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BinSPreader: Refine binning results for fuller MAG reconstruction
Despite the recent advances in high-throughput sequencing, metagenome analysis of microbial populations still remains a challenge. In particular, the metagenome-assembled genomes (MAGs) are often fragmented due to interspecies repeats, uneven coverage, and varying strain abundance. MAGs are construc...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9386100/ https://www.ncbi.nlm.nih.gov/pubmed/35992057 http://dx.doi.org/10.1016/j.isci.2022.104770 |
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author | Tolstoganov, Ivan Kamenev, Yuri Kruglikov, Roman Ochkalova, Sofia Korobeynikov, Anton |
author_facet | Tolstoganov, Ivan Kamenev, Yuri Kruglikov, Roman Ochkalova, Sofia Korobeynikov, Anton |
author_sort | Tolstoganov, Ivan |
collection | PubMed |
description | Despite the recent advances in high-throughput sequencing, metagenome analysis of microbial populations still remains a challenge. In particular, the metagenome-assembled genomes (MAGs) are often fragmented due to interspecies repeats, uneven coverage, and varying strain abundance. MAGs are constructed via a binning process that uses features of input data in order to cluster long contigs presumably belonging to the same species. In this work, we present BinSPreader—a binning refiner tool that exploits the assembly graph topology and other connectivity information to refine binning, correct binning errors, and propagate binning to shorter contigs. We show that BinSPreader could increase the completeness of the bins without sacrificing the purity and could predict contigs belonging to several MAGs. BinSPreader is effective in binning shorter contigs that often contain important conservative sequences that might be of great interest to researchers. |
format | Online Article Text |
id | pubmed-9386100 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-93861002022-08-19 BinSPreader: Refine binning results for fuller MAG reconstruction Tolstoganov, Ivan Kamenev, Yuri Kruglikov, Roman Ochkalova, Sofia Korobeynikov, Anton iScience Article Despite the recent advances in high-throughput sequencing, metagenome analysis of microbial populations still remains a challenge. In particular, the metagenome-assembled genomes (MAGs) are often fragmented due to interspecies repeats, uneven coverage, and varying strain abundance. MAGs are constructed via a binning process that uses features of input data in order to cluster long contigs presumably belonging to the same species. In this work, we present BinSPreader—a binning refiner tool that exploits the assembly graph topology and other connectivity information to refine binning, correct binning errors, and propagate binning to shorter contigs. We show that BinSPreader could increase the completeness of the bins without sacrificing the purity and could predict contigs belonging to several MAGs. BinSPreader is effective in binning shorter contigs that often contain important conservative sequences that might be of great interest to researchers. Elsevier 2022-07-19 /pmc/articles/PMC9386100/ /pubmed/35992057 http://dx.doi.org/10.1016/j.isci.2022.104770 Text en © 2022 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Tolstoganov, Ivan Kamenev, Yuri Kruglikov, Roman Ochkalova, Sofia Korobeynikov, Anton BinSPreader: Refine binning results for fuller MAG reconstruction |
title | BinSPreader: Refine binning results for fuller MAG reconstruction |
title_full | BinSPreader: Refine binning results for fuller MAG reconstruction |
title_fullStr | BinSPreader: Refine binning results for fuller MAG reconstruction |
title_full_unstemmed | BinSPreader: Refine binning results for fuller MAG reconstruction |
title_short | BinSPreader: Refine binning results for fuller MAG reconstruction |
title_sort | binspreader: refine binning results for fuller mag reconstruction |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9386100/ https://www.ncbi.nlm.nih.gov/pubmed/35992057 http://dx.doi.org/10.1016/j.isci.2022.104770 |
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