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Time-resolved in vivo ubiquitinome profiling by DIA-MS reveals USP7 targets on a proteome-wide scale
- Source :
- Nature Communications, Nature Communications, Vol 12, Iss 1, Pp 1-13 (2021)
- Publication Year :
- 2021
-
Abstract
- Mass spectrometry (MS)-based ubiquitinomics provides system-level understanding of ubiquitin signaling. Here we present a scalable workflow for deep and precise in vivo ubiquitinome profiling, coupling an improved sample preparation protocol with data-independent acquisition (DIA)-MS and neural network-based data processing specifically optimized for ubiquitinomics. Compared to data-dependent acquisition (DDA), our method more than triples identification numbers to 70,000 ubiquitinated peptides in single MS runs, while significantly improving robustness and quantification precision. Upon inhibition of the oncology target USP7, we simultaneously record ubiquitination and consequent changes in abundance of more than 8,000 proteins at high temporal resolution. While ubiquitination of hundreds of proteins increases within minutes of USP7 inhibition, we find that only a small fraction of those are ever degraded, thereby dissecting the scope of USP7 action. Our method enables rapid mode-of-action profiling of candidate drugs targeting DUBs or ubiquitin ligases at high precision and throughput.<br />Combining improved sample preparation, data-independent acquisition mass spectrometry and deep learning, the authors develop a workflow for more robust and precise quantitative ubiquitinome profiling. They use this method to characterize targets of the deubiquitinase USP7 and effects of USP7 inhibitors.
- Subjects :
- Proteomics
Time Factors
Time series
Proteome
Ubiquitylation
Computer science
Science
General Physics and Astronomy
Computational biology
631/45/475
General Biochemistry, Genetics and Molecular Biology
Article
Deubiquitinating enzyme
Substrate Specificity
Ubiquitin-Specific Peptidase 7
Jurkat Cells
631/553/2701
Ubiquitin
Ecology,Evolution & Ethology
In vivo
Tandem Mass Spectrometry
Cell Line, Tumor
Humans
631/337/458/582
Computational & Systems Biology
Profiling (computer programming)
Chemical Biology & High Throughput
Multidisciplinary
biology
Mass spectrometry
82/58
Ubiquitination
General Chemistry
HCT116 Cells
Metabolism
biology.protein
High temporal resolution
Synthetic Biology
Neural Networks, Computer
631/1647/296
Signal Transduction
Subjects
Details
- ISSN :
- 20411723
- Volume :
- 12
- Issue :
- 1
- Database :
- OpenAIRE
- Journal :
- Nature communications
- Accession number :
- edsair.doi.dedup.....4876925d07907f1f0a412eb38cba17af