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Updated: Jul 10, 2025

A Protocol for Computer-Based Protein Structure and Function Prediction
Published on: November 3, 2011
Baited reconstruction with 2D template matching for high-resolution structure determination in vitro and in vivo
Bronwyn A Lucas1,2,3, Benjamin A Himes1,4, Nikolaus Grigorieff1,4
1RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, United States.
Abstract:
Previously we showed that 2D template matching (2DTM) can be used to localize macromolecular complexes in images recorded by cryogenic electron microscopy (cryo-EM) with high precision, even in the presence of noise and cellular background (Lucas et al., 2021; Lucas et al., 2022). Here, we show that once localized, these particles may be averaged together to generate high-resolution 3D reconstructions. However, regions included in the template may suffer from template bias, leading to inflated resolution estimates and making the interpretation of high-resolution features unreliable. We evaluate conditions that minimize template bias while retaining the benefits of high-precision localization, and we show that molecular features not present in the template can be reconstructed at high resolution from targets found by 2DTM, extending prior work at low-resolution. Moreover, we present a quantitative metric for template bias to aid the interpretation of 3D reconstructions calculated with particles localized using high-resolution templates and fine angular sampling.
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