Abstract

Background: To account for cancer heterogeneity, we previously introduced the concept of "personalized" tumor markers, which are biomarkers that are informative in subsets of patients or even a single patient. Recent developments in various multiplex protein technologies create excitement for the discovery of markers of tumor burden in individual patients, but the reliability of the technologies remains to be tested for this purpose. Here, we sought to explore the potential of a novel proteomics platform, which utilizes a multiplexed antibody microarray, to detect changes in serum protein concentration that may correlate to tumor burden in pancreatic cancer. Methods: We applied the Quantibody® Human Kiloplex Array to simultaneously measure 1,000 proteins in sera obtained pre- and post-surgically from five pancreatic cancer patients. We expected that proteins which decreased post-surgery may correlate to tumor burden. Sera from two healthy individuals, split into two aliquots each, were used as controls. To validate the multiplexed results, we used single-target ELISA assays to measure the proteins with the largest serum concentration changes after surgery in sera collected pre- and post-surgically from the previous five patients and 10 additional patients. Results: The multiplexed array revealed nine proteins with more than two-fold post-surgical decrease in at least two of five patients. However, validation using single ELISAs showed that only two proteins tested displayed more than two-fold post-surgical decrease in one of the five original patients. In the independent cohort, six of the proteins tested showed at least a two-fold decrease post-surgery in at least one patient. Conclusions: Our study found that the Quantibody® Human Kiloplex Array results could not be reliably replicated with individual ELISA assays and most hits would likely represent false positives if applied to biomarker discovery. These findings suggest that data from novel, high-throughput proteomic platforms need stringent validation to avoid false discoveries.

Highlights

  • Cancer manifests through alterations in the expression and interaction of proteins, which taken together gives rise to hallmarks such as unchecked cellular proliferation and metastasis[1]

  • Limitations in mass spectrometry (MS)-based techniques has instigated an explosion of novel, multiplexed proteomics technologies, each promising high precision and resolution while only using miniscule amounts of blood-based samples (

  • We observed a high rate of potential false positives using the Quantibody® Kiloplex array for identifying changes in protein concentration in the serum of pancreatic cancer patients

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Summary

Introduction

Cancer manifests through alterations in the expression and interaction of proteins, which taken together gives rise to hallmarks such as unchecked cellular proliferation and metastasis[1]. Despite vast progress in MS-based methods over the past decade, the dynamic range of assays, especially in complex mixtures such as serum, may still lack the sensitivity to detect rare tumor-related proteins in biological fluids[4,5]. When it comes to sensitivity, there is perhaps no better tool than the enzyme-linked immunosorbent assay (ELISA). To validate the multiplexed results, we used single-target ELISA assays to measure the proteins with the largest serum concentration changes after surgery in sera collected pre- and post-surgically from the previous five patients and 10 additional patients. Validation using single ELISAs showed that only two proteins tested displayed more than two-fold post-surgical decrease in one of version 2 (revision)

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