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Updated: Jan 28, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Extensive Reliability Evaluation of Docking-Based Target-Fishing Strategies
Margherita Lapillo1, Tiziano Tuccinardi2, Adriano Martinelli3
1Department of Pharmacy, University of Pisa, 56126 Pisa, Italy. margherita.lapillo@farm.unipi.it.
In silico target-fishing using molecular docking is a valuable alternative to experimental methods for identifying drug targets. This study benchmarks docking strategies, finding they can reliably predict drug targets within specific protein features.
Area of Science:
- Medicinal Chemistry
- Computational Chemistry
- Drug Discovery
Background:
- Identifying protein targets for small molecules is crucial for understanding drug mechanisms and preventing adverse effects.
- Experimental target-fishing is often infeasible due to the vast number of potential protein targets.
- In silico methods, particularly receptor-based approaches using crystallographic data, offer a promising alternative.
Purpose of the Study:
- To extensively assess the reliability of docking-based target-fishing strategies.
- To benchmark the performance of various docking procedures in identifying correct protein targets.
- To develop and evaluate a consensus docking-based target-fishing strategy.
Main Methods:
- Selected a set of X-ray protein structures from diverse targets.
- Created a dataset of known active ligands for each target.
- Built a benchmark database for evaluating 13 different docking procedures.
- Developed and tested a consensus docking strategy.
Main Results:
- The study provides the first extensive performance assessment of docking-based target-fishing.
- Identified that specific protein features can influence the reliability of docking protocols.
- Demonstrated that docking-based strategies are valuable tools within their applicable domain.
Conclusions:
- Docking-based target-fishing is a reliable approach for identifying drug targets.
- This work lays the foundation for developing more efficient receptor-based target-fishing strategies.
- The findings will aid in drug repurposing and the prediction of drug candidate off-targets.
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