Discovery of Protein Modifications Using Differential Tandem Mass Spectrometry Proteomics
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Abstract
Recent studies have revealed diverse amino acid, post-translational, and noncanonical modifications of proteins in diverse organisms and tissues. However, their unbiased detection and analysis remain hindered by technical limitations. Here, we present a spectral alignment method for the identification of protein modifications using high-resolution mass spectrometry proteomics. Termed SAMPEI for spectral alignment-based modified peptide identification, this open-source algorithm is designed for the discovery of functional protein and peptide signaling modifications, without prior knowledge of their identities. Using synthetic standards and controlled chemical labeling experiments, we demonstrate its high specificity and sensitivity for the discovery of substoichiometric protein modifications in complex cellular extracts. SAMPEI mapping of mouse macrophage differentiation revealed diverse post-translational protein modifications, including distinct forms of cysteine itaconatylation. SAMPEI's robust parametrization and versatility are expected to facilitate the discovery of biological modifications of diverse macromolecules. SAMPEI is implemented as a Python package and is available open-source from BioConda and GitHub (https://github.com/FenyoLab/SAMPEI).
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Mass-spectrometry-based draft of the human proteome
Wilhelm, M., Schlegl, J., Hahne, H., Gholami, A. M., Lieberenz, M., Savitski, M. M., Ziegler, E., Butzmann, L., Gessulat, S., Marx, H., et al. (2014) · Nature · doi:10.1038/nature13319 · Cited by 1,820 · see citing works
Tlr signalling augments macrophage bactericidal activity through mitochondrial ros
West, A. P., Brodsky, I. E., Rahner, C., Woo, D. K., Erdjument-Bromage, H., Tempst, P., Walsh, M. C., Choi, Y., Shadel, G. S., & Ghosh, S. (2011) · Nature · doi:10.1038/nature09973 · Cited by 1,659 · see citing works
Proteoform: a single term describing protein complexity
The Consortium for Top Down Proteomics, Smith, L. M., & Kelleher, N. L. (2013) · Nature Methods · doi:10.1038/nmeth.2369 · Cited by 1,528 · see citing works
How many human proteoforms are there?
Aebersold, R., Agar, J. N., Amster, I. J., Baker, M. S., Bertozzi, C. R., Boja, E. S., Costello, C. E., Cravatt, B. F., Fenselau, C., Garcia, B. A., et al. (2018) · Nature Chemical Biology · doi:10.1038/nchembio.2576 · Cited by 907 · see citing works
Michalski, A., Cox, J., & Mann, M. (2011) · Journal of Proteome Research · doi:10.1021/pr101060v · Cited by 685 · see citing works
Cordes, T., Wallace, M., Michelucci, A., Divakaruni, A. S., Sapcariu, S. C., Sousa, C., Koseki, H., Cabrales, P., Murphy, A. N., Hiller, K., et al. (2016) · Journal of Biological Chemistry · doi:10.1074/jbc.m115.685792 · Cited by 526 · see citing works
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- Authors
- Cifani, P., Li, Z., Luo, D., Grivainis, M., Intlekofer, A. M., Fenyö, D., & Kentsis, A.
- Affiliations
- Memorial Sloan Kettering Cancer Center (US)
- New York University (US)
- Corresponding author
- Fenyö, David
- Kentsis, Alex
- Venue
- Journal of Proteome Research
- Publisher
- American Chemical Society (ACS)
- Published
- 2021-03-22
- Volume
- 20
- Issue
- 4
- Pages
- 1835-1848
- ISSN
- 1535-3893 (ISSN-L)
- 1535-3907
- PMC
- PMC8341206
- OpenAlex
- W3137013588
- Cited by
- 24
- References
- 6
- Citations by year
- 2026: 4 · 2025: 4 · 2024: 4 · 2023: 7 · 2022: 4 · 2021: 1
- FWCI
- 1.55
- Type
- journal article
- Language
- en
- Open access
- green
- doi.org
- Licence
- Locations
- Journal of Proteome Research (publishedVersion)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Cold Spring Harbor Laboratory Institutional Repository (Cold Spring Harbor Laboratory) (submittedVersion)
- Funders
- National Cancer Institute (CA008748, CA204396, CA214812, CA235285)
- G. Harold and Leila Y. Mathers Foundation
- Pershing Square Sohn Cancer Research Alliance
- Memorial Sloan-Kettering Cancer Center
- Rita Allen Foundation
- Burroughs Wellcome Fund
- Leukemia and Lymphoma Society
- St. Baldrick's Foundation
- Commonwealth Foundation for Cancer Research Foundation
- Hyundai Hope On Wheels
- Starr Cancer Consortium
- Damon Runyon-Richard Lumsden Foundation
- Topics
- Physical Sciences › Chemistry › Spectroscopy › Advanced Proteomics Techniques and Applications
- Physical Sciences › Chemistry › Spectroscopy › Mass Spectrometry Techniques and Applications
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Redox biology and oxidative stress
- Keywords
- protein modification, post-translational modification, spectral alignment, macrophage differentiation, chemical labeling, open-source algorithm
- MeSH terms
- Algorithms, Animals, Protein Processing, Post-Translational, Software, Proteomics, Mice, Tandem Mass Spectrometry
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