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A feasibility study of colorectal cancer diagnosis via circulating tumor DNA derived CNV detection
Circulating tumor DNA (ctDNA) has shown great promise as a biomarker for early detection of cancer. However, due to the low abundance of ctDNA, especially at early stages, it is hard to detect at high accuracies while keeping sequencing costs low. Here we present a pilot stage study to detect large...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5965833/ https://www.ncbi.nlm.nih.gov/pubmed/29791457 http://dx.doi.org/10.1371/journal.pone.0196826 |
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author | Molparia, Bhuvan Oliveira, Glenn Wagner, Jennifer L. Spencer, Emily G. Torkamani, Ali |
author_facet | Molparia, Bhuvan Oliveira, Glenn Wagner, Jennifer L. Spencer, Emily G. Torkamani, Ali |
author_sort | Molparia, Bhuvan |
collection | PubMed |
description | Circulating tumor DNA (ctDNA) has shown great promise as a biomarker for early detection of cancer. However, due to the low abundance of ctDNA, especially at early stages, it is hard to detect at high accuracies while keeping sequencing costs low. Here we present a pilot stage study to detect large scale somatic copy numbers variations (CNVs), which contribute more molecules to ctDNA signal compared to point mutations, via cell free DNA sequencing. We show that it is possible to detect somatic CNVs in early stage colorectal cancer (CRC) patients and subsequently discriminate them from normal patients. With 25 normal and 24 CRC samples, we achieve 100% specificity (lower bound confidence interval: 86%) and ~79% sensitivity (95% confidence interval: 63% - 95%,), though the performance should be considered with caution given the limited sample size. We report a lack of concordance between the CNVs detected via cfDNA sequencing and CNVs identified in parent tissue samples. However, recent findings suggest that a lack of concordance is expected for CNVs in CRC because of their sub-clonal nature. Finally, the CNVs we detect very likely contribute to cancer progression as they lie in functionally important regions, and have been shown to be associated with CRC specifically. This study paves the path for a larger scale exploration of the potential of CNV detection for both diagnoses and prognoses of cancer. |
format | Online Article Text |
id | pubmed-5965833 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-59658332018-06-02 A feasibility study of colorectal cancer diagnosis via circulating tumor DNA derived CNV detection Molparia, Bhuvan Oliveira, Glenn Wagner, Jennifer L. Spencer, Emily G. Torkamani, Ali PLoS One Research Article Circulating tumor DNA (ctDNA) has shown great promise as a biomarker for early detection of cancer. However, due to the low abundance of ctDNA, especially at early stages, it is hard to detect at high accuracies while keeping sequencing costs low. Here we present a pilot stage study to detect large scale somatic copy numbers variations (CNVs), which contribute more molecules to ctDNA signal compared to point mutations, via cell free DNA sequencing. We show that it is possible to detect somatic CNVs in early stage colorectal cancer (CRC) patients and subsequently discriminate them from normal patients. With 25 normal and 24 CRC samples, we achieve 100% specificity (lower bound confidence interval: 86%) and ~79% sensitivity (95% confidence interval: 63% - 95%,), though the performance should be considered with caution given the limited sample size. We report a lack of concordance between the CNVs detected via cfDNA sequencing and CNVs identified in parent tissue samples. However, recent findings suggest that a lack of concordance is expected for CNVs in CRC because of their sub-clonal nature. Finally, the CNVs we detect very likely contribute to cancer progression as they lie in functionally important regions, and have been shown to be associated with CRC specifically. This study paves the path for a larger scale exploration of the potential of CNV detection for both diagnoses and prognoses of cancer. Public Library of Science 2018-05-23 /pmc/articles/PMC5965833/ /pubmed/29791457 http://dx.doi.org/10.1371/journal.pone.0196826 Text en © 2018 Molparia et al http://creativecommons.org/licenses/by/4.0/ 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 author and source are credited. |
spellingShingle | Research Article Molparia, Bhuvan Oliveira, Glenn Wagner, Jennifer L. Spencer, Emily G. Torkamani, Ali A feasibility study of colorectal cancer diagnosis via circulating tumor DNA derived CNV detection |
title | A feasibility study of colorectal cancer diagnosis via circulating tumor DNA derived CNV detection |
title_full | A feasibility study of colorectal cancer diagnosis via circulating tumor DNA derived CNV detection |
title_fullStr | A feasibility study of colorectal cancer diagnosis via circulating tumor DNA derived CNV detection |
title_full_unstemmed | A feasibility study of colorectal cancer diagnosis via circulating tumor DNA derived CNV detection |
title_short | A feasibility study of colorectal cancer diagnosis via circulating tumor DNA derived CNV detection |
title_sort | feasibility study of colorectal cancer diagnosis via circulating tumor dna derived cnv detection |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5965833/ https://www.ncbi.nlm.nih.gov/pubmed/29791457 http://dx.doi.org/10.1371/journal.pone.0196826 |
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