AI Article Synopsis

  • In bottom-up discovery proteomics, target-decoy competition (TDC) is the main method for controlling false discovery rates (FDR), but it has stability issues that have gone unnoticed in practical applications.
  • * Despite TDC's solid statistical basis, evidence suggests that its reliability has decreased as modern mass spectrometers have become more accurate.
  • * The article proposes a new FDR control method that is based on the Benjamini-Hochberg framework, which is easier to use, faster, and more stable, making it better suited for today's proteomic platforms.

Article 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 misinterpreted. 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 the 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.

Download full-text PDF

Source
http://dx.doi.org/10.1021/acs.analchem.0c00328DOI Listing

Publication Analysis

Top Keywords

target-decoy competition
8
peptide protein
8
discovery proteomics
8
competition stable
4
stable validation
4
validation peptide
4
protein identifications
4
identifications mass
4
mass spectrometry-based
4
spectrometry-based discovery
4

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!