An exosome-based transcriptomic signature for noninvasive, early detection of patients with pancreatic ductal adenocarcinoma : A multicenter cohort study
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Author(s)
Related Research Unit(s)
Detail(s)
Original language | English |
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Pages (from-to) | 1252-1266.e2 |
Journal / Publication | Gastroenterology |
Volume | 163 |
Issue number | 5 |
Online published | 16 Jul 2022 |
Publication status | Published - Nov 2022 |
Link(s)
Abstract
Methods: Small RNA-sequencing was undertaken in a cohort of 44 patients with an early-stage PDAC and 57 non-disease controls. Using machine-learning algorithms, a panel of cell-free (cf) and exosomal (exo) miRNAs was prioritized that discriminated PDAC patients from control subjects. Subsequently, the performance of the biomarkers was trained and validated in independent cohorts (n=191) using quantitative real time PCR (qRT-PCR) assays.
Results: The sequencing analysis initially identified a panel of 30 overexpressed miRNAs in PDAC. Subsequently using qRT-PCR assays, the panel was reduced to 13 markers (5 cf- and 8 exo-miRNAs), which successfully identified patients with all stages of PDAC (AUC=0.98 training cohort; AUC=0.93 validation cohort); but more importantly, was equally robust for the identification of early-stage PDAC (stages 1&II; AUC=0.93). Furthermore, this transcriptomic signature successfully identified CA19-9 negative cases (<37 U/ml; AUC=0.96), when analyzed in combination with CA19-9 levels, significantly improved the overall diagnostic accuracy (AUC=0.99 vs. AUC=0.86 for CA19-9 alone).
Conclusions: In this study, an exosome-based liquid-biopsy signature for the noninvasive and robust detection of patients with PDAC was developed.
Research Area(s)
- Diagnostic Biomarker, Exosome, Liquid Biopsy, miRNA Signature, Pancreatic Cancer
Bibliographic Note
Citation Format(s)
In: Gastroenterology, Vol. 163, No. 5, 11.2022, p. 1252-1266.e2.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review