Ensemble Docking: How to Handle Receptor Flexibility Without Losing Your Mind

By BioDockify Computational Research Team · October 17, 2026 · Molecular Docking

Receptor flexibility is docking\\'s oldest unsolved problem - ensemble docking is the practical answer: multiple receptor conformations from structures and MD, consensus scoring, structure-selection strategy, and the pitfalls that turn ensembles into noise.

Read the complete article with tables, code and references on BioDockify.

Key References

• Amaro, R.E. & co-authors. Ensemble docking in drug discovery. Methods 145, 134-140 (2018).
• Trott, O. & Olson, A.J. AutoDock Vina. J. Comput. Chem. 31, 445-461 (2010). DOI: 10.1002/jcc.21334
• Abraham, M.J. et al. GROMACS. SoftwareX 1-2, 19-25 (2015). DOI: 10.1016/j.softx.2015.06.001
• Huang, S.-Y. & Zou, X. Ensemble docking of multiple protein structures: current performance and challenges. Curr. Protein Pept. Sci. 11, 498-506 (2010).

Scope & Limitations

Adding conformations multiplies compute and can dilute enrichment - bigger ensembles are not automatically better Consensus rules (max vs mean vs vote) change rankings materially; the rule choice must be stated and justified