state of the art. AVAILABILITY AND IMPLEMENTATION: Executables for Linux at http://github.com/Computational Genomics/HaplotypeAssembler. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2019-01-25 /pmc/articles/PMC9887466/ /pubmed/30689725 http://dx.doi.org/10.1093/bioinformatics/btz060 Text en © The Author(s) 2019. Published by Oxford University Press. https://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/ (https://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 | Original Papers Siragusa, Enrico Haiminen, Niina Finkers, Richard Visser, Richard Parida, Laxmi Haplotype assembly of autotetraploid potato using integer linear programing |
title | Haplotype assembly of autotetraploid potato using integer linear programing |
title_full | Haplotype assembly of autotetraploid potato using integer linear programing |
title_fullStr | Haplotype assembly of autotetraploid potato using integer linear programing |
title_full_unstemmed | Haplotype assembly of autotetraploid potato using integer linear programing |
title_short | Haplotype assembly of autotetraploid potato using integer linear programing |
title_sort | haplotype assembly of autotetraploid potato using integer linear programing |
topic | Original Papers |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9887466/ https://www.ncbi.nlm.nih.gov/pubmed/30689725 http://dx.doi.org/10.1093/bioinformatics/btz060 |
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