Javascript must be enabled to continue!
Comparing Multislice Projections of MD Simulations with CryoEM Exposes Structural Prediction Errors
View through CrossRef
Abstract
Cryo-electron microscopy (cryoEM) is a powerful tool for atomic- and molecular-resolution structure determination, while molecular dynamics (MD) simulations are similarly powerful tools for predicting molecular trajectories. Given the challenges in estimating biomolecule dynamics with cryoEM alone, MD simulations are employed to forecast molecular motions and to interpret cryoEM reconstructions. Few methods, however, can evaluate MD predictions directly. Here, we use multislice wave propagation to project sampled snapshots of MD trajectories, either coarse-grained (CG) or all-atom (AA), into simulated cryoEM 3D reconstructions. We compared simulated and experimental images of low- and high-curvature membranes to show that MD simulations qualitatively reflect the fluidity and thus the contrast of biological membranes observed by cryoEM. MD simulations also correctly predicted bilayer dimensions for single component flat bilayers observed in cryoEM images. However, Martini3 CG-MD simulations failed to predict changes in membrane thickness induced by high curvature and with heterogeneous lipid compositions. We pinpointed the misbehavior of polyunsaturated lipid tails and cholesterol in Martini3 simulations as the main error sources contributing to inaccurate bilayer thicknesses. Our comparisons also explain membrane structure discrepancies between cryoEM and small angle X-ray scattering (SAXS). Further testing of MD predictions by direct comparisons between simulated and experimental cryoEM images should lead to the development of more accurate MD force fields.
Statement of Significance
Molecular dynamics (MD) simulations are frequently employed to predict the dynamics of biological macromolecules and assemblies, but these predictions remain difficult to validate experimentally. Cryo-electron microscopy (cryoEM) can be used to directly image the conformational ensemble of macromolecules, but images of Coulombic potential cannot be easily compared to snapshots of atoms from MD simulations. Here, we show that a physics-based multislice image projection algorithm accurately converts MD trajectories to simulated cryoEM 2D images and 3D reconstructions. Using this approach, we identify consistencies and discrepancies between MD simulations and cryoEM experiments. Notably, coarse-grained MD performs poorly compared to all-atom MD when simulating membranes composed of mixtures of lipids that include cholesterol and polyunsaturated lipids, providing observables for MD force field improvement.
Title: Comparing Multislice Projections of MD Simulations with CryoEM Exposes Structural Prediction Errors
Description:
Abstract
Cryo-electron microscopy (cryoEM) is a powerful tool for atomic- and molecular-resolution structure determination, while molecular dynamics (MD) simulations are similarly powerful tools for predicting molecular trajectories.
Given the challenges in estimating biomolecule dynamics with cryoEM alone, MD simulations are employed to forecast molecular motions and to interpret cryoEM reconstructions.
Few methods, however, can evaluate MD predictions directly.
Here, we use multislice wave propagation to project sampled snapshots of MD trajectories, either coarse-grained (CG) or all-atom (AA), into simulated cryoEM 3D reconstructions.
We compared simulated and experimental images of low- and high-curvature membranes to show that MD simulations qualitatively reflect the fluidity and thus the contrast of biological membranes observed by cryoEM.
MD simulations also correctly predicted bilayer dimensions for single component flat bilayers observed in cryoEM images.
However, Martini3 CG-MD simulations failed to predict changes in membrane thickness induced by high curvature and with heterogeneous lipid compositions.
We pinpointed the misbehavior of polyunsaturated lipid tails and cholesterol in Martini3 simulations as the main error sources contributing to inaccurate bilayer thicknesses.
Our comparisons also explain membrane structure discrepancies between cryoEM and small angle X-ray scattering (SAXS).
Further testing of MD predictions by direct comparisons between simulated and experimental cryoEM images should lead to the development of more accurate MD force fields.
Statement of Significance
Molecular dynamics (MD) simulations are frequently employed to predict the dynamics of biological macromolecules and assemblies, but these predictions remain difficult to validate experimentally.
Cryo-electron microscopy (cryoEM) can be used to directly image the conformational ensemble of macromolecules, but images of Coulombic potential cannot be easily compared to snapshots of atoms from MD simulations.
Here, we show that a physics-based multislice image projection algorithm accurately converts MD trajectories to simulated cryoEM 2D images and 3D reconstructions.
Using this approach, we identify consistencies and discrepancies between MD simulations and cryoEM experiments.
Notably, coarse-grained MD performs poorly compared to all-atom MD when simulating membranes composed of mixtures of lipids that include cholesterol and polyunsaturated lipids, providing observables for MD force field improvement.
Related Results
NICU Medication Errors: Describing the Cause and Nature of Medication Errors in a NICU in Qatar
NICU Medication Errors: Describing the Cause and Nature of Medication Errors in a NICU in Qatar
IntroductionA medication error can be defined as “any error occurring in the medication use process” and focuses on problems with the delivery of medication to a patient [1]. Medic...
Incorporating multislice imaging into x‐ray CT polymer gel dosimetry
Incorporating multislice imaging into x‐ray CT polymer gel dosimetry
Purpose:To evaluate multislice computed tomography (CT) scanning for fast and reliable readout of radiation therapy (RT) dose distributions using CT polymer gel dosimetry (PGD) and...
Evaluation of left ventricular and left atrial volumetric function from native MR multislice 4D flow magnitude data
Evaluation of left ventricular and left atrial volumetric function from native MR multislice 4D flow magnitude data
Abstract
Objectives
To assess the feasibility, precision, and accuracy of left ventricular (LV) and left atrial (LA) volumetric function evaluation ...
Topaz-Denoise: general deep denoising models for cryoEM and cryoET
Topaz-Denoise: general deep denoising models for cryoEM and cryoET
AbstractCryo-electron microscopy (cryoEM) is becoming the preferred method for resolving protein structures. Low signal-to-noise (SNR) in cryoEM images reduces the confidence and t...
Form Follows Force: A theoretical framework for Structural Morphology, and Form-Finding research on shell structures
Form Follows Force: A theoretical framework for Structural Morphology, and Form-Finding research on shell structures
The springing up of freeform architecture and structures introduces many challenges to structural engineers. The main challenge is to generate structural forms with high structural...
Theoretical framework and experimental solution for the air-water interface adsorption problem in cryoEM
Theoretical framework and experimental solution for the air-water interface adsorption problem in cryoEM
Abstract
As cryogenic electron microscopy (cryoEM) gains traction in the structural biology community as a method of choice for determining atomic structures of bio...
Multi-species cryoEM calibration and workflow verification standard
Multi-species cryoEM calibration and workflow verification standard
Abstract
Cryogenic electron microscopy (cryoEM) is a rapidly growing structural biology modality that has been successful in revealing molecular details of biologic...
THE EIGHTH GRADE STUDENTS’ ERRORS OF SMP NEGERI 6 LHOKSUKON ACEH UTARA IN WRITING NARRATIVE TEXT
THE EIGHTH GRADE STUDENTS’ ERRORS OF SMP NEGERI 6 LHOKSUKON ACEH UTARA IN WRITING NARRATIVE TEXT
The aims of the study is to find out the kinds of errors are made by the seventh grade students of SMP Negeri 6 Lhoksukon Aceh Utara in writing narrative text and the most domin...

