An Exosome-based Transcriptomic Signature for Noninvasive, Early Detection of Patients With Pancreatic Ductal Adenocarcinoma: A Multicenter Cohort Study
- Abstract
- Background & aims: Pancreatic ductal adenocarcinoma (PDAC) incidence is rising worldwide, and most patients present with an unresectable disease at initial diagnosis. Measurement of carbohydrate antigen 19-9 (CA19-9) levels lacks adequate sensitivity and specificity for early detection; hence, there is an unmet need to develop alternate molecular diagnostic biomarkers for PDAC. Emerging evidence suggests that tumor-derived exosomal cargo, particularly micro RNAs (miRNAs), offer an attractive platform for the development of cancer-specific biomarkers. Herein, genomewide profiling in blood specimens was performed to develop an exosome-based transcriptomic signature for noninvasive and early detection of PDAC.
Methods: Small RNA sequencing was undertaken in a cohort of 44 patients with an early-stage PDAC and 57 nondisease controls. Using machine-learning algorithms, a panel of cell-free (cf) and exosomal (exo) miRNAs were prioritized that discriminated patients with PDAC from control subjects. Subsequently, the performance of the biomarkers was trained and validated in independent cohorts (n = 191) using quantitative reverse transcription polymerase chain reaction (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 (area under the curve [AUC] = 0.98 training cohort; AUC = 0.93 validation cohort); but more importantly, was equally robust for the identification of early-stage PDAC (stages I and 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.
- Author(s)
- Kota Nakamura; Zhongxu Zhu; Souvick Roy; Eunsung Jun; Haiyong Han; Ruben M Munoz; Satoshi Nishiwada; Geeta Sharma; Derek Cridebring; Frederic Zenhausern; Seungchan Kim; Denise J Roe; Sourat Darabi; In-Woong Han; Douglas B Evans; Suguru Yamada; Michael J Demeure; Carlos Becerra; Scott A Celinski; Erkut Borazanci; Susan Tsai; Yasuhiro Kodera; Joon Oh Park; John S Bolton; Xin Wang; Song Cheol Kim; Daniel Von Hoff; Ajay Goel
- Issued Date
- 2022
- Type
- Article
- Keyword
- Diagnostic Biomarker; Exosome; Liquid Biopsy; Pancreatic Cancer; miRNA Signature
- DOI
- 10.1053/j.gastro.2022.06.090
- URI
- https://oak.ulsan.ac.kr/handle/2021.oak/13597
- Publisher
- GASTROENTEROLOGY
- Language
- 영어
- ISSN
- 0016-5085
- Citation Volume
- 163
- Citation Number
- 5
- Citation Start Page
- 1252
- Citation End Page
- 1266
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- Medicine > Nursing
- 공개 및 라이선스
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