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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...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2022
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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/. |
format | Online Article Text |
id | pubmed-9061938 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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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