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A Plasma-Derived Protein-Metabolite Multiplexed Panel for Early-Stage Pancreatic Cancer
- Source :
- JNCI Journal of the National Cancer Institute
- Publication Year :
- 2018
- Publisher :
- Oxford University Press (OUP), 2018.
-
Abstract
- Background We applied a training and testing approach to develop and validate a plasma metabolite panel for the detection of early-stage pancreatic ductal adenocarcinoma (PDAC) alone and in combination with a previously validated protein panel for early-stage PDAC. Methods A comprehensive metabolomics platform was initially applied to plasmas collected from 20 PDAC cases and 80 controls. Candidate markers were filtered based on a second independent cohort that included nine invasive intraductal papillary mucinous neoplasm cases and 51 benign pancreatic cysts. Blinded validation of the resulting metabolite panel was performed in an independent test cohort consisting of 39 resectable PDAC cases and 82 matched healthy controls. The additive value of combining the metabolite panel with a previously validated protein panel was evaluated. Results Five metabolites (acetylspermidine, diacetylspermine, an indole-derivative, and two lysophosphatidylcholines) were selected as a panel based on filtering criteria. A combination rule was developed for distinguishing between PDAC and healthy controls using the Training Set. In the blinded validation study with early-stage PDAC samples and controls, the five metabolites yielded areas under the curve (AUCs) ranging from 0.726 to 0.842, and the combined metabolite model yielded an AUC of 0.892 (95% confidence interval [CI] = 0.828 to 0.956). Performance was further statistically significantly improved by combining the metabolite panel with a previously validated protein marker panel consisting of CA 19–9, LRG1, and TIMP1 (AUC = 0.924, 95% CI = 0.864 to 0.983, comparison DeLong test one-sided P= .02). Conclusions A metabolite panel in combination with CA19-9, TIMP1, and LRG1 exhibited substantially improved performance in the detection of early-stage PDAC compared with a protein panel alone.
- Subjects :
- Oncology
Cancer Research
medicine.medical_specialty
Metabolite
03 medical and health sciences
chemistry.chemical_compound
0302 clinical medicine
Internal medicine
Pancreatic cancer
Biomarkers, Tumor
medicine
Humans
Neoplasm Invasiveness
Stage (cooking)
Neoplasm Staging
Intraductal papillary mucinous neoplasm
Plasma derived
business.industry
Articles
medicine.disease
Adenocarcinoma, Mucinous
Carcinoma, Papillary
Confidence interval
3. Good health
Pancreatic Neoplasms
chemistry
LRG1
Case-Control Studies
030220 oncology & carcinogenesis
Metabolome
Pancreatic cysts
Transcriptome
business
Carcinoma, Pancreatic Ductal
Follow-Up Studies
Subjects
Details
- ISSN :
- 14602105 and 00278874
- Volume :
- 111
- Database :
- OpenAIRE
- Journal :
- JNCI: Journal of the National Cancer Institute
- Accession number :
- edsair.doi.dedup.....34331db9bf37ebdae1e648ffc77a9158