Bayesian reweighting of biomolecular structural ensembles using heterogeneous cryo-EM maps with the cryoENsemble method
Cryogenic electron microscopy (cryo-EM) has emerged as a powerful method for the determination of structures of complex biological molecules. The accurate characterisation of the dynamics of such systems, however, remains a challenge. To address this problem, we introduce cryoENsemble, a method that applies Bayesian reweighting to conformational ensembles derived from molecular dynamics simulations to improve their agreement with cryo-EM data, thus enabling the extraction of dynamics information. We illustrate the use of cryoENsemble to determine the dynamics of the ribosome-bound state of the co-translational chaperone trigger factor (TF). We also show that cryoENsemble can assist with the interpretation of low-resolution, noisy or unaccounted regions of cryo-EM maps. Notably, we are able to link an unaccounted part of the cryo-EM map to the presence of another protein (methionine aminopeptidase, or MetAP), rather than to the dynamics of TF, and model its TF-bound state. Based on these results, we anticipate that cryoENsemble will find use for challenging heterogeneous cryo-EM maps for biomolecular systems encompassing dynamic components.
Authors
- Julian O. Streit (ORCID: https://orcid.org/0000-0001-6114-3636)
- Tomasz Włodarski (ORCID: https://orcid.org/0000-0001-6498-334X)
- Michele Vendruscolo (ORCID: https://orcid.org/0000-0002-3616-1610)
- Lisa D. Cabrita (ORCID: https://orcid.org/0000-0003-2963-8078)
- John Christodoulou (ORCID: https://orcid.org/0000-0002-8431-0641)
- Alkistis Mitropoulou (ORCID: https://orcid.org/0000-0002-1319-1294)
Institutions
- University of Cambridge (GB)
- Institute of Biochemistry and Biophysics, Polish Academy of Sciences (PL)
- Institute of Structural and Molecular Biology (GB)
- University College London (GB)
- Birkbeck, University of London (GB)
Publication Details
- Journal
- Scientific Reports
- Published
- 2024-08-05
- DOI
- https://doi.org/10.1038/s41598-024-68468-7
- Citations
- 8
- Primary Topic
- RNA and protein synthesis mechanisms
- Type
- article
- Field-Weighted Citation Impact
- 1.87
Funders
- Wellcome Trust
- UK Research and Innovation
- University of Birmingham
- China Scholarship Council
- Engineering and Physical Sciences Research Council