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High-resolution characterization of sequence signatures due to non-random cleavage of cell-free DNA

BACKGROUND: High-throughput sequencing of cell-free DNA fragments found in human plasma has been used to non-invasively detect fetal aneuploidy, monitor organ transplants and investigate tumor DNA. However, many biological properties of this extracellular genetic material remain unknown. Research th...

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Autores principales: Chandrananda, Dineika, Thorne, Natalie P., Bahlo, Melanie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4469119/
https://www.ncbi.nlm.nih.gov/pubmed/26081108
http://dx.doi.org/10.1186/s12920-015-0107-z
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author Chandrananda, Dineika
Thorne, Natalie P.
Bahlo, Melanie
author_facet Chandrananda, Dineika
Thorne, Natalie P.
Bahlo, Melanie
author_sort Chandrananda, Dineika
collection PubMed
description BACKGROUND: High-throughput sequencing of cell-free DNA fragments found in human plasma has been used to non-invasively detect fetal aneuploidy, monitor organ transplants and investigate tumor DNA. However, many biological properties of this extracellular genetic material remain unknown. Research that further characterizes circulating DNA could substantially increase its diagnostic value by allowing the application of more sophisticated bioinformatics tools that lead to an improved signal to noise ratio in the sequencing data. METHODS: In this study, we investigate various features of cell-free DNA in plasma using deep-sequencing data from two pregnant women (>70X, >50X) and compare them with matched cellular DNA. We utilize a descriptive approach to examine how the biological cleavage of cell-free DNA affects different sequence signatures such as fragment lengths, sequence motifs at fragment ends and the distribution of cleavage sites along the genome. RESULTS: We show that the size distributions of these cell-free DNA molecules are dependent on their autosomal and mitochondrial origin as well as the genomic location within chromosomes. DNA mapping to particular microsatellites and alpha repeat elements display unique size signatures. We show how cell-free fragments occur in clusters along the genome, localizing to nucleosomal arrays and are preferentially cleaved at linker regions by correlating the mapping locations of these fragments with ENCODE annotation of chromatin organization. Our work further demonstrates that cell-free autosomal DNA cleavage is sequence dependent. The region spanning up to 10 positions on either side of the DNA cleavage site show a consistent pattern of preference for specific nucleotides. This sequence motif is present in cleavage sites localized to nucleosomal cores and linker regions but is absent in nucleosome-free mitochondrial DNA. CONCLUSIONS: These background signals in cell-free DNA sequencing data stem from the non-random biological cleavage of these fragments. This sequence structure can be harnessed to improve bioinformatics algorithms, in particular for CNV and structural variant detection. Descriptive measures for cell-free DNA features developed here could also be used in biomarker analysis to monitor the changes that occur during different pathological conditions. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12920-015-0107-z) contains supplementary material, which is available to authorized users.
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spelling pubmed-44691192015-06-17 High-resolution characterization of sequence signatures due to non-random cleavage of cell-free DNA Chandrananda, Dineika Thorne, Natalie P. Bahlo, Melanie BMC Med Genomics Research Article BACKGROUND: High-throughput sequencing of cell-free DNA fragments found in human plasma has been used to non-invasively detect fetal aneuploidy, monitor organ transplants and investigate tumor DNA. However, many biological properties of this extracellular genetic material remain unknown. Research that further characterizes circulating DNA could substantially increase its diagnostic value by allowing the application of more sophisticated bioinformatics tools that lead to an improved signal to noise ratio in the sequencing data. METHODS: In this study, we investigate various features of cell-free DNA in plasma using deep-sequencing data from two pregnant women (>70X, >50X) and compare them with matched cellular DNA. We utilize a descriptive approach to examine how the biological cleavage of cell-free DNA affects different sequence signatures such as fragment lengths, sequence motifs at fragment ends and the distribution of cleavage sites along the genome. RESULTS: We show that the size distributions of these cell-free DNA molecules are dependent on their autosomal and mitochondrial origin as well as the genomic location within chromosomes. DNA mapping to particular microsatellites and alpha repeat elements display unique size signatures. We show how cell-free fragments occur in clusters along the genome, localizing to nucleosomal arrays and are preferentially cleaved at linker regions by correlating the mapping locations of these fragments with ENCODE annotation of chromatin organization. Our work further demonstrates that cell-free autosomal DNA cleavage is sequence dependent. The region spanning up to 10 positions on either side of the DNA cleavage site show a consistent pattern of preference for specific nucleotides. This sequence motif is present in cleavage sites localized to nucleosomal cores and linker regions but is absent in nucleosome-free mitochondrial DNA. CONCLUSIONS: These background signals in cell-free DNA sequencing data stem from the non-random biological cleavage of these fragments. This sequence structure can be harnessed to improve bioinformatics algorithms, in particular for CNV and structural variant detection. Descriptive measures for cell-free DNA features developed here could also be used in biomarker analysis to monitor the changes that occur during different pathological conditions. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12920-015-0107-z) contains supplementary material, which is available to authorized users. BioMed Central 2015-06-17 /pmc/articles/PMC4469119/ /pubmed/26081108 http://dx.doi.org/10.1186/s12920-015-0107-z Text en © Chandrananda et al. 2015 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. 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 Research Article
Chandrananda, Dineika
Thorne, Natalie P.
Bahlo, Melanie
High-resolution characterization of sequence signatures due to non-random cleavage of cell-free DNA
title High-resolution characterization of sequence signatures due to non-random cleavage of cell-free DNA
title_full High-resolution characterization of sequence signatures due to non-random cleavage of cell-free DNA
title_fullStr High-resolution characterization of sequence signatures due to non-random cleavage of cell-free DNA
title_full_unstemmed High-resolution characterization of sequence signatures due to non-random cleavage of cell-free DNA
title_short High-resolution characterization of sequence signatures due to non-random cleavage of cell-free DNA
title_sort high-resolution characterization of sequence signatures due to non-random cleavage of cell-free dna
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4469119/
https://www.ncbi.nlm.nih.gov/pubmed/26081108
http://dx.doi.org/10.1186/s12920-015-0107-z
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