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-c...
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Veröffentlicht in: | Nature communications 2020-10, Vol.11 (1), p.5270-5270, Article 5270 |
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Sprache: | eng |
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Zusammenfassung: | 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.
Circulating DNA detected in plasma can be used for diagnostic purposes. Here, the authors show that the 5-hydroxymethyl cytosine biomarker from plasma-derived cell free DNA can be used to detect early stage pancreatic cancer. |
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ISSN: | 2041-1723 2041-1723 |
DOI: | 10.1038/s41467-020-18965-w |