Ensemble reweighting using Cryo-EM particles
@inproceedings{Tang2022EnsembleRU, title={Ensemble reweighting using Cryo-EM particles}, author={Wai Shing Tang and David Silva-S'anchez and Julian Giraldo-Barreto and Bob Carpenter and Sonya M. Hanson and Alex H. Barnett and Erik H. Thiede and Pilar Cossio}, year={2022} }
Cryo-electron microscopy (cryo-EM) has recently become a premier method for obtaining high-resolution structures of biological macromolecules. However, it is limited to biomolecular samples with low conformational heterogeneity, where all the conformations can be well-sampled at many projection angles. While cryo-EM technically provides single-molecule data for heterogeneous molecules, most existing reconstruction tools cannot extract the full distribution of possible molecular configurations…
One Citation
Adaptive Ensemble Refinement of Protein Structures in High Resolution Electron Microscopy Density Maps with Radical Augmented Molecular Dynamics Flexible Fitting
- ChemistrybioRxiv
- 2023
Recent advances in cryo-electron microscopy (cryo-EM) have enabled modeling macromolecular complexes that are essential components of the cellular machinery. The density maps derived from cryo-EM…
References
SHOWING 1-10 OF 56 REFERENCES
A Bayesian approach to extracting free-energy profiles from cryo-electron microscopy experiments
- Computer ScienceScientific Reports
- 2021
This work proposes the cryo-BIFE method (cryo-EM Bayesian Inference of Free-Energy profiles), which uses a path collective variable to extract free-energy profiles and their uncertainties from cryi-EM images to enable more complete characterization of the thermodynamic ensemble of biomolecules.
Single-particle cryo-EM at atomic resolution
- ChemistrybioRxiv
- 2020
Combination of the technological advances described here with further approaches to accelerate data acquisition and improve sample quality provide a route towards routine application of cryo-EM in high-throughput screening of small molecule modulators and structure-based drug discovery.
Molecular dynamics flexible fitting: a practical guide to combine cryo-electron microscopy and X-ray crystallography.
- ChemistryMethods
- 2009
Automated cryo-EM structure refinement using correlation-driven molecular dynamics
- ChemistryeLife
- 2019
This work presents a correlation-driven molecular dynamics method for automated refinement of atomistic models into cryo-electron microscopy (cryo-EM) maps at resolutions ranging from near-atomic to subnanometer and assess the quality of generated models in terms of both model accuracy and potential of overfitting.
Simulation of cryo-EM ensembles from atomic models of molecules exhibiting continuous conformations
- Computer SciencebioRxiv
- 2019
This work proposes a workflow for generating simulated cryo-EM data from an atomic model subjected to conformational changes, and an ensemble of structures and their multiple projections was created from heat shock protein Hsp90 with two defined conformational degrees of freedom.
NMMD: Efficient cryo-EM flexible fitting based on simultaneous Normal Mode and Molecular Dynamics atomic displacements.
- ChemistryJournal of molecular biology
- 2022
Efficient Ensemble Refinement by Reweighting
- ChemistryJournal of chemical theory and computation
- 2019
Two efficient numerical methods are presented to solve the computationally challenging maximum-entropy problem arising from a Bayesian formulation of ensemble refinement, and the resulting constrained weight optimization problem into an unconstrained form enables the use of gradient-based algorithms.
Gentle and fast all-atom model refinement to cryo-EM densities via Bayes’ approach
- Computer SciencebioRxiv
- 2023
A new type of smooth refinement potential is derived - based on relative entropy - in combination with a novel adaptive force scaling algorithm to allow balancing of force-field and density-based potentials.
Bayesian analysis of individual electron microscopy images: towards structures of dynamic and heterogeneous biomolecular assemblies.
- Computer ScienceJournal of structural biology
- 2013
Single-Particle Cryo-Electron Microscopy: Mathematical Theory, Computational Challenges, and Opportunities
- ChemistryIEEE Signal Processing Magazine
- 2020
In recent years, an abundance of new molecular structures have been elucidated using cryo-electron microscopy (cryo-EM), largely due to advances in hardware technology and data processing techniques.…