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Computational Modeling of PROTAC Ternary Complexes as Ensembles Using SILCS-xTAC.
Erik B Nordquist1, Mingtian Zhao1, Wenbo Yu1,2,3
1Computer Aided Drug Design Center, Department of Pharmaceutical Sciences, School of Pharmacy, University of Maryland Baltimore, Baltimore, Maryland 21201, United States.
Proteolysis targeting chimeras (PROTACs) are novel therapeutics. A new computational method, SILCS-xTAC, accurately predicts PROTAC binding and aids in designing drugs for challenging protein targets.
Area of Science:
- Computational chemistry
- Drug discovery
- Structural biology
Background:
- Proteolysis targeting chimeras (PROTACs) offer a new therapeutic strategy by inducing targeted protein degradation.
- Designing PROTACs involves stabilizing interactions between target proteins and E3 ubiquitin ligases within a ternary complex.
- Current computational methods struggle with the complexity of ternary complex modeling.
Purpose of the Study:
- To develop an accurate and efficient computational method for designing PROTAC ligands.
- To address the challenge of modeling ternary complexes in drug discovery.
- To improve the prediction of PROTAC efficacy.
Main Methods:
- Utilized Site Identification by Ligand Competitive Saturation (SILCS) to generate functional group affinity patterns (FragMaps).
- Created ensembles of protein-protein interaction (PPI) dimer structures.
- Developed a SILCS-xTAC method for docking PROTACs into dimer FragMaps and scoring ternary complexes.
Main Results:
- The SILCS-xTAC method demonstrated modest correlation with experimental DC50 values across diverse systems.
- Accurate prediction of binding geometries and energetics for ternary complexes was achieved.
- The method facilitates efficient PROTAC optimization.
Conclusions:
- SILCS-xTAC is a powerful computational tool for PROTAC design and optimization.
- This method enhances the ability to target previously undruggable proteins.
- The approach advances the field of targeted protein degradation therapeutics.
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