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Visual proteomics of the human pathogen Leptospira interrogans

Abstract

Systems biology conceptualizes biological systems as dynamic networks of interacting elements, whereby functionally important properties are thought to emerge from the structure of such networks. Owing to the ubiquitous role of complexes of interacting proteins in biological systems, their subunit composition and temporal and spatial arrangement within the cell are of particular interest. 'Visual proteomics' attempts to localize individual macromolecular complexes inside of intact cells by template matching reference structures into cryo-electron tomograms. Here we combined quantitative mass spectrometry and cryo-electron tomography to detect, count and localize specific protein complexes in the cytoplasm of the human pathogen Leptospira interrogans. We describe a scoring function for visual proteomics and assess its performance and accuracy under realistic conditions. We discuss current and general limitations of the approach, as well as expected improvements in the future.

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Figure 1: An integrated workflow for visual proteomics.
Figure 2: Stress response of L. interrogans cells in the context of the protein complexes selected as templates for template matching.
Figure 3: Generation of in silico test data and development of a scoring function for template matching in cryo-electron tomograms.
Figure 4: Template matching in subvolumes of L. interrogans cells.

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References

  1. Aebersold, R. & Mann, M. Mass spectrometry-based proteomics. Nature 422, 198–207 (2003).

    Article  CAS  Google Scholar 

  2. Lucic, V., Forster, F. & Baumeister, W. Structural studies by electron tomography: from cells to molecules. Annu. Rev. Biochem. 74, 833–865 (2005).

    Article  CAS  Google Scholar 

  3. Best, C., Nickell, S. & Baumeister, W. Localization of protein complexes by pattern recognition. Methods Cell Biol. 79, 615–638 (2007).

    Article  CAS  Google Scholar 

  4. Nickell, S., Kofler, C., Leis, A.P. & Baumeister, W. A visual approach to proteomics. Nat. Rev. Mol. Cell Biol. 7, 225–230 (2006).

    Article  CAS  Google Scholar 

  5. Frangakis, A.S. et al. Identification of macromolecular complexes in cryoelectron tomograms of phantom cells. Proc. Natl. Acad. Sci. USA 99, 14153–14158 (2002).

    Article  CAS  Google Scholar 

  6. Ortiz, J.O., Forster, F., Kurner, J., Linaroudis, A.A. & Baumeister, W. Mapping 70S ribosomes in intact cells by cryoelectron tomography and pattern recognition. J. Struct. Biol. 156, 334–341 (2006).

    Article  CAS  Google Scholar 

  7. Malmström, J. et al. Proteome-wide cellular protein concentrations of the human pathogen Leptospira interrogans. Nature 460, 762–765 (2009).

    Article  Google Scholar 

  8. Schmidt, A. et al. An integrated, directed mass spectrometric approach for in-depth characterization of complex peptide mixtures. Mol. Cell. Proteomics 7, 2138–2150 (2008).

    Article  Google Scholar 

  9. Nally, J.E., Artiushin, S. & Timoney, J.F. Molecular characterization of thermoinduced immunogenic proteins Q1p42 and Hsp15 of Leptospira interrogans. Infect. Immun. 69, 7616–7624 (2001).

    Article  CAS  Google Scholar 

  10. Kennaway, C.K. et al. Dodecameric structure of the small heat shock protein Acr1 from Mycobacterium tuberculosis. J. Biol. Chem. 280, 33419–33425 (2005).

    Article  CAS  Google Scholar 

  11. Kim, R., Kim, K.K., Yokota, H. & Kim, S.H. Small heat shock protein of Methanococcus jannaschii, a hyperthermophile. Proc. Natl. Acad. Sci. USA 95, 9129–9133 (1998).

    Article  CAS  Google Scholar 

  12. Keller, A., Nesvizhskii, A.I., Kolker, E. & Aebersold, R. Empirical statistical model to estimate the accuracy of peptide identifications made by MS/MS and database search. Anal. Chem. 74, 5383–5392 (2002).

    Article  CAS  Google Scholar 

  13. Stahl-Zeng, J. et al. High sensitivity detection of plasma proteins by multiple reaction monitoring of N-glycosites. Mol. Cell. Proteomics 6, 1809–1817 (2007).

    Article  CAS  Google Scholar 

  14. Forster, F., Pruggnaller, S., Seybert, A. & Frangakis, A.S. Classification of cryo-electron sub-tomograms using constrained correlation. J. Struct. Biol. 161, 276–286 (2008).

    Article  Google Scholar 

  15. Baxter, W.T., Grassucci, R.A., Gao, H. & Frank, J. Determination of signal-to-noise ratios and spectral SNRs in cryo-EM low-dose imaging of molecules. J. Struct. Biol. 166, 126–132 (2009).

    Article  CAS  Google Scholar 

  16. Gao, H. et al. Study of the structural dynamics of the E. coli 70S ribosome using real-space refinement. Cell 113, 789–801 (2003).

    Article  CAS  Google Scholar 

  17. Brandt, F. et al. The native 3D organization of bacterial polysomes. Cell 136, 261–271 (2009).

    Article  CAS  Google Scholar 

  18. Ghaemmaghami, S. et al. Global analysis of protein expression in yeast. Nature 425, 737–741 (2003).

    Article  CAS  Google Scholar 

  19. Dresios, J., Derkatch, I.L., Liebman, S.W. & Synetos, D. Yeast ribosomal protein L24 affects the kinetics of protein synthesis and ribosomal protein L39 improves translational accuracy, while mutants lacking both remain viable. Biochemistry 39, 7236–7244 (2000).

    Article  CAS  Google Scholar 

  20. Förster, F., Medalia, O., Zauberman, N., Baumeister, W. & Fass, D. Retrovirus envelope protein complex structure in situ studied by cryo-electron tomography. Proc. Natl. Acad. Sci. USA 102, 4729–4734 (2005).

    Article  Google Scholar 

Download references

Acknowledgements

This project has been funded in part by ETH Zurich, the Swiss National Science Foundation (grant 31000-10767), federal funds from the US National Heart, Lung, and Blood Institute, the US National Institutes of Health (contract N01-HV-28179), by SystemsX.ch the Swiss initiative for systems biology, in part by the proteomics in time and space (PROSPECTS) European network of excellence, and with funds from the European Research Council project 'Proteomics V3.0'. M.B. was supported by a long-term fellowship of the European Molecular Biology Organization and a Marie Curie fellowship of the European Commission; J.A.M. was supported by a fellowship from the Swedish society for medical research (SSMF); and A.S. and V.L. were supported by the Competence Center for Systems Physiology and Metabolic Diseases. We thank O. Medalia, W. Baumeister, members of the electron microscopy facility of ETH Zurich (EMEZ) for continued support and F. Förster for critical reading of the manuscript.

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J.A.M. and M.B. planned the experiments, performed the experimental work and data analysis and wrote the manuscript. A.S. and V.L. participated in the experimental work and the data analysis. E.W.D. assembled the PeptideAtlas build. R.A. was the project leader and wrote the manuscript.

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Correspondence to Ruedi Aebersold.

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Supplementary Figures 1–7, Supplementary Tables 1–3 and Supplementary Results (PDF 3539 kb)

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Beck, M., Malmström, J., Lange, V. et al. Visual proteomics of the human pathogen Leptospira interrogans. Nat Methods 6, 817–823 (2009). https://doi.org/10.1038/nmeth.1390

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