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Impact of Host DNA and Sequencing Depth on the Taxonomic Resolution of Whole Metagenome Sequencing for Microbiome Analysis
The amount of host DNA poses a major challenge to metagenome analysis. However, there is no guidance on the levels of host DNA, nor on the depth of sequencing needed to acquire meaningful information from whole metagenome sequencing (WMS). Here, we evaluated the impact of a wide range of amounts of...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6581681/ https://www.ncbi.nlm.nih.gov/pubmed/31244801 http://dx.doi.org/10.3389/fmicb.2019.01277 |
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author | Pereira-Marques, Joana Hout, Anne Ferreira, Rui M. Weber, Michiel Pinto-Ribeiro, Ines van Doorn, Leen-Jan Knetsch, Cornelis Willem Figueiredo, Ceu |
author_facet | Pereira-Marques, Joana Hout, Anne Ferreira, Rui M. Weber, Michiel Pinto-Ribeiro, Ines van Doorn, Leen-Jan Knetsch, Cornelis Willem Figueiredo, Ceu |
author_sort | Pereira-Marques, Joana |
collection | PubMed |
description | The amount of host DNA poses a major challenge to metagenome analysis. However, there is no guidance on the levels of host DNA, nor on the depth of sequencing needed to acquire meaningful information from whole metagenome sequencing (WMS). Here, we evaluated the impact of a wide range of amounts of host DNA and sequencing depths on microbiome taxonomic profiling using WMS. Synthetic samples with increasing levels of host DNA were created by spiking DNA of a mock bacterial community, with DNA from a mouse-derived cell line. Taxonomic analysis revealed that increasing proportions of host DNA led to decreased sensitivity in detecting very low and low abundant species. Reduction of sequencing depth had major impact on the sensitivity of WMS for profiling samples with 90% host DNA, increasing the number of undetected species. Finally, analysis of simulated datasets with fixed depth of 10 million reads confirmed that microbiome profiling becomes more inaccurate as the level of host DNA increases in a sample. In conclusion, samples with high amounts of host DNA coupled with reduced sequencing depths, decrease WMS coverage for characterization of the microbiome. This study highlights the importance of carefully considering these aspects in the design of WMS experiments to maximize microbiome analyses. |
format | Online Article Text |
id | pubmed-6581681 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-65816812019-06-26 Impact of Host DNA and Sequencing Depth on the Taxonomic Resolution of Whole Metagenome Sequencing for Microbiome Analysis Pereira-Marques, Joana Hout, Anne Ferreira, Rui M. Weber, Michiel Pinto-Ribeiro, Ines van Doorn, Leen-Jan Knetsch, Cornelis Willem Figueiredo, Ceu Front Microbiol Microbiology The amount of host DNA poses a major challenge to metagenome analysis. However, there is no guidance on the levels of host DNA, nor on the depth of sequencing needed to acquire meaningful information from whole metagenome sequencing (WMS). Here, we evaluated the impact of a wide range of amounts of host DNA and sequencing depths on microbiome taxonomic profiling using WMS. Synthetic samples with increasing levels of host DNA were created by spiking DNA of a mock bacterial community, with DNA from a mouse-derived cell line. Taxonomic analysis revealed that increasing proportions of host DNA led to decreased sensitivity in detecting very low and low abundant species. Reduction of sequencing depth had major impact on the sensitivity of WMS for profiling samples with 90% host DNA, increasing the number of undetected species. Finally, analysis of simulated datasets with fixed depth of 10 million reads confirmed that microbiome profiling becomes more inaccurate as the level of host DNA increases in a sample. In conclusion, samples with high amounts of host DNA coupled with reduced sequencing depths, decrease WMS coverage for characterization of the microbiome. This study highlights the importance of carefully considering these aspects in the design of WMS experiments to maximize microbiome analyses. Frontiers Media S.A. 2019-06-12 /pmc/articles/PMC6581681/ /pubmed/31244801 http://dx.doi.org/10.3389/fmicb.2019.01277 Text en Copyright © 2019 Pereira-Marques, Hout, Ferreira, Weber, Pinto-Ribeiro, van Doorn, Knetsch and Figueiredo. http://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 Pereira-Marques, Joana Hout, Anne Ferreira, Rui M. Weber, Michiel Pinto-Ribeiro, Ines van Doorn, Leen-Jan Knetsch, Cornelis Willem Figueiredo, Ceu Impact of Host DNA and Sequencing Depth on the Taxonomic Resolution of Whole Metagenome Sequencing for Microbiome Analysis |
title | Impact of Host DNA and Sequencing Depth on the Taxonomic Resolution of Whole Metagenome Sequencing for Microbiome Analysis |
title_full | Impact of Host DNA and Sequencing Depth on the Taxonomic Resolution of Whole Metagenome Sequencing for Microbiome Analysis |
title_fullStr | Impact of Host DNA and Sequencing Depth on the Taxonomic Resolution of Whole Metagenome Sequencing for Microbiome Analysis |
title_full_unstemmed | Impact of Host DNA and Sequencing Depth on the Taxonomic Resolution of Whole Metagenome Sequencing for Microbiome Analysis |
title_short | Impact of Host DNA and Sequencing Depth on the Taxonomic Resolution of Whole Metagenome Sequencing for Microbiome Analysis |
title_sort | impact of host dna and sequencing depth on the taxonomic resolution of whole metagenome sequencing for microbiome analysis |
topic | Microbiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6581681/ https://www.ncbi.nlm.nih.gov/pubmed/31244801 http://dx.doi.org/10.3389/fmicb.2019.01277 |
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