PreprintCited by 147Protein Structure and DynamicsAdvanced Proteomics Techniques and ApplicationsMass Spectrometry Techniques and Applications

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Protein complexes in cells by AI-assisted structural proteomics

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Preprint — published as 10.15252/msb.202311544

Abstract

Summary: Accurately modeling the structures of proteins and their complexes using artificial intelligence is revolutionizing molecular biology. Experimental data enables a candidate-based approach to systematically model novel protein assemblies. Here, we use a combination of in-cell crosslinking mass spectrometry, cofractionation mass spectrometry (CoFrac-MS) to identify protein-protein interactions in the model Gram-positive bacterium Bacillus subtilis . We show that crosslinking interactions prior to cell lysis reveals protein interactions that are often lost upon cell lysis. We predict the structures of these protein interactions and others in the Subti Wiki database with AlphaFold-Multimer and, after controlling for the false-positive rate of the predictions, we propose novel structural models of 153 dimeric and 14 trimeric protein assemblies. Crosslinking MS data independently validates the AlphaFold predictions and scoring. We report and validate novel interactors of central cellular machineries that include the ribosome, RNA polymerase and pyruvate dehydrogenase, assigning function to several uncharacterized proteins. Our approach uncovers protein-protein interactions inside intact cells, provides structural insight into their interaction interface, and is applicable to genetically intractable organisms, including pathogenic bacteria.

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Metadata

Authors
O‘Reilly, F. J., Graziadei, A., Forbrig, C., Bremenkamp, R., Charles, K., Lenz, S., Elfmann, C., Fischer, L., Stülke, J., & Rappsilber, J.
Affiliations
  • Technische Universität Berlin (DE)
  • University of Göttingen (DE)
  • Wellcome Centre for Cell Biology (GB)
Corresponding author
Rappsilber, Juri
Venue
Molecular Systems Biology
Publisher
openRxiv
Published
2022-07-26
Volume
19
Issue
4
Pages
e11544-e11544
ISSN
1744-4292 (ISSN-L)
OpenAlex
W4321596020
Cited by
147
References
87
Citations by year
2026: 25 · 2025: 42 · 2024: 44 · 2023: 35
FWCI
13.01
Type
journal article
Language
en
Open access
Licence
cc-by
Locations
  • Molecular Systems Biology (publishedVersion, cc-by)
  • bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • Edinburgh Research Explorer (University of Edinburgh) (publishedVersion, cc-by)
  • DepositOnce (submittedVersion, cc-by)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
  • Technische Universität Berlin – Universitätsbibliothek (cc-by)
Funders
  • U.S. Department of Health and Human Services
  • Wellcome Trust (203149)
  • Deutsche Forschungsgemeinschaft (390540038, 203149, 426290502, EXC 2008)
  • National Institutes of Health
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Protein Structure and Dynamics
  • Physical Sciences › Chemistry › Spectroscopy › Advanced Proteomics Techniques and Applications
  • Physical Sciences › Chemistry › Spectroscopy › Mass Spectrometry Techniques and Applications
Keywords
protein-protein interaction, protein complexes, co-fractionation mass spectrometry, AlphaFold-Multimer, protein structure prediction, Bacillus subtilis, ribosome, RNA polymerase, pyruvate dehydrogenase, false positive rate, pathogenic bacteria
MeSH terms
Artificial Intelligence, Molecular Biology, Proteins, Mass Spectrometry, Proteomics

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