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Beyond target-decoy competition: stable validation of peptide and protein identifications in mass spectrometry-based discovery proteomics

Authors :
Yohann Couté
Christophe Bruley
Thomas Burger
Laboratoire de Biologie à Grande Échelle (BGE - UMR S1038)
Institut National de la Santé et de la Recherche Médicale (INSERM)-Institut de Recherche Interdisciplinaire de Grenoble (IRIG)
Direction de Recherche Fondamentale (CEA) (DRF (CEA))
Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Direction de Recherche Fondamentale (CEA) (DRF (CEA))
Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université Grenoble Alpes (UGA)
Centre National de la Recherche Scientifique (CNRS)
ANR-19-P3IA-0003,MIAI,MIAI @ Grenoble Alpes(2019)
ANR-10-INBS-0008,ProFI,Infrastructure Française de Protéomique(2010)
ANR-10-LABX-0049,GRAL,Grenoble Alliance for Integrated Structural Cell Biology(2010)
ANR-15-IDEX-0002,UGA,IDEX UGA(2015)
Burger, Thomas
MIAI @ Grenoble Alpes - - MIAI2019 - ANR-19-P3IA-0003 - P3IA - VALID
Infrastructure Française de Protéomique - - ProFI2010 - ANR-10-INBS-0008 - INBS - VALID
Grenoble Alliance for Integrated Structural Cell Biology - - GRAL2010 - ANR-10-LABX-0049 - LABX - VALID
IDEX UGA - - UGA2015 - ANR-15-IDEX-0002 - IDEX - VALID
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.

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⟩