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Beyond target-decoy competition: stable validation of peptide and protein identifications in mass spectrometry-based discovery proteomics
- Source :
- Analytical Chemistry, Analytical Chemistry, American Chemical Society, 2020, ⟨10.1021/acs.analchem.0c00328⟩, Analytical Chemistry, 2020, ⟨10.1021/acs.analchem.0c00328⟩
- Publication Year :
- 2020
- Publisher :
- HAL CCSD, 2020.
-
Abstract
- In bottom-up discovery proteomics, target-decoy competition (TDC) is the most popular method for false discovery rate (FDR) control. Despite unquestionable statistical foundations, this method has drawbacks, including its hitherto unknown intrinsic lack of stability vis-à-vis practical conditions of application. Although some consequences of this instability have already been empirically described, they may have been misinter-preted. This article provides evidence that TDC has become less reliable as the accuracy of modern mass spectrometers improved. We therefore propose to replace TDC by a totally different method to control the FDR at spectrum, peptide and protein levels, while benefiting from the theoretical guarantees of the Benjamini-Hochberg framework. As this method is simpler to use, faster to compute and more stable than TDC, we argue that it is better adapted to the standardization and throughput constraints of current proteomic platforms.
- Subjects :
- False discovery rate
Proteomics
[CHIM.ANAL] Chemical Sciences/Analytical chemistry
Computer science
Stability (learning theory)
Peptide
Computational biology
Mass spectrometry
computer.software_genre
01 natural sciences
Mass Spectrometry
Analytical Chemistry
Competition (economics)
010104 statistics & probability
03 medical and health sciences
[CHIM.ANAL]Chemical Sciences/Analytical chemistry
0101 mathematics
Throughput (business)
ComputingMilieux_MISCELLANEOUS
030304 developmental biology
chemistry.chemical_classification
0303 health sciences
030302 biochemistry & molecular biology
Proteins
Reproducibility of Results
chemistry
Data mining
Peptides
Decoy
computer
Subjects
Details
- Language :
- English
- ISSN :
- 00032700 and 15206882
- Database :
- OpenAIRE
- Journal :
- Analytical Chemistry, Analytical Chemistry, American Chemical Society, 2020, ⟨10.1021/acs.analchem.0c00328⟩, Analytical Chemistry, 2020, ⟨10.1021/acs.analchem.0c00328⟩
- Accession number :
- edsair.doi.dedup.....7eb88bbcc47763dcdc8ec06409edd5af
- Full Text :
- https://doi.org/10.1021/acs.analchem.0c00328⟩