Vina + RF-Score + GNINA: Designing a Multi-Stage Consensus Pipeline

By BioDockify Computational Research Team · August 10, 2026 · Consensus Docking

A detailed technical guide to designing a multi-stage molecular docking pipeline with AutoDock Vina, RF-Score, and GNINA CNN. Covers architecture, scoring, conditional execution, and cost optimization.

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

Key References

• Trott, O. & Olson, A.J. AutoDock Vina. J. Comput. Chem. 31, 455-461 (2010).
• McNutt, A.T. et al. GNINA: molecular docking with deep learning. J. Cheminform. 13, 43 (2021).
• Li, H. et al. RF-Score v3. J. Cheminform. 12, 20 (2020).

Scope & Limitations

Pipeline adds latency vs single-engine docking Threshold tuning affects recall vs precision tradeoff GNINA CNN requires GPU for practical speed