Software:ProteinProphet

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 +==Getting the software==
 +'''This software is included in the current [[Software:TPP|TPP]] distribution.'''
 +
 +==In a nutshell==
ProteinProphet is a tool for generating probablities for protein identifications based on MS/MS data. ProteinProphet makes use of results from PeptideProphet, which produces validation results for peptide sequence identifications. This software was originally developed at the SPC, part of the ISB. ProteinProphet is an integral part of the Trans-Proteomic Pipeline software distrubtion. ProteinProphet is a tool for generating probablities for protein identifications based on MS/MS data. ProteinProphet makes use of results from PeptideProphet, which produces validation results for peptide sequence identifications. This software was originally developed at the SPC, part of the ISB. ProteinProphet is an integral part of the Trans-Proteomic Pipeline software distrubtion.
 +==More info==
 +Since MS/MS spectra are produced by peptides, and not proteins, there is a need for an additional statistical model for validation of the identifications at the protein level. We developed a model that has as input the list of peptides assigned to MS/MS spectra and corresponding probabilities that those peptide assignments are correct. Different peptide identifications corresponding to the same protein are combined together to estimate the probability that their corresponding protein is present in the sample. This protein grouping information is then employed to adjust the individual peptide probabilities, thus making the approach more discriminative. We also address the problem that we call degeneracy, which occurs when one peptide corresponds to several different proteins.
 +
 +==Reference==
Nesvizhskii AI, Keller A, Kolker E, Aebersold R. (2003) "A statistical model for identifying proteins by tandem mass spectrometry." Anal Chem 75:4646-58 Nesvizhskii AI, Keller A, Kolker E, Aebersold R. (2003) "A statistical model for identifying proteins by tandem mass spectrometry." Anal Chem 75:4646-58
[http://tools.proteomecenter.org/publications/Nesvizhskii.AnalChem.03.pdf download PDF] [http://tools.proteomecenter.org/publications/Nesvizhskii.AnalChem.03.pdf download PDF]

Revision as of 22:26, 9 April 2007

Contents

Getting the software

This software is included in the current TPP distribution.

In a nutshell

ProteinProphet is a tool for generating probablities for protein identifications based on MS/MS data. ProteinProphet makes use of results from PeptideProphet, which produces validation results for peptide sequence identifications. This software was originally developed at the SPC, part of the ISB. ProteinProphet is an integral part of the Trans-Proteomic Pipeline software distrubtion.

More info

Since MS/MS spectra are produced by peptides, and not proteins, there is a need for an additional statistical model for validation of the identifications at the protein level. We developed a model that has as input the list of peptides assigned to MS/MS spectra and corresponding probabilities that those peptide assignments are correct. Different peptide identifications corresponding to the same protein are combined together to estimate the probability that their corresponding protein is present in the sample. This protein grouping information is then employed to adjust the individual peptide probabilities, thus making the approach more discriminative. We also address the problem that we call degeneracy, which occurs when one peptide corresponds to several different proteins.

Reference

Nesvizhskii AI, Keller A, Kolker E, Aebersold R. (2003) "A statistical model for identifying proteins by tandem mass spectrometry." Anal Chem 75:4646-58 download PDF

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