Litcius/Paper detail

Putting Humpty Dumpty Back Together Again: What Does Protein Quantification Mean in Bottom-Up Proteomics?

Deanna L. Plubell, Lukas Käll, Bobbie‐Jo Webb‐Robertson, Lisa Bramer, Ashley N. Ives, Neil L. Kelleher, Lloyd M. Smith, Thomas J. Montine, Christine C. Wu, Michael J. MacCoss

2022Journal of Proteome Research94 citationsDOIOpen Access PDF

Abstract

Bottom-up proteomics provides peptide measurements and has been invaluable for moving proteomics into large-scale analyses. Commonly, a single quantitative value is reported for each protein-coding gene by aggregating peptide quantities into protein groups following protein inference or parsimony. However, given the complexity of both RNA splicing and post-translational protein modification, it is overly simplistic to assume that all peptides that map to a singular protein-coding gene will demonstrate the same quantitative response. By assuming that all peptides from a protein-coding sequence are representative of the same protein, we may miss the discovery of important biological differences. To capture the contributions of existing proteoforms, we need to reconsider the practice of aggregating protein values to a single quantity per protein-coding gene.

Topics & Concepts

ProteomicsComputational biologyProtein sequencingQuantitative proteomicsBiologyRNA splicingGeneAlternative splicingBioinformaticsRNAGeneticsPeptide sequenceMessenger RNAAdvanced Proteomics Techniques and ApplicationsMachine Learning in BioinformaticsRNA and protein synthesis mechanisms