Angewandte Chemie International EditionBioinformaticsPeer-reviewed journal article
Refinement of highly flexible protein structures using simulation-guided spectroscopy
Jennifer M. Hays, Marissa K. Kieber, Jason Z. LiiD, Ji In Han, Linda M. ColumbusiD, Peter M. KassoniD
Abstract
Highly flexible proteins present a special challenge for structure determination because they are multi-structured yet not disordered, and the resulting conformational ensembles are essential for understanding function. Determining such ensembles is difficult because many measurements that capture multiple conformational populations provide sparse data. A powerful opportunity exists to leverage molecular simulations for spectroscopic experiment selection. We have developed an information-theoretic approach to guide experiments by identifying which measurements best refine the underlying conformational ensemble. We have tested this approach on three flexible bacterial proteins. For proteins where a clear mechanistic hypothesis drives label selection, our approach systematically identifies labels that would test this hypothesis. Furthermore, when available data do not yield an obvious mechanistically-guided label selection strategy, our approach guides label selection and produces conformational refinement that significantly outperforms standard structure-guided approaches. Our information-theoretic approach to label selection thus offers a particular advantage when refining challenging, underdetermined protein conformational ensembles.
- organism: bacteria (other)
- assay: protein structure
- research focus: protein structure prediction
- approach: statistical model
- Citations
- 8
- FWCI
- 0.18
- Field percentile
- 48th percentile
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