RELION: Implementation of a Bayesian approach to cryo-EM structure determination
MRC Laboratory of Molecular Biology
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Abstract
RELION, for REgularized LIkelihood OptimizatioN, is an open-source computer program for the refinement of macromolecular structures by single-particle analysis of electron cryo-microscopy (cryo-EM) data. Whereas alternative approaches often rely on user expertise for the tuning of parameters, RELION uses a Bayesian approach to infer parameters of a statistical model from the data. This paper describes developments that reduce the computational costs of the underlying maximum a posteriori (MAP) algorithm, as well as statistical considerations that yield new insights into the accuracy with which the relative orientations of individual particles may be determined. A so-called gold-standard Fourier shell…
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Keywords
- Overfitting
- Computer science
- Bayesian probability
- Statistical model
- A priori and a posteriori
- Bayesian optimization
- Maximum a posteriori estimation
- Data mining
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