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Oncotarget ; 7(17): 23263-81, 2016 Apr 26.
Article in English | MEDLINE | ID: mdl-26993610

ABSTRACT

PURPOSE: Pancreatic ductal adenocarcinoma (PDAC) is largely incurable due to late diagnosis. Superior early detection biomarkers are critical to improving PDAC survival and risk stratification. EXPERIMENTAL DESIGN: Optimized meta-analysis of PDAC transcriptome datasets identified and validated key PDAC biomarkers. PDAC-specific expression of a 5-gene biomarker panel was measured by qRT-PCR in microdissected patient-derived FFPE tissues. Cell-based assays assessed impact of two of these biomarkers, TMPRSS4 and ECT2, on PDAC cells. RESULTS: A 5-gene PDAC classifier (TMPRSS4, AHNAK2, POSTN, ECT2, SERPINB5) achieved on average 95% sensitivity and 89% specificity in discriminating PDAC from non-tumor samples in four training sets and similar performance (sensitivity = 94%, specificity = 89.6%) in five independent validation datasets. This classifier accurately discriminated PDAC from chronic pancreatitis (AUC = 0.83), other cancers (AUC = 0.89), and non-tumor from PDAC precursors (AUC = 0.92) in three independent datasets. Importantly, the classifier distinguished PanIN from healthy pancreas in the PDX1-Cre;LSL-KrasG12D PDAC mouse model. Discriminatory expression of the PDAC classifier genes was confirmed in microdissected FFPE samples of PDAC and matched surrounding non-tumor pancreas or pancreatitis. Notably, knock-down of TMPRSS4 and ECT2 reduced PDAC soft agar growth and cell viability and TMPRSS4 knockdown also blocked PDAC migration and invasion. CONCLUSIONS: This study identified and validated a highly accurate 5-gene PDAC classifier for discriminating PDAC and early precursor lesions from non-malignant tissue that may facilitate early diagnosis and risk stratification upon validation in prospective clinical trials. Cell-based experiments of two overexpressed proteins encoded by the panel, TMPRSS4 and ECT2, suggest a causal link to PDAC development and progression, confirming them as potential therapeutic targets.


Subject(s)
Adenocarcinoma/genetics , Biomarkers, Tumor/genetics , Carcinoma, Pancreatic Ductal/genetics , Membrane Proteins/genetics , Pancreatic Neoplasms/genetics , Proto-Oncogene Proteins/genetics , Serine Endopeptidases/genetics , Transcriptome , Adenocarcinoma/classification , Adenocarcinoma/pathology , Carcinoma in Situ/classification , Carcinoma in Situ/genetics , Carcinoma in Situ/pathology , Carcinoma, Pancreatic Ductal/classification , Carcinoma, Pancreatic Ductal/pathology , Case-Control Studies , Disease Progression , Early Detection of Cancer , Follow-Up Studies , Gene Expression Regulation, Neoplastic , Humans , Pancreatic Neoplasms/classification , Pancreatic Neoplasms/pathology , Prognosis , Pancreatic Neoplasms
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