Identification and engineering of highly functional potyviral proteases in cells using co-evolutionary models
Medel B Lim Suan1, Cheyenne Ziegler2, Zain Syed2
1Department of Bioengineering, The University of Texas at Dallas, Richardson, TX, USA.
Nature Communications
|February 26, 2026
Summary
Researchers developed a predictive model for Potyviridae proteases, identifying improved enzymes and engineering protease crosstalk for targeted cell-death induction in human cells.
Area of Science:
- Molecular Biology
- Virology
- Biochemistry
Background:
- Proteases within the Potyviridae family are crucial viral components, but their efficiency and substrate specificity remain incompletely understood.
- Comprehensive profiling of these proteases is essential for understanding viral replication and developing targeted antiviral strategies.
Purpose of the Study:
- To develop a predictive model for Potyviridae protease performance using co-evolutionary features.
- To experimentally validate the model's predictions and identify engineered proteases with enhanced activity.
- To demonstrate the model's utility by engineering protease crosstalk for selective synthetic cell-death induction.
Main Methods:
- Development of a computational model leveraging co-evolutionary features to predict protease performance.
- Single amino-acid resolution experimental validation of predicted protease activities.
- Engineering of novel proteases with improved catalytic efficiency and substrate specificity.
- Design and implementation of protease crosstalk for conditional activation of synthetic biological pathways.
Main Results:
- The developed model accurately predicts protease performance at single amino-acid resolution.
- Several engineered proteases demonstrated superior performance compared to the commercially available tobacco etch virus protease.
- Successful engineering of protease crosstalk enabled selective triggering of a synthetic cell-death program in human cells.
Conclusions:
- Co-evolutionary modeling provides a powerful approach for understanding and engineering viral protease function.
- The identified and engineered proteases offer potential tools for molecular biology and antiviral research.
- The demonstration of engineered protease crosstalk highlights the potential for precise control of cellular processes.
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