Journal of Proteome Research · 2007 · 10 citations · 23 references
Life SciencesBiochemistryBioinformaticsProtein BiochemistryProteomicsProteomics InformaticsBottom-up ProteomicsPeptide IdentificationProtein IdentificationProteomic ProfilingProteomics Data IntegrationProteomics IntegrationDiscovery ProteomicsPeptide Identification Quality AssessmentProtein Ambiguity ResolutionProtein Expression BiomarkersProtein Expression ProfilingProtein Identification AlgorithmsProtein Identification Quality AssessmentProteomic Identification
Proteomic discovery platforms generate both peptide expression information and protein identification information. Peptide expression data are used to determine which peptides are differentially expressed between study cohorts, and then these peptides are targeted for protein identification. In this paper, we demonstrate that peptide expression information is also a powerful tool for enhancing confidence in protein identification results. Specifically, we evaluate the following hypothesis: tryptic peptides originating from the same protein have similar expression profiles across samples in the discovery study. Evidence supporting this hypothesis is provided. This hypothesis is integrated into a protein identification tool, PIPER (Protein Identification and Peptide Expression Resolver), that reduces erroneous protein identifications below 5%. PIPER's utility is illustrated by application to a 72-sample biomarker discovery study where it is demonstrated that false positive protein identifications can be reduced below 5%. Consequently, it is recommended that PIPER methodology be incorporated into proteomic studies where both protein expression and identification data are collected.
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Quantitative analysis of complex protein mixtures using isotope-coded affinity tags
Steven P. Gygi, Beate Rist, Scott A. Gerber et al. · Nature Biotechnology · 1999 · 4.7K citations
Missing value estimation methods for DNA microarrays
Olga G. Troyanskaya, Michael Cantor, Gavin Sherlock et al. · Bioinformatics · 2001 · 4.3K citations · Full text
Junmin Peng, Joshua E. Elias, Carson C. Thoreen et al. · Journal of Proteome Research · 2002 · 1.7K citations