EMRinger: side chain-directed model and map validation for 3D cryo-electron microscopy
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Updated: Apr 5, 2026

Author Spotlight: Exploring Cellular Processes by Modeling Ligands in Cryo-EM Maps
Published on: July 19, 2024
Benjamin A Barad1,2, Nathaniel Echols3, Ray Yu-Ruei Wang4,5
1Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, California, USA.
Abstract:
Advances in high-resolution cryo-electron microscopy (cryo-EM) require the development of validation metrics to independently assess map quality and model geometry. We report EMRinger, a tool that assesses the precise fitting of an atomic model into the map during refinement and shows how radiation damage alters scattering from negatively charged amino acids. EMRinger (https://github.com/fraser-lab/EMRinger) will be useful for monitoring progress in resolving and modeling high-resolution features in cryo-EM.

