In Vitro Electron Density Refinement from Solution X-ray Scattering in the Wide-Angle Regime
Yen-Lin Chen, Lois Pollack

TL;DR
The paper introduces Frequency Marching, an algorithm that refines 3D electron density maps from solution X-ray scattering data across small and wide angles, improving resolution of biomolecular structures.
Contribution
It presents a novel frequency marching algorithm that refines electron density distributions using optimization in reciprocal space, incorporating buffer subtraction and excluded volume effects.
Findings
Successfully applied to nucleic acid systems
Enhanced resolution features in low-resolution reconstructions
Demonstrated effectiveness in both structured and unstructured samples
Abstract
We present Frequency Marching, FM, an algorithm that refines three-dimensional electron density distributions from solution X-ray scattering data in both the small- and wide-angle regimes. This algorithm is based on a series of optimization steps, marching along the frequency (reciprocal) space and refining detailed periodic structures with the corresponding real-space resolution. Buffer subtraction and excluded volumes, key factors in extracting the signatures of the biomolecule of interest from the sample, are accounted for using implicit density models. We provide the numerical and analytical basis of the FM algorithm. We demonstrate this technique by application to structured and unstructured nucleic acid systems, where higher resolution features are carved out of low resolution reconstructions as the algorithm marches into wider angles.
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Taxonomy
TopicsElectron and X-Ray Spectroscopy Techniques · Machine Learning in Materials Science · Advanced Chemical Physics Studies
