Serum Peptide Profiling by Magnetic Particle-Assisted, Automated Sample Processing and MALDI-TOF Mass Spectrometry
Top Cited Papers
- 14 February 2004
- journal article
- research article
- Published by American Chemical Society (ACS) in Analytical Chemistry
- Vol. 76 (6) , 1560-1570
- https://doi.org/10.1021/ac0352171
Abstract
Human serum contains a complex array of proteolytically derived peptides (serum peptidome) that may provide a correlate of biological events occurring in the entire organism; for instance, as a diagnostic for solid tumors (Petricoin, E. F.; Ardekani, A. M.; Hitt, B. A.; Levine, P. J.; Fusaro, V. A.; Steinberg, S. M.; Mills, G. B.; Simone, C.; Fishman, D. A.; Kohn, E. C.; Liotta, L. Lancet 2002, 359, 572-577). Here, we describe a novel, automated technology platform for the simultaneous measurement of serum peptides that is simple, scalable, and generates highly reproducible patterns. Peptides are captured and concentrated using reversed-phase (RP) batch processing in a magnetic particle-based format, automated on a liquid handling robot, and followed by a MALDI TOF mass spectrometric readout. The protocol is based on a detailed investigation of serum handling, RP ligand and eluant selection, small-volume robotics design, an optimized spectral acquisition program, and consistent peak extraction plus binning across a study set. The improved sensitivity and resolution allowed detection of 400 polypeptides (0.8-15-kDa range) in a single droplet (approximately 50 microL) of serum, and almost 2000 unique peptides in larger sample sets, which can then be analyzed using common microarray data analysis software. A pilot study indicated that sera from brain tumor patients can be distinguished from controls based on a pattern of 274 peptide masses. This, in turn, served to create a learning algorithm that correctly predicted 96.4% of the samples as either normal or diseased.Keywords
This publication has 17 references indexed in Scilit:
- Protocols for disease classification from mass spectrometry dataProteomics, 2003
- Proteomic applications for the early detection of cancerNature Reviews Cancer, 2003
- The case for early detectionNature Reviews Cancer, 2003
- Genomic data sampling and its effect on classification performance assessmentBMC Bioinformatics, 2003
- The Human Plasma ProteomeMolecular & Cellular Proteomics, 2002
- Clinical proteomics: translating benchside promise into bedside realityNature Reviews Drug Discovery, 2002
- Analysis of Proteins and Proteomes by Mass SpectrometryAnnual Review of Biochemistry, 2001
- Distinct types of diffuse large B-cell lymphoma identified by gene expression profilingNature, 2000
- Influence of Matrix Solution Conditions on the MALDI-MS Analysis of Peptides and ProteinsAnalytical Chemistry, 1996
- Matrix-Assisted Laser Desorption/Ionization Mass Spectrometry of BiopolymersAnalytical Chemistry, 1991