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Computation and Structure-Guided Arginine Scanning Engineers a Hyperactive AP Endonuclease for Multiplex Viral RNA
Junlan Wang1, Ting Wu2, Feizuo Wang1
1Department of Biological Sciences, Faculty of Science, National University of Singapore, Singapore, Singapore.
Advanced Science (Weinheim, Baden-Wurttemberg, Germany)
|July 24, 2026
Summary
Researchers developed ARGENT, an AI tool to engineer DNA-binding proteins. This AI-guided arginine scanning enhances AP endonuclease activity for improved viral RNA detection and genome editing applications.
Area of Science:
- Biotechnology
- Bioinformatics
- Molecular Biology
Background:
- DNA-binding proteins like AP endonucleases are crucial for biotechnology.
- Rewiring DNA-contact surfaces of these proteins is challenging.
Purpose of the Study:
- To develop a general method for engineering DNA-binding protein interfaces.
- To enhance AP endonuclease activity for advanced nucleic acid technologies.
Main Methods:
- Introduced ARGENT (AI-guided Arginine scanning Engine for Nucleic-acid Tuning), an interpretable framework.
- Utilized protein-DNA structures and homologous sequences to identify beneficial arginine substitutions.
- Combined structural and evolutionary data to create a residue-wise hotspot score.
Main Results:
- ARGENT identified key sites on APE1, leading to six single mutants with increased AP-site cleavage.
- A triple mutant, APE1-Evo, showed a ~4-fold increase in rate constant while maintaining fidelity.
- The engineered APE1-Evo, integrated into NAPTUNE-V2.0, enabled multiplex viral RNA detection with high accuracy.
Conclusions:
- AI-guided arginine scanning is a practical method for engineering hyperactive, high-fidelity AP endonucleases.
- ARGENT can be applied to other DNA-binding proteins, including Cas9d, for genome editing.
- This approach enables next-generation nucleic acid technologies and viral RNA sensing.
Keywords:
AI‐guided Arg scanningAP endonucleaseAPE1 engineeringdengue and influenza virusesnucleic acid detectionviral RNA sensing
