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Updated: Feb 15, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
3D-e-Chem: Structural Cheminformatics Workflows for Computer-Aided Drug Discovery
Albert J Kooistra1,2, Márton Vass2, Ross McGuire1,3
1Centre for Molecular and Biomolecular Informatics (CMBI), Radboud University Medical Center (RadboudUMC), Nijmegen, The Netherlands.
Abstract:
eScience technologies are needed to process the information available in many heterogeneous types of protein-ligand interaction data and to capture these data into models that enable the design of efficacious and safe medicines. Here we present scientific KNIME tools and workflows that enable the integration of chemical, pharmacological, and structural information for: i) structure-based bioactivity data mapping, ii) structure-based identification of scaffold replacement strategies for ligand design, iii) ligand-based target prediction, iv) protein sequence-based binding site identification and ligand repurposing, and v) structure-based pharmacophore comparison for ligand repurposing across protein families. The modular setup of the workflows and the use of well-established standards allows the re-use of these protocols and facilitates the design of customized computer-aided drug discovery workflows.
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