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Separating the signal from the noise in metagenomic cell-free DNA sequencing

BACKGROUND: Cell-free DNA (cfDNA) in blood, urine, and other biofluids provides a unique window into human health. A proportion of cfDNA is derived from bacteria and viruses, creating opportunities for the diagnosis of infection via metagenomic sequencing. The total biomass of microbial-derived cfDN...

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Autores principales: Burnham, Philip, Gomez-Lopez, Nardhy, Heyang, Michael, Cheng, Alexandre Pellan, Lenz, Joan Sesing, Dadhania, Darshana M., Lee, John Richard, Suthanthiran, Manikkam, Romero, Roberto, De Vlaminck, Iwijn
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7014780/
https://www.ncbi.nlm.nih.gov/pubmed/32046792
http://dx.doi.org/10.1186/s40168-020-0793-4
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author Burnham, Philip
Gomez-Lopez, Nardhy
Heyang, Michael
Cheng, Alexandre Pellan
Lenz, Joan Sesing
Dadhania, Darshana M.
Lee, John Richard
Suthanthiran, Manikkam
Romero, Roberto
De Vlaminck, Iwijn
author_facet Burnham, Philip
Gomez-Lopez, Nardhy
Heyang, Michael
Cheng, Alexandre Pellan
Lenz, Joan Sesing
Dadhania, Darshana M.
Lee, John Richard
Suthanthiran, Manikkam
Romero, Roberto
De Vlaminck, Iwijn
author_sort Burnham, Philip
collection PubMed
description BACKGROUND: Cell-free DNA (cfDNA) in blood, urine, and other biofluids provides a unique window into human health. A proportion of cfDNA is derived from bacteria and viruses, creating opportunities for the diagnosis of infection via metagenomic sequencing. The total biomass of microbial-derived cfDNA in clinical isolates is low, which makes metagenomic cfDNA sequencing susceptible to contamination and alignment noise. RESULTS: Here, we report low biomass background correction (LBBC), a bioinformatics noise filtering tool informed by the uniformity of the coverage of microbial genomes and the batch variation in the absolute abundance of microbial cfDNA. We demonstrate that LBBC leads to a dramatic reduction in false positive rate while minimally affecting the true positive rate for a cfDNA test to screen for urinary tract infection. We next performed high-throughput sequencing of cfDNA in amniotic fluid collected from term uncomplicated pregnancies or those complicated with clinical chorioamnionitis with and without intra-amniotic infection. CONCLUSIONS: The data provide unique insight into the properties of fetal and maternal cfDNA in amniotic fluid, demonstrate the utility of cfDNA to screen for intra-amniotic infection, support the view that the amniotic fluid is sterile during normal pregnancy, and reveal cases of intra-amniotic inflammation without infection at term.
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spelling pubmed-70147802020-02-20 Separating the signal from the noise in metagenomic cell-free DNA sequencing Burnham, Philip Gomez-Lopez, Nardhy Heyang, Michael Cheng, Alexandre Pellan Lenz, Joan Sesing Dadhania, Darshana M. Lee, John Richard Suthanthiran, Manikkam Romero, Roberto De Vlaminck, Iwijn Microbiome Short Report BACKGROUND: Cell-free DNA (cfDNA) in blood, urine, and other biofluids provides a unique window into human health. A proportion of cfDNA is derived from bacteria and viruses, creating opportunities for the diagnosis of infection via metagenomic sequencing. The total biomass of microbial-derived cfDNA in clinical isolates is low, which makes metagenomic cfDNA sequencing susceptible to contamination and alignment noise. RESULTS: Here, we report low biomass background correction (LBBC), a bioinformatics noise filtering tool informed by the uniformity of the coverage of microbial genomes and the batch variation in the absolute abundance of microbial cfDNA. We demonstrate that LBBC leads to a dramatic reduction in false positive rate while minimally affecting the true positive rate for a cfDNA test to screen for urinary tract infection. We next performed high-throughput sequencing of cfDNA in amniotic fluid collected from term uncomplicated pregnancies or those complicated with clinical chorioamnionitis with and without intra-amniotic infection. CONCLUSIONS: The data provide unique insight into the properties of fetal and maternal cfDNA in amniotic fluid, demonstrate the utility of cfDNA to screen for intra-amniotic infection, support the view that the amniotic fluid is sterile during normal pregnancy, and reveal cases of intra-amniotic inflammation without infection at term. BioMed Central 2020-02-11 /pmc/articles/PMC7014780/ /pubmed/32046792 http://dx.doi.org/10.1186/s40168-020-0793-4 Text en © The Author(s). 2020 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Short Report
Burnham, Philip
Gomez-Lopez, Nardhy
Heyang, Michael
Cheng, Alexandre Pellan
Lenz, Joan Sesing
Dadhania, Darshana M.
Lee, John Richard
Suthanthiran, Manikkam
Romero, Roberto
De Vlaminck, Iwijn
Separating the signal from the noise in metagenomic cell-free DNA sequencing
title Separating the signal from the noise in metagenomic cell-free DNA sequencing
title_full Separating the signal from the noise in metagenomic cell-free DNA sequencing
title_fullStr Separating the signal from the noise in metagenomic cell-free DNA sequencing
title_full_unstemmed Separating the signal from the noise in metagenomic cell-free DNA sequencing
title_short Separating the signal from the noise in metagenomic cell-free DNA sequencing
title_sort separating the signal from the noise in metagenomic cell-free dna sequencing
topic Short Report
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7014780/
https://www.ncbi.nlm.nih.gov/pubmed/32046792
http://dx.doi.org/10.1186/s40168-020-0793-4
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