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MLTreeMap - accurate Maximum Likelihood placement of environmental DNA sequences into taxonomic and functional reference phylogenies

BACKGROUND: Shotgun sequencing of environmental DNA is an essential technique for characterizing uncultivated microbes in situ. However, the taxonomic and functional assignment of the obtained sequence fragments remains a pressing problem. RESULTS: Existing algorithms are largely optimized for speed...

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Detalles Bibliográficos
Autores principales: Stark, Manuel, Berger, Simon A, Stamatakis, Alexandros, von Mering, Christian
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3091657/
https://www.ncbi.nlm.nih.gov/pubmed/20687950
http://dx.doi.org/10.1186/1471-2164-11-461
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author Stark, Manuel
Berger, Simon A
Stamatakis, Alexandros
von Mering, Christian
author_facet Stark, Manuel
Berger, Simon A
Stamatakis, Alexandros
von Mering, Christian
author_sort Stark, Manuel
collection PubMed
description BACKGROUND: Shotgun sequencing of environmental DNA is an essential technique for characterizing uncultivated microbes in situ. However, the taxonomic and functional assignment of the obtained sequence fragments remains a pressing problem. RESULTS: Existing algorithms are largely optimized for speed and coverage; in contrast, we present here a software framework that focuses on a restricted set of informative gene families, using Maximum Likelihood to assign these with the best possible accuracy. This framework ('MLTreeMap'; http://mltreemap.org/) uses raw nucleotide sequences as input, and includes hand-curated, extensible reference information. CONCLUSIONS: We discuss how we validated our pipeline using complete genomes as well as simulated and actual environmental sequences.
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spelling pubmed-30916572011-05-11 MLTreeMap - accurate Maximum Likelihood placement of environmental DNA sequences into taxonomic and functional reference phylogenies Stark, Manuel Berger, Simon A Stamatakis, Alexandros von Mering, Christian BMC Genomics Methodology Article BACKGROUND: Shotgun sequencing of environmental DNA is an essential technique for characterizing uncultivated microbes in situ. However, the taxonomic and functional assignment of the obtained sequence fragments remains a pressing problem. RESULTS: Existing algorithms are largely optimized for speed and coverage; in contrast, we present here a software framework that focuses on a restricted set of informative gene families, using Maximum Likelihood to assign these with the best possible accuracy. This framework ('MLTreeMap'; http://mltreemap.org/) uses raw nucleotide sequences as input, and includes hand-curated, extensible reference information. CONCLUSIONS: We discuss how we validated our pipeline using complete genomes as well as simulated and actual environmental sequences. BioMed Central 2010-08-05 /pmc/articles/PMC3091657/ /pubmed/20687950 http://dx.doi.org/10.1186/1471-2164-11-461 Text en Copyright ©2010 Stark et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Methodology Article
Stark, Manuel
Berger, Simon A
Stamatakis, Alexandros
von Mering, Christian
MLTreeMap - accurate Maximum Likelihood placement of environmental DNA sequences into taxonomic and functional reference phylogenies
title MLTreeMap - accurate Maximum Likelihood placement of environmental DNA sequences into taxonomic and functional reference phylogenies
title_full MLTreeMap - accurate Maximum Likelihood placement of environmental DNA sequences into taxonomic and functional reference phylogenies
title_fullStr MLTreeMap - accurate Maximum Likelihood placement of environmental DNA sequences into taxonomic and functional reference phylogenies
title_full_unstemmed MLTreeMap - accurate Maximum Likelihood placement of environmental DNA sequences into taxonomic and functional reference phylogenies
title_short MLTreeMap - accurate Maximum Likelihood placement of environmental DNA sequences into taxonomic and functional reference phylogenies
title_sort mltreemap - accurate maximum likelihood placement of environmental dna sequences into taxonomic and functional reference phylogenies
topic Methodology Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3091657/
https://www.ncbi.nlm.nih.gov/pubmed/20687950
http://dx.doi.org/10.1186/1471-2164-11-461
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