Literature DB >> 14640741

Automated statistical analysis of protein abundance ratios from data generated by stable-isotope dilution and tandem mass spectrometry.

Xiao-Jun Li1, Hui Zhang, Jeffrey A Ranish, Ruedi Aebersold.   

Abstract

We describe an algorithm for the automated statistical analysis of protein abundance ratios (ASAPRatio) of proteins contained in two samples. Proteins are labeled with distinct stable-isotope tags and fragmented, and the tagged peptide fragments are separated by liquid chromatography (LC) and analyzed by electrospray ionization (ESI) tandem mass spectrometry (MS/MS). The algorithm utilizes the signals recorded for the different isotopic forms of peptides of identical sequence and numerical and statistical methods, such as Savitzky-Golay smoothing filters, statistics for weighted samples, and Dixon's test for outliers, to evaluate protein abundance ratios and their associated errors. The algorithm also provides a statistical assessment to distinguish proteins of significant abundance changes from a population of proteins of unchanged abundance. To evaluate its performance, two sets of LC-ESI-MS/MS data were analyzed by the ASAPRatio algorithm without human intervention, and the data were related to the expected and manually validated values. The utility of the ASAPRatio program was clearly demonstrated by its speed and the accuracy of the generated protein abundance ratios and by its capability to identify specific core components of the RNA polymerase II transcription complex within a high background of copurifying proteins.

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Year:  2003        PMID: 14640741     DOI: 10.1021/ac034633i

Source DB:  PubMed          Journal:  Anal Chem        ISSN: 0003-2700            Impact factor:   6.986


  111 in total

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Review 7.  Statistics and bioinformatics in nutritional sciences: analysis of complex data in the era of systems biology.

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Journal:  J Nutr Biochem       Date:  2010-03-16       Impact factor: 6.048

Review 8.  Overcoming key technological challenges in using mass spectrometry for mapping cell surfaces in tissues.

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9.  Identification of ciliary neurotrophic factor receptor alpha as a mediator of neurotoxicity induced by alpha-synuclein.

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10.  SILAC peptide ratio calculator: a tool for SILAC quantitation of peptides and post-translational modifications.

Authors:  Xiaoyan Guan; Neha Rastogi; Mark R Parthun; Michael A Freitas
Journal:  J Proteome Res       Date:  2014-01-09       Impact factor: 4.466

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