Back to Search Start Over

Independent Validation and Assay Standardization of Improved Metabolic Biomarker Signature to Differentiate Pancreatic Ductal Adenocarcinoma From Chronic Pancreatitis

Authors :
Ujjwal M. Mahajan
Bettina Oehrle
Simon Sirtl
Ahmed Alnatsha
Elisabetta Goni
Ivonne Regel
Georg Beyer
Marlies Vornhülz
Jakob Vielhauer
Ansgar Chromik
Markus Bahra
Fritz Klein
Waldemar Uhl
Tim Fahlbusch
Marius Distler
Jürgen Weitz
Robert Grützmann
Christian Pilarsky
Frank Ulrich Weiss
M. Gordian Adam
John P. Neoptolemos
Holger Kalthoff
Roland Rad
Nicole Christiansen
Bianca Bethan
Beate Kamlage
Markus M. Lerch
Julia Mayerle
Source :
Gastroenterology. 163:1407-1422
Publication Year :
2022
Publisher :
Elsevier BV, 2022.

Abstract

Pancreatic ductal adenocarcinoma cancer (PDAC) is a highly lethal malignancy requiring efficient detection when the primary tumor is still resectable. We previously developed the MxPancreasScore comprising 9 analytes and serum carbohydrate antigen 19-9 (CA19-9), achieving an accuracy of 90.6%. The necessity for 5 different analytical platforms and multiple analytical runs, however, hindered clinical applicability. We therefore aimed to develop a simpler single-analytical run, single-platform diagnostic signature.We evaluated 941 patients (PDAC, 356; chronic pancreatitis [CP], 304; nonpancreatic disease, 281) in 3 multicenter independent tests, and identification (ID) and validation cohort 1 (VD1) and 2 (VD2) were evaluated. Targeted quantitative plasma metabolite analysis was performed on a liquid chromatography-tandem mass spectrometry platform. A machine learning-aided algorithm identified an improved (i-Metabolic) and minimalistic metabolic (m-Metabolic) signatures, and compared them for performance.The i-Metabolic Signature, (12 analytes plus CA19-9) distinguished PDAC from CP with area under the curve (95% confidence interval) of 97.2% (97.1%-97.3%), 93.5% (93.4%-93.7%), and 92.2% (92.1%-92.3%) in the ID, VD1, and VD2 cohorts, respectively. In the VD2 cohort, the m-Metabolic signature (4 analytes plus CA19-9) discriminated PDAC from CP with a sensitivity of 77.3% and specificity of 89.6%, with an overall accuracy of 82.4%. For the subset of 45 patients with PDAC with resectable stages IA-IIB tumors, the sensitivity, specificity, and accuracy were 73.2%, 89.6%, and 82.7%, respectively; for those with detectable CA19-92 U/mL, 81.6%, 88.7%, and 84.5%, respectively; and for those with CA19-937 U/mL, 39.7%, 94.1%, and 76.3%, respectively.The single-platform, single-run, m-Metabolic signature of just 4 metabolites used in combination with serum CA19-9 levels is an innovative accurate diagnostic tool for PDAC at the time of clinical presentation, warranting further large-scale evaluation.

Details

ISSN :
00165085
Volume :
163
Database :
OpenAIRE
Journal :
Gastroenterology
Accession number :
edsair.doi.dedup.....150dcc51e3c382b44d1ab094ac49cf29