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Detection of early stage pancreatic cancer using 5-hydroxymethylcytosine signatures in circulating cell free DNA
Pancreatic cancer is often detected late, when curative therapies are no longer possible. Here, we present non-invasive detection of pancreatic ductal adenocarcinoma (PDAC) by 5-hydroxymethylcytosine (5hmC) changes in circulating cell free DNA from a PDAC cohort (n = 64) in comparison with a non-can...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7572413/ https://www.ncbi.nlm.nih.gov/pubmed/33077732 http://dx.doi.org/10.1038/s41467-020-18965-w |
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author | Guler, Gulfem D. Ning, Yuhong Ku, Chin-Jen Phillips, Tierney McCarthy, Erin Ellison, Christopher K. Bergamaschi, Anna Collin, Francois Lloyd, Paul Scott, Aaron Antoine, Michael Wang, Wendy Chau, Kim Ashworth, Alan Quake, Stephen R. Levy, Samuel |
author_facet | Guler, Gulfem D. Ning, Yuhong Ku, Chin-Jen Phillips, Tierney McCarthy, Erin Ellison, Christopher K. Bergamaschi, Anna Collin, Francois Lloyd, Paul Scott, Aaron Antoine, Michael Wang, Wendy Chau, Kim Ashworth, Alan Quake, Stephen R. Levy, Samuel |
author_sort | Guler, Gulfem D. |
collection | PubMed |
description | Pancreatic cancer is often detected late, when curative therapies are no longer possible. Here, we present non-invasive detection of pancreatic ductal adenocarcinoma (PDAC) by 5-hydroxymethylcytosine (5hmC) changes in circulating cell free DNA from a PDAC cohort (n = 64) in comparison with a non-cancer cohort (n = 243). Differential hydroxymethylation is found in thousands of genes, most significantly in genes related to pancreas development or function (GATA4, GATA6, PROX1, ONECUT1, MEIS2), and cancer pathogenesis (YAP1, TEAD1, PROX1, IGF1). cfDNA hydroxymethylome in PDAC cohort is differentially enriched for genes that are commonly de-regulated in PDAC tumors upon activation of KRAS and inactivation of TP53. Regularized regression models built using 5hmC densities in genes perform with AUC of 0.92 (discovery dataset, n = 79) and 0.92–0.94 (two independent test sets, n = 228). Furthermore, tissue-derived 5hmC features can be used to classify PDAC cfDNA (AUC = 0.88). These findings suggest that 5hmC changes enable classification of PDAC even during early stage disease. |
format | Online Article Text |
id | pubmed-7572413 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-75724132020-10-21 Detection of early stage pancreatic cancer using 5-hydroxymethylcytosine signatures in circulating cell free DNA Guler, Gulfem D. Ning, Yuhong Ku, Chin-Jen Phillips, Tierney McCarthy, Erin Ellison, Christopher K. Bergamaschi, Anna Collin, Francois Lloyd, Paul Scott, Aaron Antoine, Michael Wang, Wendy Chau, Kim Ashworth, Alan Quake, Stephen R. Levy, Samuel Nat Commun Article Pancreatic cancer is often detected late, when curative therapies are no longer possible. Here, we present non-invasive detection of pancreatic ductal adenocarcinoma (PDAC) by 5-hydroxymethylcytosine (5hmC) changes in circulating cell free DNA from a PDAC cohort (n = 64) in comparison with a non-cancer cohort (n = 243). Differential hydroxymethylation is found in thousands of genes, most significantly in genes related to pancreas development or function (GATA4, GATA6, PROX1, ONECUT1, MEIS2), and cancer pathogenesis (YAP1, TEAD1, PROX1, IGF1). cfDNA hydroxymethylome in PDAC cohort is differentially enriched for genes that are commonly de-regulated in PDAC tumors upon activation of KRAS and inactivation of TP53. Regularized regression models built using 5hmC densities in genes perform with AUC of 0.92 (discovery dataset, n = 79) and 0.92–0.94 (two independent test sets, n = 228). Furthermore, tissue-derived 5hmC features can be used to classify PDAC cfDNA (AUC = 0.88). These findings suggest that 5hmC changes enable classification of PDAC even during early stage disease. Nature Publishing Group UK 2020-10-19 /pmc/articles/PMC7572413/ /pubmed/33077732 http://dx.doi.org/10.1038/s41467-020-18965-w Text en © The Author(s) 2020 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Guler, Gulfem D. Ning, Yuhong Ku, Chin-Jen Phillips, Tierney McCarthy, Erin Ellison, Christopher K. Bergamaschi, Anna Collin, Francois Lloyd, Paul Scott, Aaron Antoine, Michael Wang, Wendy Chau, Kim Ashworth, Alan Quake, Stephen R. Levy, Samuel Detection of early stage pancreatic cancer using 5-hydroxymethylcytosine signatures in circulating cell free DNA |
title | Detection of early stage pancreatic cancer using 5-hydroxymethylcytosine signatures in circulating cell free DNA |
title_full | Detection of early stage pancreatic cancer using 5-hydroxymethylcytosine signatures in circulating cell free DNA |
title_fullStr | Detection of early stage pancreatic cancer using 5-hydroxymethylcytosine signatures in circulating cell free DNA |
title_full_unstemmed | Detection of early stage pancreatic cancer using 5-hydroxymethylcytosine signatures in circulating cell free DNA |
title_short | Detection of early stage pancreatic cancer using 5-hydroxymethylcytosine signatures in circulating cell free DNA |
title_sort | detection of early stage pancreatic cancer using 5-hydroxymethylcytosine signatures in circulating cell free dna |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7572413/ https://www.ncbi.nlm.nih.gov/pubmed/33077732 http://dx.doi.org/10.1038/s41467-020-18965-w |
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