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Updated: Apr 8, 2026

Biosensor-based High Throughput Biopanning and Bioinformatics Analysis Strategy for the Global Validation of Drug-protein Interactions
Published on: December 1, 2020
DARC: Mapping Surface Topography by Ray-Casting for Effective Virtual Screening at Protein Interaction Sites
Ragul Gowthaman1, Sven A Miller1, Steven Rogers1
1Center for Computational Biology, ‡Department of Molecular Biosciences, §Center of Biomedical Research Excellence, Center for Cancer Experimental Therapeutics, ∥Department of Radiation Oncology, ⊥Biomolecular NMR Laboratory, #Department of Medicinal Chemistry, and ∇High Throughput Screening Laboratory University of Kansas , 2030 Becker Drive, Lawrence, Kansas 66045-7534, United States.
A new docking approach, DARC (Docking Approach using Ray-Casting), effectively identifies novel small-molecule inhibitors for challenging protein-protein interactions. This method shows promise for drug discovery targeting difficult protein targets like Mcl-1.
Area of Science:
- Biochemistry
- Drug Discovery
- Computational Chemistry
Background:
- Protein-protein interactions (PPIs) are crucial in cellular processes but challenging drug targets.
- Traditional drug discovery methods and virtual screening tools struggle with shallow PPI sites.
- Novel computational strategies are needed to identify inhibitors for PPIs.
Purpose of the Study:
- To introduce a new docking strategy, DARC (Docking Approach using Ray-Casting), tailored for PPI sites.
- To evaluate DARC's efficacy in identifying novel small-molecule inhibitors against the Mcl-1 protein interaction site.
- To demonstrate the potential of DARC in drug discovery for challenging PPI targets.
Main Methods:
- Developed DARC, a docking approach that matches surface topography from protein and ligand perspectives.
- Applied DARC for virtual screening against the human antiapoptotic protein Mcl-1.
- Validated top-scoring compounds using biochemical assays to determine inhibition (Ki values).
Main Results:
- DARC successfully identified novel inhibitors of Mcl-1.
- Four of the top 21 screened compounds exhibited clear inhibition in biochemical assays.
- Inhibitor Ki values ranged from 1.2 to 21 μM with good ligand efficiency.
- Identified compounds were structurally distinct from Mcl-1's natural ligand and known inhibitors.
Conclusions:
- DARC is a valuable computational tool for identifying novel inhibitors of protein-protein interactions.
- The DARC strategy demonstrates utility in discovering unique small molecules against challenging drug targets like Mcl-1.
- This approach expands the possibilities for therapeutic intervention in diseases involving PPIs.
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