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Updated: Mar 30, 2026

Electronic Tongue Generating Continuous Recognition Patterns for Protein Analysis
Published on: September 16, 2014
Small-molecule binding and sensing with a designed protein family.
Gyu Rie Lee1,2,3,4, Samuel J Pellock1,2, Christoffer Norn1,2
1Department of Biochemistry, University of Washington, Seattle, WA, USA.
We developed a novel method combining deep learning and physics to design small-molecule-binding proteins. These custom proteins can be used to create sensors for detecting various molecules, including cortisol.
Area of Science:
- Protein Engineering
- Computational Biology
- Biosensor Development
Background:
- De novo protein design is crucial for creating custom molecular tools.
- Developing sensors for arbitrary small molecules requires tailored binding proteins.
Purpose of the Study:
- To create a versatile platform for designing small-molecule-binding proteins using computational methods.
- To demonstrate the utility of these designed proteins in creating functional biosensors.
Main Methods:
- Integration of deep learning algorithms with physics-based simulations for protein pocket engineering.
- Computational design of protein binders for six distinct small-molecule targets.
- Biophysical characterization to validate binding affinities and design accuracy.
- Construction of a chemically induced dimerization (CID) system for biosensing.
Main Results:
- Generated a diverse family of proteins with tunable pocket geometries.
- Achieved nanomolar to low micromolar binding affinities for designed protein binders.
- Demonstrated atomic-level accuracy in protein design.
- Successfully developed a cortisol biosensor using a designed cortisol binder and CID system.
Conclusions:
- The NTF2 protein fold is amenable to deep learning-based design for creating specific binders.
- This integrated approach accelerates the development of custom protein binders and biosensors.
- The methodology holds potential for applications in analytical, environmental, and biomedical fields.
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