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Phylotyper: in silico predictor of gene subtypes

SUMMARY: Whole genome sequencing (WGS) is being adopted in public health for improved surveillance and outbreak analysis. In public health, subtyping has been used to infer phenotypes and distinguish bacterial strain groups. In silico tools that predict subtypes from sequences data are needed to tra...

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Detalles Bibliográficos
Autores principales: Whiteside, Matthew D, Gannon, Victor P J, Laing, Chad R
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5870578/
https://www.ncbi.nlm.nih.gov/pubmed/29036291
http://dx.doi.org/10.1093/bioinformatics/btx459
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author Whiteside, Matthew D
Gannon, Victor P J
Laing, Chad R
author_facet Whiteside, Matthew D
Gannon, Victor P J
Laing, Chad R
author_sort Whiteside, Matthew D
collection PubMed
description SUMMARY: Whole genome sequencing (WGS) is being adopted in public health for improved surveillance and outbreak analysis. In public health, subtyping has been used to infer phenotypes and distinguish bacterial strain groups. In silico tools that predict subtypes from sequences data are needed to transition historical data to WGS-based protocols. Phylotyper is a novel solution for in silico subtype prediction from gene sequences. Designed for incorporation into WGS pipelines, it is a general prediction tool that can be applied to different subtype schemes. Phylotyper uses phylogeny to model the evolution of the subtype and infer subtypes for unannotated sequences. The phylogenic framework in Phylotyper improves accuracy over approaches based solely on sequence similarity and provides useful contextual feedback. AVAILABILITY AND IMPLEMENTATION: Phylotyper is a python and R package. It is available from: https://github.com/superphy/insilico-subtyping. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
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spelling pubmed-58705782018-04-05 Phylotyper: in silico predictor of gene subtypes Whiteside, Matthew D Gannon, Victor P J Laing, Chad R Bioinformatics Applications Notes SUMMARY: Whole genome sequencing (WGS) is being adopted in public health for improved surveillance and outbreak analysis. In public health, subtyping has been used to infer phenotypes and distinguish bacterial strain groups. In silico tools that predict subtypes from sequences data are needed to transition historical data to WGS-based protocols. Phylotyper is a novel solution for in silico subtype prediction from gene sequences. Designed for incorporation into WGS pipelines, it is a general prediction tool that can be applied to different subtype schemes. Phylotyper uses phylogeny to model the evolution of the subtype and infer subtypes for unannotated sequences. The phylogenic framework in Phylotyper improves accuracy over approaches based solely on sequence similarity and provides useful contextual feedback. AVAILABILITY AND IMPLEMENTATION: Phylotyper is a python and R package. It is available from: https://github.com/superphy/insilico-subtyping. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2017-11-15 2017-07-18 /pmc/articles/PMC5870578/ /pubmed/29036291 http://dx.doi.org/10.1093/bioinformatics/btx459 Text en © The Author 2017. 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 Applications Notes
Whiteside, Matthew D
Gannon, Victor P J
Laing, Chad R
Phylotyper: in silico predictor of gene subtypes
title Phylotyper: in silico predictor of gene subtypes
title_full Phylotyper: in silico predictor of gene subtypes
title_fullStr Phylotyper: in silico predictor of gene subtypes
title_full_unstemmed Phylotyper: in silico predictor of gene subtypes
title_short Phylotyper: in silico predictor of gene subtypes
title_sort phylotyper: in silico predictor of gene subtypes
topic Applications Notes
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5870578/
https://www.ncbi.nlm.nih.gov/pubmed/29036291
http://dx.doi.org/10.1093/bioinformatics/btx459
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