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Proteomics and Protein Markers |
Departments of1
Applied Science, 2
Physics, and 4
Mathematics, the College of William and Mary, Williamsburg, VA.
3 Department of Microbiology and Molecular Cell Biology, Eastern Virginia Medical School, Norfolk, VA.
5 INCOGEN, Inc., Williamsburg, VA.
aAddress correspondence to this author at: Department of Physics, the College of William and Mary, Williamsburg, VA 23187-8795. Fax 757-221-3540; e-mail dasha{at}compsci.wm.edu.
Background: Measurement of peptide/protein concentrations in biological samples for biomarker discovery commonly uses high-sensitivity mass spectrometers with a surface-processing procedure to concentrate the important peptides. These time-of-flight (TOF) instruments typically have low mass resolution and considerable electronic noise associated with their detectors. The net result is unnecessary overlapping of peaks, apparent mass jitter, and difficulty in distinguishing mass peaks from background noise. Many of these effects can be reduced by processing the signal using standard time-series background subtraction, calibration, and filtering techniques.
Methods: Surface-enhanced laser desorption/ionization (SELDI) spectra were acquired on a PBS II instrument from blank, hydrophobic, and IMAC-Cu ProteinChip® arrays (Ciphergen Biosystems, Inc.) incubated with calibration peptide mixtures or pooled serum. TOF data were recorded after single and multiple laser shots at different positions. Correlative analysis was used for time-series calibration. Target filters were used to suppress noise and enhance resolution after baseline removal and noise rescaling.
Results: The developed algorithms compensated for the electronic noise attributable to detector overload, removed the baseline caused by charge accumulation, detected and corrected mass peak jitter, enhanced signal amplitude at higher masses, and improved the resolution by using a deconvolution filter.
Conclusions: These time-series techniques, when applied to SELDI-TOF data before any peak identification procedure, can improve the data to make the peak identification process simpler and more robust. These improvements may be applicable to most TOF instrumentation that uses analog (rather than counting) detectors.
The following articles in journals at HighWire Press have cited this article:
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Y. Wang, X. Zhou, H. Wang, K. Li, L. Yao, and S. T.C. Wong Reversible jump MCMC approach for peak identification for stroke SELDI mass spectrometry using mixture model Bioinformatics, July 1, 2008; 24(13): i407 - i413. [Abstract] [Full Text] [PDF] |
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M. Skold, T. Ryden, V. Samuelsson, C. Bratt, L. Ekblad, H. Olsson, and B. Baldetorp Regression analysis and modelling of data acquisition for SELDI-TOF mass spectrometry Bioinformatics, June 1, 2007; 23(11): 1401 - 1409. [Abstract] [Full Text] [PDF] |
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J. Albrethsen Reproducibility in Protein Profiling by MALDI-TOF Mass Spectrometry Clin. Chem., May 1, 2007; 53(5): 852 - 858. [Abstract] [Full Text] [PDF] |
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H. W. Ressom, R. S. Varghese, S. K. Drake, G. L. Hortin, M. Abdel-Hamid, C. A. Loffredo, and R. Goldman Peak selection from MALDI-TOF mass spectra using ant colony optimization Bioinformatics, March 1, 2007; 23(5): 619 - 626. [Abstract] [Full Text] [PDF] |
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K. R. Coombes Analysis of Mass Spectrometry Profiles of the Serum Proteome - Reply Clin. Chem., July 1, 2005; 51(7): 1309 - 1309. [Full Text] [PDF] |
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J. S. Morris, K. R. Coombes, J. Koomen, K. A. Baggerly, and R. Kobayashi Feature extraction and quantification for mass spectrometry in biomedical applications using the mean spectrum Bioinformatics, May 1, 2005; 21(9): 1764 - 1775. [Abstract] [Full Text] [PDF] |
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L. A. Liotta, M. Lowenthal, A. Mehta, T. P. Conrads, T. D. Veenstra, D. A. Fishman, and E. F. Petricoin III Importance of Communication Between Producers and Consumers of Publicly Available Experimental Data J Natl Cancer Inst, February 16, 2005; 97(4): 310 - 314. [Abstract] [Full Text] [PDF] |
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K. R. Coombes Analysis of Mass Spectrometry Profiles of the Serum Proteome Clin. Chem., January 1, 2005; 51(1): 1 - 2. [Full Text] [PDF] |
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