Label-free comparative analysis of proteomics mixtures using chromatographic alignment of high-resolution muLC-MS data.
Label-free relative quantitative proteomics is a powerful tool for the survey of protein level changes between two biological samples. We have developed and applied an algorithm using chromatographic alignment of microLC-MS runs to improve the detection of differences between complex protein mixtures. We demonstrate the performance of our software by finding differences in E. coli protein abundance upon induction of the lac operon genes using isopropyl beta-D-thiogalactopyranoside. The use of our alignment gave a 4-fold decrease in mean relative retention time error and a 6-fold increase in the number of statistically significant differences between samples. Using a conservative threshold, we have identified 5290 total microLC-MS regions that have a different abundance between these samples. Of the detected difference regions, only 23% were mapped to MS/MS peptide identifications. We detected 74 proteins that had a greater relative abundance in the induced sample and 21 with a greater abundance in the uninduced sample. We have developed an effective tool for the label-free detection of differences between samples and demonstrate an increased sensitivity following chromatographic alignment.
Finney
Gregory L
GL
Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA.
Blackler
Adele R
AR
Hoopmann
Michael R
MR
Canterbury
Jesse D
JD
Wu
Christine C
CC
MacCoss
Michael J
MJ
D000465:Algorithms; D002853:Chromatography, Liquid / Q000379:methods; D045424:Complex Mixtures / Q000032:analysis* / Q000737:chemistry; D029968:Escherichia coli Proteins / Q000032:analysis / Q000737:chemistry; D007544:Isopropyl Thiogalactoside / Q000737:chemistry; D007553:Isotope Labeling; D007763:Lac Operon / Q000235:genetics; D013058:Mass Spectrometry / Q000379:methods; D010455:Peptides / Q000032:analysis* / Q000737:chemistry; D011506:Proteins / Q000032:analysis* / Q000737:chemistry; D040901:Proteomics; D015203:Reproducibility of Results; D012680:Sensitivity and Specificity
D045424:Complex Mixtures; D029968:Escherichia coli Proteins; D010455:Peptides; D011506:Proteins; D007544:Isopropyl Thiogalactoside