De novo PROTAC Design Solution
Targeted protein degradation by Proteolysis-Targeting Chimeras (PROTACs) for undruggable drug targets.
Context
PROTACs for undruggable drug targets
Proteolysis Targeting Chimeras (PROTACs) represent a paradigm shift in drug discovery and therapeutic intervention, offering a powerful approach to address previously “undruggable” targets. By harnessing the cell’s own protein degradation machinery, PROTACs open new avenues for treating diseases ranging from cancer to neurodegenerative disorders.
Why Choose PROTACs?
Biologic therapies (like monoclonal antibodies and oligonucleotides) offer some solutions, but they suffer from delivery limitations, particularly to specific tissues.
PROTACs can potentially overcome limitations of traditional small molecule inhibitors, particularly for challenging targets such as transcription factors and scaffold proteins.
Unlike small-molecule inhibitors that bind to a target protein and block its activity, PROTACs bind to a target protein and then facilitate its degradation by leveraging the UPS (ubiquitin-proteasome system), which is the cell's natural protein disposal system.
Our Solution
The Aganitha Advantage
- Advanced Structural Modeling: We begin with precise modeling of the Protein of Interest (POI) and E3 ligase complex, ensuring a solid foundation for PROTAC design.
- High-Affinity Ligand Screening: Our GPU-accelerated virtual screening platform rapidly identifies high-affinity ligands for both the POI and E3 ligase.
- Synthesizable Linkers: We employ a library of laboratory tested synthesizable linkers.
- Comprehensive Hit Identification: Our automated PROTAC construction and evaluation process considers multi-parameter optimization, binding affinity, and predicted degradability of the ternary complex.
- Advanced Hit-to-Lead Optimization: We utilize deep learning-based degradability prediction to optimize PROTAC architecture, and MD simulations to refine candidates, ensuring optimal ternary complex formation and stability.
Outcomes
Key features of our solution
De Novo Design Capability:
Create entirely new PROTACs tailored to your specific targets.
Rapid Iteration:
Our computational pipeline allows for quick design-test-refine cycles, essential in the emerging field of PROTAC development.
Customized Screening
Tailored filters based on PROTAC-specific physicochemical properties, informed by recent advances in understanding PROTAC pharmacokinetics and pharmacodynamics.
Predictive Modeling
Advanced algorithms to forecast degradability and ternary complex stability, leveraging recent developments in machine learning for drug discovery.
Scalability
Handle large-scale screenings of millions of potential PROTAC combinations.