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SCAPP: an algorithm for improved plasmid assembly in metagenomes

BACKGROUND: Metagenomic sequencing has led to the identification and assembly of many new bacterial genome sequences. These bacteria often contain plasmids: usually small, circular double-stranded DNA molecules that may transfer across bacterial species and confer antibiotic resistance. These plasmi...

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Autores principales: Pellow, David, Zorea, Alvah, Probst, Maraike, Furman, Ori, Segal, Arik, Mizrahi, Itzhak, Shamir, Ron
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8228940/
https://www.ncbi.nlm.nih.gov/pubmed/34172093
http://dx.doi.org/10.1186/s40168-021-01068-z
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author Pellow, David
Zorea, Alvah
Probst, Maraike
Furman, Ori
Segal, Arik
Mizrahi, Itzhak
Shamir, Ron
author_facet Pellow, David
Zorea, Alvah
Probst, Maraike
Furman, Ori
Segal, Arik
Mizrahi, Itzhak
Shamir, Ron
author_sort Pellow, David
collection PubMed
description BACKGROUND: Metagenomic sequencing has led to the identification and assembly of many new bacterial genome sequences. These bacteria often contain plasmids: usually small, circular double-stranded DNA molecules that may transfer across bacterial species and confer antibiotic resistance. These plasmids are generally less studied and understood than their bacterial hosts. Part of the reason for this is insufficient computational tools enabling the analysis of plasmids in metagenomic samples. RESULTS: We developed SCAPP (Sequence Contents-Aware Plasmid Peeler)—an algorithm and tool to assemble plasmid sequences from metagenomic sequencing. SCAPP builds on some key ideas from the Recycler algorithm while improving plasmid assemblies by integrating biological knowledge about plasmids. We compared the performance of SCAPP to Recycler and metaplasmidSPAdes on simulated metagenomes, real human gut microbiome samples, and a human gut plasmidome dataset that we generated. We also created plasmidome and metagenome data from the same cow rumen sample and used the parallel sequencing data to create a novel assessment procedure. Overall, SCAPP outperformed Recycler and metaplasmidSPAdes across this wide range of datasets. CONCLUSIONS: SCAPP is an easy to use Python package that enables the assembly of full plasmid sequences from metagenomic samples. It outperformed existing metagenomic plasmid assemblers in most cases and assembled novel and clinically relevant plasmids in samples we generated such as a human gut plasmidome. SCAPP is open-source software available from: https://github.com/Shamir-Lab/SCAPP. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at (10.1186/s40168-021-01068-z).
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spelling pubmed-82289402021-06-28 SCAPP: an algorithm for improved plasmid assembly in metagenomes Pellow, David Zorea, Alvah Probst, Maraike Furman, Ori Segal, Arik Mizrahi, Itzhak Shamir, Ron Microbiome Software Article BACKGROUND: Metagenomic sequencing has led to the identification and assembly of many new bacterial genome sequences. These bacteria often contain plasmids: usually small, circular double-stranded DNA molecules that may transfer across bacterial species and confer antibiotic resistance. These plasmids are generally less studied and understood than their bacterial hosts. Part of the reason for this is insufficient computational tools enabling the analysis of plasmids in metagenomic samples. RESULTS: We developed SCAPP (Sequence Contents-Aware Plasmid Peeler)—an algorithm and tool to assemble plasmid sequences from metagenomic sequencing. SCAPP builds on some key ideas from the Recycler algorithm while improving plasmid assemblies by integrating biological knowledge about plasmids. We compared the performance of SCAPP to Recycler and metaplasmidSPAdes on simulated metagenomes, real human gut microbiome samples, and a human gut plasmidome dataset that we generated. We also created plasmidome and metagenome data from the same cow rumen sample and used the parallel sequencing data to create a novel assessment procedure. Overall, SCAPP outperformed Recycler and metaplasmidSPAdes across this wide range of datasets. CONCLUSIONS: SCAPP is an easy to use Python package that enables the assembly of full plasmid sequences from metagenomic samples. It outperformed existing metagenomic plasmid assemblers in most cases and assembled novel and clinically relevant plasmids in samples we generated such as a human gut plasmidome. SCAPP is open-source software available from: https://github.com/Shamir-Lab/SCAPP. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at (10.1186/s40168-021-01068-z). BioMed Central 2021-06-25 /pmc/articles/PMC8228940/ /pubmed/34172093 http://dx.doi.org/10.1186/s40168-021-01068-z Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Software Article
Pellow, David
Zorea, Alvah
Probst, Maraike
Furman, Ori
Segal, Arik
Mizrahi, Itzhak
Shamir, Ron
SCAPP: an algorithm for improved plasmid assembly in metagenomes
title SCAPP: an algorithm for improved plasmid assembly in metagenomes
title_full SCAPP: an algorithm for improved plasmid assembly in metagenomes
title_fullStr SCAPP: an algorithm for improved plasmid assembly in metagenomes
title_full_unstemmed SCAPP: an algorithm for improved plasmid assembly in metagenomes
title_short SCAPP: an algorithm for improved plasmid assembly in metagenomes
title_sort scapp: an algorithm for improved plasmid assembly in metagenomes
topic Software Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8228940/
https://www.ncbi.nlm.nih.gov/pubmed/34172093
http://dx.doi.org/10.1186/s40168-021-01068-z
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