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A sweeter future: Using protein language models for exploring sweeter brazzein homologs
Bryan Nicholas Chua1, Wei Mei Guo2, Han Teng Wong1
1Molecular Engineering Laboratory, Institute of Molecular and Cell Biology (IMCB), Agency for Science, Technology and Research (A*STAR), 61 Biopolis Drive, #07-06, Proteos, Singapore 138673, Republic of Singapore.
Protein language models designed novel brazzein variants with enhanced thermostability and sweetness, offering a healthier sugar alternative. This computational approach yields optimized amino acid sequences for improved protein function and engineering possibilities.
Area of Science:
- Biotechnology
- Protein Engineering
- Computational Biology
Background:
- Growing health concerns regarding sugar consumption necessitate alternative sweeteners.
- Brazzein is a promising natural sweetener known for its sweetness, thermostability, and safety profile.
- Conventional protein engineering methods have limitations in optimizing complex traits like thermostability and sweetness.
Purpose of the Study:
- To utilize protein language models for designing novel brazzein homologs with enhanced thermostability and sweetness.
- To generate diverse, optimized amino acid sequences for improved structural and functional features of brazzein.
- To develop an efficient system for expressing, purifying, and analyzing engineered brazzein variants.
Main Methods:
- Application of protein language models for de novo protein design.
- Generation and optimization of amino acid sequences for brazzein.
- Expression and purification of brazzein mutants using Lactococcus lactis (L. lactis).
- Evaluation of sweetness using taste receptor assays.
Main Results:
- Successful design of new brazzein homologs with improved thermostability and potential for higher sweetness.
- Identification of unexpected mutations leading to novel protein engineering avenues.
- Development of a simplified and efficient protocol for brazzein mutant characterization.
- Demonstration of a computationally designed, more heat-resistant, and palatable brazzein variant (V23).
Conclusions:
- Protein language models are powerful tools for engineering enhanced protein functionalities, such as improved thermostability and sweetness in brazzein.
- Computational design offers a pathway beyond conventional methods for creating superior protein variants.
- The developed methodology facilitates efficient characterization of engineered proteins, accelerating future research in protein engineering and sweetener development.
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