A correlation algorithm for the automated quantitative analysis of shotgun proteomics data

被引:214
作者
MacCoss, MJ [1 ]
Wu, CC [1 ]
Liu, HB [1 ]
Sadygov, R [1 ]
Yates, JR [1 ]
机构
[1] Scripps Res Inst, Dept Cell Biol, La Jolla, CA 92037 USA
关键词
D O I
10.1021/ac034790h
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Quantitative shotgun proteomic analyses are facilitated using chemical tags such as ICAT and metabolic labeling strategies with stable isotopes. The rapid high-throughput production of quantitative "shotgun" proteomic data necessitates the development of software to automatically convert mass spectrometry-derived data of peptides into relative protein abundances. We describe a computer program called RelEx, which uses a least-squares regression for the calculation of the peptide ion current ratios from the mass spectrometry-derived ion chromatograms. RelEx is tolerant of poor signal-to-noise data and can automatically discard nonusable chromatograms and outlier ratios. We apply a simple correction for systematic errors that improves the accuracy of the quantitative measurement by 32 +/- 4%. Our automated approach was validated using labeled mixtures composed of known molar ratios and demonstrated in a real sample by measuring the effect of osmotic stress on protein expression in Saccharomyces cerevisiae.
引用
收藏
页码:6912 / 6921
页数:10
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