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Journal ArticleDOI

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

TLDR
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.
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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Journal ArticleDOI

3DSpectra: A 3-dimensional quantification algorithm for LC-MS labeled profile data.

TL;DR: The 3DSpectra software showed significantly higher linearity, quantification accuracy, and precision than did ASAPRatio in this real use case simulation where the true ratios are known, and it also achieved wider peptide coverage and dynamic range.

Ozone- and ultraviolet radiation-induced signalling in plants

TL;DR: Results indicate that the ozoneand hydrogen peroxide-induced activation of MAPK 4 6 is signalling through a cognate MAPKK(s) that is sensitive to PD98059, whereas UVC may utilize a MAPKK which is insensitive to PD 98059.
Proceedings ArticleDOI

QuantWiz: A Parallel Software Package for LC-MS-based Label-Free Protein Quantification

TL;DR: This paper described the framework design and prototype development of this new domestic parallel software package called QuantWiz for high performance Liquid Chromatography (short for LC)-MS-based label-free protein quantification, and implemented the parallelization version.
Book ChapterDOI

Analysis of Labeled Quantitative Mass Spectrometry Proteomics Data

TL;DR: The quantification of proteins in complex samples, the monitoring of specific post-translational modification (PTM) changes, and the identification of biomarkers pose challenges to the experimentalists and to the algorithmic and statistical techniques applied.
References
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Journal ArticleDOI

Probability-based protein identification by searching sequence databases using mass spectrometry data.

TL;DR: A new computer program, Mascot, is presented, which integrates all three types of search for protein identification by searching a sequence database using mass spectrometry data, and the scoring algorithm is probability based.
Journal ArticleDOI

A statistical model for identifying proteins by tandem mass spectrometry.

TL;DR: A statistical model is presented for computing probabilities that proteins are present in a sample on the basis of peptides assigned to tandem mass (MS/MS) spectra acquired from a proteolytic digest of the sample, and it is shown to produce probabilities that are accurate and have high power to discriminate correct from incorrect protein identifications.
Journal ArticleDOI

Integrated genomic and proteomic analyses of a systematically perturbed metabolic network.

TL;DR: An integrated approach to build, test, and refine a model of a cellular pathway, in which perturbations to critical pathway components are analyzed using DNA microarrays, quantitative proteomics, and databases of known physical interactions, suggests hypotheses about the regulation of galactose utilization and physical interactions between this and a variety of other metabolic pathways.
Journal ArticleDOI

Linking genome and proteome by mass spectrometry: Large-scale identification of yeast proteins from two dimensional gels

TL;DR: This study establishes that mass spectrometry provides the required throughput, the certainty of identification, and the general applicability to serve as the method of choice to connect genome and proteome.
Journal ArticleDOI

A proteomics strategy to elucidate functional protein-protein interactions applied to EGF signaling

TL;DR: Stable isotopic amino acids in cell culture is employed to differentially label proteins in EGF-stimulated versus unstimulated cells and SILAC combined with modification-based affinity purification is a useful approach to detect specific and functional protein-protein interactions.
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