Binding and sensing diverse small molecules using shape-complementary pseudocycles
Linna An1,2, Meerit Said1,2, Long Tran2,3,4
1Department of Biochemistry, University of Washington, Seattle, WA, USA.
Summary
We developed a deep learning method to design small molecule-binding proteins for sensing applications. This approach creates high-affinity binders for diverse molecules, enabling new sensor technologies.
Area of Science:
- Protein engineering
- Biotechnology
- Computational biology
Background:
- Designing proteins with specific small molecule-binding capabilities is challenging.
- Existing methods often lack the versatility for diverse molecular targets.
Purpose of the Study:
- To develop a novel computational approach for designing high-affinity small molecule-binding proteins.
- To create proteins suitable for downstream applications like sensing and chemically induced dimerization.
Main Methods:
- Utilized deep learning to generate protein pseudocycles with tunable binding pocket shapes.
- Employed computational docking to identify complementary protein designs for target small molecules.
- Optimized interaction surfaces for high binding affinity and performed experimental screening.
Main Results:
- Successfully designed and validated high-affinity binders for four distinct small molecules, including methotrexate and thyroxine.
- Demonstrated the modularity of the designed proteins by creating chemically induced dimerization systems.
- Engineered low-noise nanopore sensors utilizing the designed protein domains.
Conclusions:
- The deep learning-based pseudocycle design approach is effective for creating high-affinity small molecule binders.
- The modular protein designs facilitate the development of advanced biosensing and molecular control systems.
- This method offers a versatile platform for protein engineering with broad biotechnological potential.
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