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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...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2020
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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. |
format | Online Article Text |
id | pubmed-7014780 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
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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