Litcius/Paper detail

Computational approaches to identify sites of phosphorylation

Alex Joyce, Brian C. Searle

2023PROTEOMICS10 citationsDOIOpen Access PDF

Abstract

Due to their oftentimes ambiguous nature, phosphopeptide positional isomers can present challenges in bottom-up mass spectrometry-based workflows as search engine scores alone are often not enough to confidently distinguish them. Additional scoring algorithms can remedy this by providing confidence metrics in addition to these search results, reducing ambiguity. Here we describe challenges to interpreting phosphoproteomics data and review several different approaches to determine sites of phosphorylation for both data-dependent and data-independent acquisition-based workflows. Finally, we discuss open questions regarding neutral losses, gas-phase rearrangement, and false localization rate estimation experienced by both types of acquisition workflows and best practices for managing ambiguity in phosphosite determination.

Topics & Concepts

Computational biologyPhosphorylationComputer scienceBiologyChemistryCell biologyAdvanced Proteomics Techniques and ApplicationsMachine Learning in BioinformaticsGlycosylation and Glycoproteins Research