Algorithms for MS1-Based Quantitation

Hanqing Liao, Alexander Phillips, Andris Jankevics, Andrew W. Dowsey

Research output: Chapter in Book/Report/Conference proceedingChapter in a book

Abstract

MS1-based quantitation is performed by direct integration of peptide precursor signal intensity from the MS1 spectra across retention time, based on the assumption that these signals have a linear relationship with abundance across a relatively wide dynamic range. Since ionisation efficiency varies between peptides, only relative abundance changes between biological samples are usually established. Whether each sample is run individually 'label-free', or two or three samples multiplexed within each run by a MS1-based labelling technique such as stable isotope labeling by amino acids in cell culture (SILAC), the informatics methods involved are broadly similar. In this chapter we present the key components of such pipelines, including the detection and quantitation of peptide features from the raw data, alignment of chromatographic variations between runs so that corresponding features can be matched, intensity normalisation to correct sample-loading differences and ionisation fluctuations, and methods to combine the peptide-level quantifications for the statistical analysis of differential protein expression across treatment groups. At each stage, the techniques have been designed for robustness against the systematic and random variation inherent in MS data, and errors during the preceding parts of the pipeline.

Original languageEnglish
Title of host publicationProteome Informatics
PublisherRoyal Society of Chemistry
Pages135-154
Number of pages20
Volume2017-January
Edition5
DOIs
Publication statusPublished - 2017

Publication series

NameNew Developments in Mass Spectrometry
Number5
Volume2017-January

Structured keywords

  • Jean Golding

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    Cite this

    Liao, H., Phillips, A., Jankevics, A., & Dowsey, A. W. (2017). Algorithms for MS1-Based Quantitation. In Proteome Informatics (5 ed., Vol. 2017-January, pp. 135-154). (New Developments in Mass Spectrometry; Vol. 2017-January, No. 5). Royal Society of Chemistry. https://doi.org/10.1039/9781782626732-00133