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Shallow shotgun sequencing reduces technical variation in microbiome analysis

The microbiome is known to play a role in many human diseases, but identifying key microbes and their functions generally requires large studies due to the vast number of species and genes, and the high levels of intra-individual and inter-individual variation. 16S amplicon sequencing of the rRNA ge...

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Autores principales: La Reau, Alex J., Strom, Noah B., Filvaroff, Ellen, Mavrommatis, Konstantinos, Ward, Tonya L., Knights, Dan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10175443/
https://www.ncbi.nlm.nih.gov/pubmed/37169816
http://dx.doi.org/10.1038/s41598-023-33489-1
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author La Reau, Alex J.
Strom, Noah B.
Filvaroff, Ellen
Mavrommatis, Konstantinos
Ward, Tonya L.
Knights, Dan
author_facet La Reau, Alex J.
Strom, Noah B.
Filvaroff, Ellen
Mavrommatis, Konstantinos
Ward, Tonya L.
Knights, Dan
author_sort La Reau, Alex J.
collection PubMed
description The microbiome is known to play a role in many human diseases, but identifying key microbes and their functions generally requires large studies due to the vast number of species and genes, and the high levels of intra-individual and inter-individual variation. 16S amplicon sequencing of the rRNA gene is commonly used for large studies due to its comparatively low sequencing cost, but it has poor taxonomic and functional resolution. Deep shotgun sequencing is a more accurate and comprehensive alternative for small studies, but can be cost-prohibitive for biomarker discovery in large populations. Shallow or moderate-depth shotgun metagenomics may serve as a viable alternative to 16S sequencing for large-scale and/or dense longitudinal studies, but only if resolution and reproducibility are comparable. Here we applied both 16S and shallow shotgun stool microbiome sequencing to a cohort of 5 subjects sampled twice daily and weekly, with technical replication at the DNA extraction and the library preparation/sequencing steps, for a total of 80 16S samples and 80 shallow shotgun sequencing samples. We found that shallow shotgun sequencing produced lower technical variation and higher taxonomic resolution than 16S sequencing, at a much lower cost than deep shotgun sequencing. These findings suggest that shallow shotgun sequencing provides a more specific and more reproducible alternative to 16S sequencing for large-scale microbiome studies where costs prohibit deep shotgun sequencing and where bacterial species are expected to have good coverage in whole-genome reference databases.
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spelling pubmed-101754432023-05-13 Shallow shotgun sequencing reduces technical variation in microbiome analysis La Reau, Alex J. Strom, Noah B. Filvaroff, Ellen Mavrommatis, Konstantinos Ward, Tonya L. Knights, Dan Sci Rep Article The microbiome is known to play a role in many human diseases, but identifying key microbes and their functions generally requires large studies due to the vast number of species and genes, and the high levels of intra-individual and inter-individual variation. 16S amplicon sequencing of the rRNA gene is commonly used for large studies due to its comparatively low sequencing cost, but it has poor taxonomic and functional resolution. Deep shotgun sequencing is a more accurate and comprehensive alternative for small studies, but can be cost-prohibitive for biomarker discovery in large populations. Shallow or moderate-depth shotgun metagenomics may serve as a viable alternative to 16S sequencing for large-scale and/or dense longitudinal studies, but only if resolution and reproducibility are comparable. Here we applied both 16S and shallow shotgun stool microbiome sequencing to a cohort of 5 subjects sampled twice daily and weekly, with technical replication at the DNA extraction and the library preparation/sequencing steps, for a total of 80 16S samples and 80 shallow shotgun sequencing samples. We found that shallow shotgun sequencing produced lower technical variation and higher taxonomic resolution than 16S sequencing, at a much lower cost than deep shotgun sequencing. These findings suggest that shallow shotgun sequencing provides a more specific and more reproducible alternative to 16S sequencing for large-scale microbiome studies where costs prohibit deep shotgun sequencing and where bacterial species are expected to have good coverage in whole-genome reference databases. Nature Publishing Group UK 2023-05-11 /pmc/articles/PMC10175443/ /pubmed/37169816 http://dx.doi.org/10.1038/s41598-023-33489-1 Text en © The Author(s) 2023 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/) .
spellingShingle Article
La Reau, Alex J.
Strom, Noah B.
Filvaroff, Ellen
Mavrommatis, Konstantinos
Ward, Tonya L.
Knights, Dan
Shallow shotgun sequencing reduces technical variation in microbiome analysis
title Shallow shotgun sequencing reduces technical variation in microbiome analysis
title_full Shallow shotgun sequencing reduces technical variation in microbiome analysis
title_fullStr Shallow shotgun sequencing reduces technical variation in microbiome analysis
title_full_unstemmed Shallow shotgun sequencing reduces technical variation in microbiome analysis
title_short Shallow shotgun sequencing reduces technical variation in microbiome analysis
title_sort shallow shotgun sequencing reduces technical variation in microbiome analysis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10175443/
https://www.ncbi.nlm.nih.gov/pubmed/37169816
http://dx.doi.org/10.1038/s41598-023-33489-1
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