Recovery of Conformational Continuum from Single-particle Cryo-EM Images: Optimization of ManifoldEM Informed by Ground Truth

This work is based on the manifold-embedding approach to study biological molecules exhibiting continuous conformational changes. Previous work established a methodnow termed ManifoldEMcapable of reconstructing 3D movies and accompanying free-energy landscapes from single-particle cryo-EM images of...

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Bibliographic Details
Main Authors: Acosta-Reyes, F. (Author), Frank, J. (Author), Maji, S. (Author), Schwander, P. (Author), Seitz, E. (Author)
Format: Article
Language:English
Published: Institute of Electrical and Electronics Engineers Inc. 2022
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Online Access:View Fulltext in Publisher
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Summary:This work is based on the manifold-embedding approach to study biological molecules exhibiting continuous conformational changes. Previous work established a methodnow termed ManifoldEMcapable of reconstructing 3D movies and accompanying free-energy landscapes from single-particle cryo-EM images of macromolecules exercising multiple conformational degrees of freedom. While ManifoldEM has proven its viability in several experimental studies, critical limitations and uncertainties have been found throughout its extended development and use. Guided by insights from studies with cryo-EM ground-truth data, simulated from atomic structures undergoing conformational changes, we have built a novel framework, ESPER, able to retrieve the free-energy landscape and respective 3D Coulomb potential maps for all states simulated. As shown by a direct comparison of ground truth vs. recovered maps, and analysis of experimental data from the 80S ribosome and ryanodine receptor, ESPER offers substantial improvements relative to the previous work. Author
ISBN:25730436 (ISSN)
DOI:10.1109/TCI.2022.3174801