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Updated: May 20, 2026

Cryo-EM and Single-Particle Analysis with Scipion
Published on: May 29, 2021
Ensemble Analyzer: An Open-Source Python Framework for Automated Conformer Ensemble Refinement
Andrea Pellegrini1, Paolo Righi1, Andrea Mazzanti1
1Department of Industrial Chemistry "Toso Montanari", Alma Mater Studiorum University of Bologna, Via P. Gobetti 85, 40129 Bologna, Italy.
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Accurate prediction of molecular properties requires the refinement of the full conformational ensemble at high levels of theory, which remains computationally demanding. Existing workflows typically rely on ad-hoc scripts and manual intervention. We present Ensemble Analyzer (EnAn), an open-source Python framework that automates this workflow. EnAn's modular and extensible architecture integrates seamlessly with widely known calculators and allows automated generation and comparison of electronic and vibronic spectra. EnAn effectively manages the reproducible exploration of conformational spaces.

