Cargando…
Refined characterization of circulating tumor DNA through biological feature integration
Circulating tumor DNA (ctDNA) in blood plasma is present at very low concentrations compared to cell-free DNA (cfDNA) of non-tumor origin. To enhance ctDNA detection, recent studies have been focused on understanding the non-random fragmentation pattern of cfDNA. These studies have investigated frag...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8816939/ https://www.ncbi.nlm.nih.gov/pubmed/35121756 http://dx.doi.org/10.1038/s41598-022-05606-z |
_version_ | 1784645533813440512 |
---|---|
author | Markus, Havell Chandrananda, Dineika Moore, Elizabeth Mouliere, Florent Morris, James Brenton, James D. Smith, Christopher G. Rosenfeld, Nitzan |
author_facet | Markus, Havell Chandrananda, Dineika Moore, Elizabeth Mouliere, Florent Morris, James Brenton, James D. Smith, Christopher G. Rosenfeld, Nitzan |
author_sort | Markus, Havell |
collection | PubMed |
description | Circulating tumor DNA (ctDNA) in blood plasma is present at very low concentrations compared to cell-free DNA (cfDNA) of non-tumor origin. To enhance ctDNA detection, recent studies have been focused on understanding the non-random fragmentation pattern of cfDNA. These studies have investigated fragment sizes, genomic position of fragment end points, and fragment end motifs. Although these features have been described and shown to be aberrant in cancer patients, there is a lack of understanding of how the individual and integrated analysis of these features enrich ctDNA fraction and enhance ctDNA detection. Using whole genome sequencing and copy number analysis of plasma samples from 5 high grade serious ovarian cancer patients, we observed that (1) ctDNA is enriched not only in fragments shorter than mono-nucleosomes (~ 167 bp), but also in those shorter than di-nucleosomes (~ 240–330 bp) (28–159% enrichment). (2) fragments that start and end at the border or within the nucleosome core are enriched in ctDNA (5–46% enrichment). (3) certain DNA motifs conserved in regions 10 bp up- and down- stream of fragment ends (i.e. cleavage sites) could be used to detect tumor-derived fragments (10–44% enrichment). We further show that the integrated analysis of these three features resulted in a higher enrichment of ctDNA when compared to using fragment size alone (additional 7–25% enrichment after fragment size selection). We believe these genome wide features, which are independent of genetic mutational changes, could allow new ways to analyze and interpret cfDNA data, as significant aberrations of these features from a healthy state could improve its utility as a diagnostic biomarker. |
format | Online Article Text |
id | pubmed-8816939 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-88169392022-02-07 Refined characterization of circulating tumor DNA through biological feature integration Markus, Havell Chandrananda, Dineika Moore, Elizabeth Mouliere, Florent Morris, James Brenton, James D. Smith, Christopher G. Rosenfeld, Nitzan Sci Rep Article Circulating tumor DNA (ctDNA) in blood plasma is present at very low concentrations compared to cell-free DNA (cfDNA) of non-tumor origin. To enhance ctDNA detection, recent studies have been focused on understanding the non-random fragmentation pattern of cfDNA. These studies have investigated fragment sizes, genomic position of fragment end points, and fragment end motifs. Although these features have been described and shown to be aberrant in cancer patients, there is a lack of understanding of how the individual and integrated analysis of these features enrich ctDNA fraction and enhance ctDNA detection. Using whole genome sequencing and copy number analysis of plasma samples from 5 high grade serious ovarian cancer patients, we observed that (1) ctDNA is enriched not only in fragments shorter than mono-nucleosomes (~ 167 bp), but also in those shorter than di-nucleosomes (~ 240–330 bp) (28–159% enrichment). (2) fragments that start and end at the border or within the nucleosome core are enriched in ctDNA (5–46% enrichment). (3) certain DNA motifs conserved in regions 10 bp up- and down- stream of fragment ends (i.e. cleavage sites) could be used to detect tumor-derived fragments (10–44% enrichment). We further show that the integrated analysis of these three features resulted in a higher enrichment of ctDNA when compared to using fragment size alone (additional 7–25% enrichment after fragment size selection). We believe these genome wide features, which are independent of genetic mutational changes, could allow new ways to analyze and interpret cfDNA data, as significant aberrations of these features from a healthy state could improve its utility as a diagnostic biomarker. Nature Publishing Group UK 2022-02-04 /pmc/articles/PMC8816939/ /pubmed/35121756 http://dx.doi.org/10.1038/s41598-022-05606-z Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Markus, Havell Chandrananda, Dineika Moore, Elizabeth Mouliere, Florent Morris, James Brenton, James D. Smith, Christopher G. Rosenfeld, Nitzan Refined characterization of circulating tumor DNA through biological feature integration |
title | Refined characterization of circulating tumor DNA through biological feature integration |
title_full | Refined characterization of circulating tumor DNA through biological feature integration |
title_fullStr | Refined characterization of circulating tumor DNA through biological feature integration |
title_full_unstemmed | Refined characterization of circulating tumor DNA through biological feature integration |
title_short | Refined characterization of circulating tumor DNA through biological feature integration |
title_sort | refined characterization of circulating tumor dna through biological feature integration |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8816939/ https://www.ncbi.nlm.nih.gov/pubmed/35121756 http://dx.doi.org/10.1038/s41598-022-05606-z |
work_keys_str_mv | AT markushavell refinedcharacterizationofcirculatingtumordnathroughbiologicalfeatureintegration AT chandranandadineika refinedcharacterizationofcirculatingtumordnathroughbiologicalfeatureintegration AT mooreelizabeth refinedcharacterizationofcirculatingtumordnathroughbiologicalfeatureintegration AT mouliereflorent refinedcharacterizationofcirculatingtumordnathroughbiologicalfeatureintegration AT morrisjames refinedcharacterizationofcirculatingtumordnathroughbiologicalfeatureintegration AT brentonjamesd refinedcharacterizationofcirculatingtumordnathroughbiologicalfeatureintegration AT smithchristopherg refinedcharacterizationofcirculatingtumordnathroughbiologicalfeatureintegration AT rosenfeldnitzan refinedcharacterizationofcirculatingtumordnathroughbiologicalfeatureintegration |