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DBSCAN-SWA: An Integrated Tool for Rapid Prophage Detection and Annotation

As an intracellular form of a bacteriophage in the bacterial host genome, a prophage usually integrates into bacterial DNA with high specificity and contributes to horizontal gene transfer (HGT). With the exponentially increasing number of microbial sequences uncovered in genomic or metagenomics stu...

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Autores principales: Gan, Rui, Zhou, FengXia, Si, Yu, Yang, Han, Chen, Chuangeng, Ren, Chunyan, Wu, Jiqiu, Zhang, Fan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9061938/
https://www.ncbi.nlm.nih.gov/pubmed/35518360
http://dx.doi.org/10.3389/fgene.2022.885048
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author Gan, Rui
Zhou, FengXia
Si, Yu
Yang, Han
Chen, Chuangeng
Ren, Chunyan
Wu, Jiqiu
Zhang, Fan
author_facet Gan, Rui
Zhou, FengXia
Si, Yu
Yang, Han
Chen, Chuangeng
Ren, Chunyan
Wu, Jiqiu
Zhang, Fan
author_sort Gan, Rui
collection PubMed
description As an intracellular form of a bacteriophage in the bacterial host genome, a prophage usually integrates into bacterial DNA with high specificity and contributes to horizontal gene transfer (HGT). With the exponentially increasing number of microbial sequences uncovered in genomic or metagenomics studies, there is a massive demand for a tool that is capable of fast and accurate identification of prophages. Here, we introduce DBSCAN-SWA, a command line software tool developed to predict prophage regions in bacterial genomes. DBSCAN-SWA runs faster than any previous tools. Importantly, it has great detection power based on analysis using 184 manually curated prophages, with a recall of 85% compared with Phage_Finder (63%), VirSorter (74%), and PHASTER (82%) for (Multi-) FASTA sequences. Moreover, DBSCAN-SWA outperforms the existing standalone prophage prediction tools for high-throughput sequencing data based on the analysis of 19,989 contigs of 400 bacterial genomes collected from Human Microbiome Project (HMP) project. DBSCAN-SWA also provides user-friendly result visualizations including a circular prophage viewer and interactive DataTables. DBSCAN-SWA is implemented in Python3 and is available under an open source GPLv2 license from https://github.com/HIT-ImmunologyLab/DBSCAN-SWA/.
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spelling pubmed-90619382022-05-04 DBSCAN-SWA: An Integrated Tool for Rapid Prophage Detection and Annotation Gan, Rui Zhou, FengXia Si, Yu Yang, Han Chen, Chuangeng Ren, Chunyan Wu, Jiqiu Zhang, Fan Front Genet Genetics As an intracellular form of a bacteriophage in the bacterial host genome, a prophage usually integrates into bacterial DNA with high specificity and contributes to horizontal gene transfer (HGT). With the exponentially increasing number of microbial sequences uncovered in genomic or metagenomics studies, there is a massive demand for a tool that is capable of fast and accurate identification of prophages. Here, we introduce DBSCAN-SWA, a command line software tool developed to predict prophage regions in bacterial genomes. DBSCAN-SWA runs faster than any previous tools. Importantly, it has great detection power based on analysis using 184 manually curated prophages, with a recall of 85% compared with Phage_Finder (63%), VirSorter (74%), and PHASTER (82%) for (Multi-) FASTA sequences. Moreover, DBSCAN-SWA outperforms the existing standalone prophage prediction tools for high-throughput sequencing data based on the analysis of 19,989 contigs of 400 bacterial genomes collected from Human Microbiome Project (HMP) project. DBSCAN-SWA also provides user-friendly result visualizations including a circular prophage viewer and interactive DataTables. DBSCAN-SWA is implemented in Python3 and is available under an open source GPLv2 license from https://github.com/HIT-ImmunologyLab/DBSCAN-SWA/. Frontiers Media S.A. 2022-04-19 /pmc/articles/PMC9061938/ /pubmed/35518360 http://dx.doi.org/10.3389/fgene.2022.885048 Text en Copyright © 2022 Gan, Zhou, Si, Yang, Chen, Ren, Wu and Zhang. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Genetics
Gan, Rui
Zhou, FengXia
Si, Yu
Yang, Han
Chen, Chuangeng
Ren, Chunyan
Wu, Jiqiu
Zhang, Fan
DBSCAN-SWA: An Integrated Tool for Rapid Prophage Detection and Annotation
title DBSCAN-SWA: An Integrated Tool for Rapid Prophage Detection and Annotation
title_full DBSCAN-SWA: An Integrated Tool for Rapid Prophage Detection and Annotation
title_fullStr DBSCAN-SWA: An Integrated Tool for Rapid Prophage Detection and Annotation
title_full_unstemmed DBSCAN-SWA: An Integrated Tool for Rapid Prophage Detection and Annotation
title_short DBSCAN-SWA: An Integrated Tool for Rapid Prophage Detection and Annotation
title_sort dbscan-swa: an integrated tool for rapid prophage detection and annotation
topic Genetics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9061938/
https://www.ncbi.nlm.nih.gov/pubmed/35518360
http://dx.doi.org/10.3389/fgene.2022.885048
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