Trans-Proteomic Pipeline
The Trans-Proteomic Pipeline is an open-source data analysis software for proteomics developed at the Institute for Systems Biology by the Ruedi Aebersold group under the Seattle Proteome Center. The TPP includes PeptideProphet, ProteinProphet, ASAPRatio, XPRESS and Libra.
Software Components
Probability Assignment and Validation
PeptideProphet performs statistical validation of peptide-spectra-matches using the results of search engines by estimating a false discovery rate on PSM level. The initial PeptideProphet used a fit of a Gaussian distribution for the correct identifications and a fit of a gamma distribution for the incorrect identification. A later modification of the program allowed the usage of a target-decoy approach, using either a variable component mixture model or a semi-parametric mixture model. In the PeptideProphet, specifying a decoy tag will use the variable component mixture model while selecting a non-parametric model will use the semi-parametric mixture model.ProteinProphet identifies proteins based on the results of PeptideProphet.
Mayu performs statistical validation of protein identification by estimating a false discovery rate on protein level.