The Impact of Peptide Abundance and Dynamic Range on Stable-Isotope-Based Quantitative Proteomic Analyses
- 18 September 2008
- journal article
- research article
- Published by American Chemical Society (ACS) in Journal of Proteome Research
- Vol. 7 (11), 4756-4765
- https://doi.org/10.1021/pr800333e
Abstract
Recently, mass spectrometry has been employed in many studies to provide unbiased, reproducible, and quantitative protein abundance information on a proteome-wide scale. However, how instruments’ limited dynamic ranges impact the accuracy of such measurements has remained largely unexplored, especially in the context of complex mixtures. Here, we examined the distribution of peptide signal versus background noise (S/N) and its correlation with quantitative accuracy. With the use of metabolically labeled Jurkat cell lysate, over half of all confidently identified peptides had S/N ratios less than 10 when examined using both hybrid linear ion trap−Fourier transform ion cyclotron resonance and Orbitrap mass spectrometers. Quantification accuracy was also highly correlated with S/N. We developed a mass precision algorithm that significantly reduced measurement variance at low S/N beyond the use of highly accurate mass information alone and expanded it into a new software suite, Vista. We also evaluated the interplay between mass measurement accuracy and S/N; finding a balance between both parameters produced the greatest identification and quantification rates. Finally, we demonstrate that S/N can be a useful surrogate for relative abundance ratios when only a single species is detected.Keywords
This publication has 30 references indexed in Scilit:
- Quantitative Mass Spectrometry Identifies Insulin Signaling Targets in C. elegansScience, 2007
- Quantitative proteomic assessment of very early cellular signaling eventsNature Biotechnology, 2007
- Target-decoy search strategy for increased confidence in large-scale protein identifications by mass spectrometryNature Methods, 2007
- Large-scale phosphorylation analysis of mouse liverProceedings of the National Academy of Sciences, 2007
- Optimization and Use of Peptide Mass Measurement Accuracy in Shotgun ProteomicsMolecular & Cellular Proteomics, 2006
- Systematic Comparison of a Two-dimensional Ion Trap and a Three-dimensional Ion Trap Mass Spectrometer in ProteomicsMolecular & Cellular Proteomics, 2005
- Accurate mass measurements by Fourier transform mass spectrometryMass Spectrometry Reviews, 2004
- Empirical Statistical Model To Estimate the Accuracy of Peptide Identifications Made by MS/MS and Database SearchAnalytical Chemistry, 2002
- Probability-based protein identification by searching sequence databases using mass spectrometry dataElectrophoresis, 1999
- An approach to correlate tandem mass spectral data of peptides with amino acid sequences in a protein databaseJournal of the American Society for Mass Spectrometry, 1994