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Network Dynamics as Fingerprints of Thermostability in an In Silico-Engineered DyP-Type Peroxidase
Carolina F Rodrigues1, Diogo Silva1, Constança Lorena1
1Instituto de Tecnologia Química e Biológica António Xavier, Universidade Nova de Lisboa, Av da República, 2780-157 Oeiras, Portugal.
Engineered dye-decolorizing peroxidase (DyP) variants show enhanced thermostability using AI design. Dynamic interaction networks reveal new insights into protein stabilization for enzyme engineering.
Area of Science:
- Biotechnology
- Protein Engineering
- Biochemistry
Background:
- Enzyme stabilization is key for sustainable industrial bioprocesses.
- The structural basis for enzyme thermostability is not fully understood.
- Dye-decolorizing peroxidase (DyP) is an industrially relevant enzyme.
Purpose of the Study:
- To engineer thermostable variants of tetrameric DyP.
- To understand the structural and dynamic basis of enhanced thermostability.
- To explore novel indicators for protein stabilization.
Main Methods:
- Utilized open-source AI design algorithms for enzyme engineering.
- Employed recombination strategies to minimize mutational burden.
- Conducted structural and dynamic analyses, including protein correlation network analysis.
Main Results:
- Engineered DyP variants exhibited significantly improved thermal performance and stability.
- Stabilized variants showed increased compactness, rigidity, and enhanced non-covalent interactions.
- Identified highly connected dynamic interaction networks as a key feature of thermostability.
Conclusions:
- Convergent structural and dynamic features contribute to DyP thermostability.
- Dynamic interaction networks offer a new framework for rational enzyme design.
- Findings provide novel indicators for predicting and enhancing protein stability.
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