Impact of host DNA and sequencing depth on the taxonomic resolution of whole metagenome sequencing for microbiome analysis

Detalhes bibliográficos
Autor(a) principal: Pereira-Marques, J
Data de Publicação: 2019
Outros Autores: Hout, A, Ferreira, RM, Weber, M, Pinto-Ribeiro, I, Van, Doorn, L, Knetsch, C, Figueiredo, C
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: https://hdl.handle.net/10216/136222
Resumo: 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.
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spelling Impact of host DNA and sequencing depth on the taxonomic resolution of whole metagenome sequencing for microbiome analysisMetagenomicsMicrobiome analysisMock communitySample complexitySequencing depthThe 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 Media20192019-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttps://hdl.handle.net/10216/136222eng1664-302X10.3389/fmicb.2019.01277Pereira-Marques, JHout, AFerreira, RMWeber, MPinto-Ribeiro, IVan, Doorn, LKnetsch, CFigueiredo, Cinfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-11-29T12:51:56Zoai:repositorio-aberto.up.pt:10216/136222Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T23:28:17.956616Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv 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
spellingShingle Impact of host DNA and sequencing depth on the taxonomic resolution of whole metagenome sequencing for microbiome analysis
Pereira-Marques, J
Metagenomics
Microbiome analysis
Mock community
Sample complexity
Sequencing depth
title_short 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_sort Impact of host DNA and sequencing depth on the taxonomic resolution of whole metagenome sequencing for microbiome analysis
author Pereira-Marques, J
author_facet Pereira-Marques, J
Hout, A
Ferreira, RM
Weber, M
Pinto-Ribeiro, I
Van, Doorn, L
Knetsch, C
Figueiredo, C
author_role author
author2 Hout, A
Ferreira, RM
Weber, M
Pinto-Ribeiro, I
Van, Doorn, L
Knetsch, C
Figueiredo, C
author2_role author
author
author
author
author
author
author
dc.contributor.author.fl_str_mv Pereira-Marques, J
Hout, A
Ferreira, RM
Weber, M
Pinto-Ribeiro, I
Van, Doorn, L
Knetsch, C
Figueiredo, C
dc.subject.por.fl_str_mv Metagenomics
Microbiome analysis
Mock community
Sample complexity
Sequencing depth
topic Metagenomics
Microbiome analysis
Mock community
Sample complexity
Sequencing depth
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.
publishDate 2019
dc.date.none.fl_str_mv 2019
2019-01-01T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://hdl.handle.net/10216/136222
url https://hdl.handle.net/10216/136222
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 1664-302X
10.3389/fmicb.2019.01277
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
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dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Frontiers Media
publisher.none.fl_str_mv Frontiers Media
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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