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TSPmap, a tool making use of traveling salesperson problem solvers in the efficient and accurate construction of high-density genetic linkage maps

BACKGROUND: Recent advances in nucleic acid sequencing technologies have led to a dramatic increase in the number of markers available to generate genetic linkage maps. This increased marker density can be used to improve genome assemblies as well as add much needed resolution for loci controlling v...

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Autores principales: Monroe, J. Grey, Allen, Zachariah A., Tanger, Paul, Mullen, Jack L., Lovell, John T., Moyers, Brook T., Whitley, Darrell, McKay, John K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5735504/
https://www.ncbi.nlm.nih.gov/pubmed/29270228
http://dx.doi.org/10.1186/s13040-017-0158-0
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author Monroe, J. Grey
Allen, Zachariah A.
Tanger, Paul
Mullen, Jack L.
Lovell, John T.
Moyers, Brook T.
Whitley, Darrell
McKay, John K.
author_facet Monroe, J. Grey
Allen, Zachariah A.
Tanger, Paul
Mullen, Jack L.
Lovell, John T.
Moyers, Brook T.
Whitley, Darrell
McKay, John K.
author_sort Monroe, J. Grey
collection PubMed
description BACKGROUND: Recent advances in nucleic acid sequencing technologies have led to a dramatic increase in the number of markers available to generate genetic linkage maps. This increased marker density can be used to improve genome assemblies as well as add much needed resolution for loci controlling variation in ecologically and agriculturally important traits. However, traditional genetic map construction methods from these large marker datasets can be computationally prohibitive and highly error prone. RESULTS: We present TSPmap, a method which implements both approximate and exact Traveling Salesperson Problem solvers to generate linkage maps. We demonstrate that for datasets with large numbers of genomic markers (e.g. 10,000) and in multiple population types generated from inbred parents, TSPmap can rapidly produce high quality linkage maps with low sensitivity to missing and erroneous genotyping data compared to two other benchmark methods, JoinMap and MSTmap. TSPmap is open source and freely available as an R package. CONCLUSIONS: With the advancement of low cost sequencing technologies, the number of markers used in the generation of genetic maps is expected to continue to rise. TSPmap will be a useful tool to handle such large datasets into the future, quickly producing high quality maps using a large number of genomic markers. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13040-017-0158-0) contains supplementary material, which is available to authorized users.
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spelling pubmed-57355042017-12-21 TSPmap, a tool making use of traveling salesperson problem solvers in the efficient and accurate construction of high-density genetic linkage maps Monroe, J. Grey Allen, Zachariah A. Tanger, Paul Mullen, Jack L. Lovell, John T. Moyers, Brook T. Whitley, Darrell McKay, John K. BioData Min Software Article BACKGROUND: Recent advances in nucleic acid sequencing technologies have led to a dramatic increase in the number of markers available to generate genetic linkage maps. This increased marker density can be used to improve genome assemblies as well as add much needed resolution for loci controlling variation in ecologically and agriculturally important traits. However, traditional genetic map construction methods from these large marker datasets can be computationally prohibitive and highly error prone. RESULTS: We present TSPmap, a method which implements both approximate and exact Traveling Salesperson Problem solvers to generate linkage maps. We demonstrate that for datasets with large numbers of genomic markers (e.g. 10,000) and in multiple population types generated from inbred parents, TSPmap can rapidly produce high quality linkage maps with low sensitivity to missing and erroneous genotyping data compared to two other benchmark methods, JoinMap and MSTmap. TSPmap is open source and freely available as an R package. CONCLUSIONS: With the advancement of low cost sequencing technologies, the number of markers used in the generation of genetic maps is expected to continue to rise. TSPmap will be a useful tool to handle such large datasets into the future, quickly producing high quality maps using a large number of genomic markers. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13040-017-0158-0) contains supplementary material, which is available to authorized users. BioMed Central 2017-12-19 /pmc/articles/PMC5735504/ /pubmed/29270228 http://dx.doi.org/10.1186/s13040-017-0158-0 Text en © The Author(s). 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Software Article
Monroe, J. Grey
Allen, Zachariah A.
Tanger, Paul
Mullen, Jack L.
Lovell, John T.
Moyers, Brook T.
Whitley, Darrell
McKay, John K.
TSPmap, a tool making use of traveling salesperson problem solvers in the efficient and accurate construction of high-density genetic linkage maps
title TSPmap, a tool making use of traveling salesperson problem solvers in the efficient and accurate construction of high-density genetic linkage maps
title_full TSPmap, a tool making use of traveling salesperson problem solvers in the efficient and accurate construction of high-density genetic linkage maps
title_fullStr TSPmap, a tool making use of traveling salesperson problem solvers in the efficient and accurate construction of high-density genetic linkage maps
title_full_unstemmed TSPmap, a tool making use of traveling salesperson problem solvers in the efficient and accurate construction of high-density genetic linkage maps
title_short TSPmap, a tool making use of traveling salesperson problem solvers in the efficient and accurate construction of high-density genetic linkage maps
title_sort tspmap, a tool making use of traveling salesperson problem solvers in the efficient and accurate construction of high-density genetic linkage maps
topic Software Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5735504/
https://www.ncbi.nlm.nih.gov/pubmed/29270228
http://dx.doi.org/10.1186/s13040-017-0158-0
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