1. A rigorous multi-laboratory study of known PDAC biomarkers identifies increased sensitivity and specificity over CA19-9 alone.
- Author
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Haab B, Qian L, Staal B, Jain M, Fahrmann J, Worthington C, Prosser D, Velokokhatnaya L, Lopez C, Tang R, Hurd MW, Natarajan G, Kumar S, Smith L, Hanash S, Batra SK, Maitra A, Lokshin A, Huang Y, and Brand RE
- Subjects
- Humans, Case-Control Studies, Female, Male, Middle Aged, Sensitivity and Specificity, Aged, Antigens, Tumor-Associated, Carbohydrate blood, Biomarkers, Tumor blood, Carcinoma, Pancreatic Ductal blood, Carcinoma, Pancreatic Ductal diagnosis, Carcinoma, Pancreatic Ductal pathology, Pancreatic Neoplasms blood, Pancreatic Neoplasms diagnosis, Pancreatic Neoplasms pathology, CA-19-9 Antigen blood
- Abstract
A blood test that enables surveillance for early-stage pancreatic ductal adenocarcinoma (PDAC) is an urgent need. Independent laboratories have reported PDAC biomarkers that could improve biomarker performance over CA19-9 alone, but the performance of the previously reported biomarkers in combination is not known. Therefore, we conducted a coordinated case/control study across multiple laboratories using common sets of blinded training and validation samples (132 and 295 plasma samples, respectively) from PDAC patients and non-PDAC control subjects representing conditions under which surveillance occurs. We analyzed the training set to identify candidate biomarker combination panels using biomarkers across laboratories, and we applied the fixed panels to the validation set. The panels identified in the training set, CA19-9 with CA199.STRA, LRG1, TIMP-1, TGM2, THSP2, ANG, and MUC16.STRA, achieved consistent performance in the validation set. The panel of CA19-9 with the glycan biomarker CA199.STRA improved sensitivity from 0.44 with 0.98 specificity for CA19-9 alone to 0.71 with 0.98 specificity (p < 0.001, 1000-fold bootstrap). Similarly, CA19-9 combined with the protein biomarker LRG1 and CA199.STRA improved specificity from 0.16 with 0.94 sensitivity for CA19-9 to 0.65 with 0.89 sensitivity (p < 0.001, 1000-fold bootstrap). We further validated significantly improved performance using biomarker panels that did not include CA19-9. This study establishes the effectiveness of a coordinated study of previously discovered biomarkers and identified panels of those biomarkers that significantly increased the sensitivity and specificity of early-stage PDAC detection in a rigorous validation trial., Competing Interests: Declaration of competing interest AM is a consultant for Tezcat Biotechnologies and is a co-inventor on a patent that has been licensed from Johns Hopkins University by Thrive Earlier Detection (an Exact Sciences company). RB received research funding from Immunovia and Freenome and serves as on the advisory board for Immunovia. The authors declare no other reported potential conflicts of interest., (Copyright © 2024 The Authors. Published by Elsevier B.V. All rights reserved.)
- Published
- 2024
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