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Measurement Biases Distort Cell-Free DNA Fragmentation Profiles and Define the Sensitivity of Metagenomic Cell-Free DNA Sequencing Assays
BACKGROUND: Metagenomic sequencing of microbial cell-free DNA (cfDNA) in blood and urine is increasingly used as a tool for unbiased infection screening. The sensitivity of metagenomic cfDNA sequencing assays is determined by the efficiency by which the assay recovers microbial cfDNA vs host-specifi...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8718127/ https://www.ncbi.nlm.nih.gov/pubmed/34718476 http://dx.doi.org/10.1093/clinchem/hvab142 |
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author | Chang, Adrienne Mzava, Omary Lenz, Joan S Cheng, Alexandre P Burnham, Philip Motley, S Timothy Bennett, Crissa Connelly, John T Dadhania, Darshana M Suthanthiran, Manikkam Lee, John R Steadman, Amy De Vlaminck, Iwijn |
author_facet | Chang, Adrienne Mzava, Omary Lenz, Joan S Cheng, Alexandre P Burnham, Philip Motley, S Timothy Bennett, Crissa Connelly, John T Dadhania, Darshana M Suthanthiran, Manikkam Lee, John R Steadman, Amy De Vlaminck, Iwijn |
author_sort | Chang, Adrienne |
collection | PubMed |
description | BACKGROUND: Metagenomic sequencing of microbial cell-free DNA (cfDNA) in blood and urine is increasingly used as a tool for unbiased infection screening. The sensitivity of metagenomic cfDNA sequencing assays is determined by the efficiency by which the assay recovers microbial cfDNA vs host-specific cfDNA. We hypothesized that the choice of methods used for DNA isolation, DNA sequencing library preparation, and sequencing would affect the sensitivity of metagenomic cfDNA sequencing. METHODS: We characterized the fragment length biases inherent to select DNA isolation and library preparation procedures and developed a model to correct for these biases. We analyzed 305 cfDNA sequencing data sets, including publicly available data sets and 124 newly generated data sets, to evaluate the dependence of the sensitivity of metagenomic cfDNA sequencing on pre-analytical variables. RESULTS: Length bias correction of fragment length distributions measured from different experimental procedures revealed the ultrashort (<100 bp) nature of microbial-, mitochondrial-, and host-specific urinary cfDNA. The sensitivity of metagenomic sequencing assays to detect the clinically reported microorganism differed by more than 5-fold depending on the combination of DNA isolation and library preparation used. CONCLUSIONS: Substantial gains in the sensitivity of microbial and other short fragment recovery can be achieved by easy-to-implement changes in the sample preparation protocol, which highlights the need for standardization in the liquid biopsy field. |
format | Online Article Text |
id | pubmed-8718127 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-87181272022-01-05 Measurement Biases Distort Cell-Free DNA Fragmentation Profiles and Define the Sensitivity of Metagenomic Cell-Free DNA Sequencing Assays Chang, Adrienne Mzava, Omary Lenz, Joan S Cheng, Alexandre P Burnham, Philip Motley, S Timothy Bennett, Crissa Connelly, John T Dadhania, Darshana M Suthanthiran, Manikkam Lee, John R Steadman, Amy De Vlaminck, Iwijn Clin Chem Articles BACKGROUND: Metagenomic sequencing of microbial cell-free DNA (cfDNA) in blood and urine is increasingly used as a tool for unbiased infection screening. The sensitivity of metagenomic cfDNA sequencing assays is determined by the efficiency by which the assay recovers microbial cfDNA vs host-specific cfDNA. We hypothesized that the choice of methods used for DNA isolation, DNA sequencing library preparation, and sequencing would affect the sensitivity of metagenomic cfDNA sequencing. METHODS: We characterized the fragment length biases inherent to select DNA isolation and library preparation procedures and developed a model to correct for these biases. We analyzed 305 cfDNA sequencing data sets, including publicly available data sets and 124 newly generated data sets, to evaluate the dependence of the sensitivity of metagenomic cfDNA sequencing on pre-analytical variables. RESULTS: Length bias correction of fragment length distributions measured from different experimental procedures revealed the ultrashort (<100 bp) nature of microbial-, mitochondrial-, and host-specific urinary cfDNA. The sensitivity of metagenomic sequencing assays to detect the clinically reported microorganism differed by more than 5-fold depending on the combination of DNA isolation and library preparation used. CONCLUSIONS: Substantial gains in the sensitivity of microbial and other short fragment recovery can be achieved by easy-to-implement changes in the sample preparation protocol, which highlights the need for standardization in the liquid biopsy field. Oxford University Press 2021-10-26 /pmc/articles/PMC8718127/ /pubmed/34718476 http://dx.doi.org/10.1093/clinchem/hvab142 Text en © American Association for Clinical Chemistry 2021. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Articles Chang, Adrienne Mzava, Omary Lenz, Joan S Cheng, Alexandre P Burnham, Philip Motley, S Timothy Bennett, Crissa Connelly, John T Dadhania, Darshana M Suthanthiran, Manikkam Lee, John R Steadman, Amy De Vlaminck, Iwijn Measurement Biases Distort Cell-Free DNA Fragmentation Profiles and Define the Sensitivity of Metagenomic Cell-Free DNA Sequencing Assays |
title | Measurement Biases Distort Cell-Free DNA Fragmentation Profiles and Define the Sensitivity of Metagenomic Cell-Free DNA Sequencing Assays |
title_full | Measurement Biases Distort Cell-Free DNA Fragmentation Profiles and Define the Sensitivity of Metagenomic Cell-Free DNA Sequencing Assays |
title_fullStr | Measurement Biases Distort Cell-Free DNA Fragmentation Profiles and Define the Sensitivity of Metagenomic Cell-Free DNA Sequencing Assays |
title_full_unstemmed | Measurement Biases Distort Cell-Free DNA Fragmentation Profiles and Define the Sensitivity of Metagenomic Cell-Free DNA Sequencing Assays |
title_short | Measurement Biases Distort Cell-Free DNA Fragmentation Profiles and Define the Sensitivity of Metagenomic Cell-Free DNA Sequencing Assays |
title_sort | measurement biases distort cell-free dna fragmentation profiles and define the sensitivity of metagenomic cell-free dna sequencing assays |
topic | Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8718127/ https://www.ncbi.nlm.nih.gov/pubmed/34718476 http://dx.doi.org/10.1093/clinchem/hvab142 |
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