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Identification of microbial community in the urban environment: The concordance between conventional culture and nanopore 16S rRNA sequencing
INTRODUCTION: Microbes in the built environment have been implicated as a source of infectious diseases. Bacterial culture is the standard method for assessing the risk of exposure to pathogens in urban environments, but this method only accounts for <1% of the diversity of bacteria. Recently, fu...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10133568/ https://www.ncbi.nlm.nih.gov/pubmed/37125165 http://dx.doi.org/10.3389/fmicb.2023.1164632 |
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author | Lee, Annie Wing-Tung Chan, Chloe Toi-Mei Wong, Lily Lok-Yee Yip, Cheuk-Yi Lui, Wing-Tung Cheng, Kai-Chun Leung, Jake Siu-Lun Lee, Lam-Kwong Wong, Ivan Tak-Fai Ng, Timothy Ting-Leung Lao, Hiu-Yin Siu, Gilman Kit-Hang |
author_facet | Lee, Annie Wing-Tung Chan, Chloe Toi-Mei Wong, Lily Lok-Yee Yip, Cheuk-Yi Lui, Wing-Tung Cheng, Kai-Chun Leung, Jake Siu-Lun Lee, Lam-Kwong Wong, Ivan Tak-Fai Ng, Timothy Ting-Leung Lao, Hiu-Yin Siu, Gilman Kit-Hang |
author_sort | Lee, Annie Wing-Tung |
collection | PubMed |
description | INTRODUCTION: Microbes in the built environment have been implicated as a source of infectious diseases. Bacterial culture is the standard method for assessing the risk of exposure to pathogens in urban environments, but this method only accounts for <1% of the diversity of bacteria. Recently, full-length 16S rRNA gene analysis using nanopore sequencing has been applied for microbial evaluations, resulting in a rise in the development of long-read taxonomic tools for species-level classification. Regarding their comparative performance, there is, however, a lack of information. METHODS: Here, we aim to analyze the concordance of the microbial community in the urban environment inferred by multiple taxonomic classifiers, including ARGpore2, Emu, Kraken2/Bracken and NanoCLUST, using our 16S-nanopore dataset generated by MegaBLAST, as well as assess their abilities to identify culturable species based on the conventional culture results. RESULTS: According to our results, NanoCLUST was preferred for 16S microbial profiling because it had a high concordance of dominant species and a similar microbial profile to MegaBLAST, whereas Kraken2/Bracken, which had similar clustering results as NanoCLUST, was also desirable. Second, for culturable species identification, Emu with the highest accuracy (81.2%) and F1 score (29%) for the detection of culturable species was suggested. DISCUSSION: In addition to generating datasets in complex communities for future benchmarking studies, our comprehensive evaluation of the taxonomic classifiers offers recommendations for ongoing microbial community research, particularly for complex communities using nanopore 16S rRNA sequencing. |
format | Online Article Text |
id | pubmed-10133568 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-101335682023-04-28 Identification of microbial community in the urban environment: The concordance between conventional culture and nanopore 16S rRNA sequencing Lee, Annie Wing-Tung Chan, Chloe Toi-Mei Wong, Lily Lok-Yee Yip, Cheuk-Yi Lui, Wing-Tung Cheng, Kai-Chun Leung, Jake Siu-Lun Lee, Lam-Kwong Wong, Ivan Tak-Fai Ng, Timothy Ting-Leung Lao, Hiu-Yin Siu, Gilman Kit-Hang Front Microbiol Microbiology INTRODUCTION: Microbes in the built environment have been implicated as a source of infectious diseases. Bacterial culture is the standard method for assessing the risk of exposure to pathogens in urban environments, but this method only accounts for <1% of the diversity of bacteria. Recently, full-length 16S rRNA gene analysis using nanopore sequencing has been applied for microbial evaluations, resulting in a rise in the development of long-read taxonomic tools for species-level classification. Regarding their comparative performance, there is, however, a lack of information. METHODS: Here, we aim to analyze the concordance of the microbial community in the urban environment inferred by multiple taxonomic classifiers, including ARGpore2, Emu, Kraken2/Bracken and NanoCLUST, using our 16S-nanopore dataset generated by MegaBLAST, as well as assess their abilities to identify culturable species based on the conventional culture results. RESULTS: According to our results, NanoCLUST was preferred for 16S microbial profiling because it had a high concordance of dominant species and a similar microbial profile to MegaBLAST, whereas Kraken2/Bracken, which had similar clustering results as NanoCLUST, was also desirable. Second, for culturable species identification, Emu with the highest accuracy (81.2%) and F1 score (29%) for the detection of culturable species was suggested. DISCUSSION: In addition to generating datasets in complex communities for future benchmarking studies, our comprehensive evaluation of the taxonomic classifiers offers recommendations for ongoing microbial community research, particularly for complex communities using nanopore 16S rRNA sequencing. Frontiers Media S.A. 2023-04-13 /pmc/articles/PMC10133568/ /pubmed/37125165 http://dx.doi.org/10.3389/fmicb.2023.1164632 Text en Copyright © 2023 Lee, Chan, Wong, Yip, Lui, Cheng, Leung, Lee, Wong, Ng, Lao and Siu. 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 | Microbiology Lee, Annie Wing-Tung Chan, Chloe Toi-Mei Wong, Lily Lok-Yee Yip, Cheuk-Yi Lui, Wing-Tung Cheng, Kai-Chun Leung, Jake Siu-Lun Lee, Lam-Kwong Wong, Ivan Tak-Fai Ng, Timothy Ting-Leung Lao, Hiu-Yin Siu, Gilman Kit-Hang Identification of microbial community in the urban environment: The concordance between conventional culture and nanopore 16S rRNA sequencing |
title | Identification of microbial community in the urban environment: The concordance between conventional culture and nanopore 16S rRNA sequencing |
title_full | Identification of microbial community in the urban environment: The concordance between conventional culture and nanopore 16S rRNA sequencing |
title_fullStr | Identification of microbial community in the urban environment: The concordance between conventional culture and nanopore 16S rRNA sequencing |
title_full_unstemmed | Identification of microbial community in the urban environment: The concordance between conventional culture and nanopore 16S rRNA sequencing |
title_short | Identification of microbial community in the urban environment: The concordance between conventional culture and nanopore 16S rRNA sequencing |
title_sort | identification of microbial community in the urban environment: the concordance between conventional culture and nanopore 16s rrna sequencing |
topic | Microbiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10133568/ https://www.ncbi.nlm.nih.gov/pubmed/37125165 http://dx.doi.org/10.3389/fmicb.2023.1164632 |
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