Possible Detection of Pancreatic Cancer by Plasma Protein Profiling
Open Access
- 15 November 2005
- journal article
- Published by American Association for Cancer Research (AACR) in Cancer Research
- Vol. 65 (22) , 10613-10622
- https://doi.org/10.1158/0008-5472.can-05-1851
Abstract
The survival rate of pancreatic cancer patients is the lowest among those with common solid tumors, and early detection is one of the most feasible means of improving outcomes. We compared plasma proteomes between pancreatic cancer patients and sex- and age-matched healthy controls using surface-enhanced laser desorption/ionization coupled with hybrid quadrupole time-of-flight mass spectrometry. Proteomic spectra were generated from a total of 245 plasma samples obtained from two institutes. A discriminating proteomic pattern was extracted from a training cohort (71 pancreatic cancer patients and 71 healthy controls) using a support vector machine learning algorithm and was applied to two validation cohorts. We recognized a set of four mass peaks at 8,766, 17,272, 28,080, and 14,779 m/z, whose mean intensities differed significantly (Mann-Whitney U test, P < 0.01), as most accurately discriminating cancer patients from healthy controls in the training cohort [sensitivity of 97.2% (69 of 71), specificity of 94.4% (67 of 71), and area under the curve value of 0.978]. This set discriminated cancer patients in the first validation cohort with a sensitivity of 90.9% (30 of 33) and a specificity of 91.1% (41 of 45), and its discriminating capacity was further validated in an independent cohort at a second institution. When combined with CA19-9, 100% (29 of 29 patients) of pancreatic cancers, including early-stage (stages I and II) tumors, were detected. Although a multi-institutional large-scale study will be necessary to confirm clinical significance, the biomarker set identified in this study may be applicable to using plasma samples to diagnose pancreatic cancer.Keywords
This publication has 35 references indexed in Scilit:
- Serum protein profiling by SELDI mass spectrometry: detection of multiple variants of serum amyloid alpha in renal cancer patientsLaboratory Investigation, 2004
- Clinical utility of serum amyloid A and macrophage migration inhibitory factor as serum biomarkers for the detection of nonsmall cell lung carcinomaCancer, 2004
- Identification and validation of a potential lung cancer serum biomarker detected by matrix‐assisted laser desorption/ionization‐time of flight spectra analysisProteomics, 2003
- Diagnostic Potential of Serum Proteomic Patterns in Prostate CancerJournal of Urology, 2003
- proteomics technologies: Probing the proteomeNature, 2003
- Cancer statistics, 1999CA: A Cancer Journal for Clinicians, 1999
- Japan Pancreatic Cancer RegistryPancreas, 1998
- Diagnostic value of CA 19-9 in patients with pancreatic cancer and nonspecific gastrointestinal symptomsJournal of Gastrointestinal Surgery, 1997
- Monoclonal antibody detection of a circulating tumor-associated antigen. I. Presence of antigen in sera of patients with colorectal, gastric, and pancreatic carcinomaJournal of Clinical Immunology, 1982
- Basic principles of ROC analysisSeminars in Nuclear Medicine, 1978