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Updated: Jan 30, 2026

A Protocol for Computer-Based Protein Structure and Function Prediction
Published on: November 3, 2011
Computational design of structured loops for new protein functions
Kale Kundert1,2, Tanja Kortemme1,2,3
1Graduate Group in Biophysics, University of California San Francisco, San Francisco, CA 94158, USA.
Designing functional proteins computationally remains a challenge, especially for structured loops. Advances in loop structure prediction offer a path towards computational loop design and routine protein function engineering.
Area of Science:
- Protein engineering
- Computational biology
- Biochemistry
Background:
- Functional proteins rely on precise geometries, energetics, and dynamics.
- Structured loops are key features of natural protein functional sites.
- Computational design of structured loops is a significant unsolved challenge.
Purpose of the Study:
- To review progress in computational loop design.
- To discuss leveraging loop structure prediction for inverse loop design.
- To enable routine design of protein function.
Main Methods:
- Review of current computational protein design strategies.
- Analysis of recent advances in protein loop structure prediction.
- Application of prediction methods to inverse design challenges.
Main Results:
- Structured loops are critical for protein function but difficult to design computationally.
- Loop structure prediction advancements provide new tools for design.
- Bridging prediction and design is essential for progress.
Conclusions:
- Harnessing loop structure prediction is key to advancing computational loop design.
- Overcoming challenges in loop design is a necessary step for engineering protein function.
- Future work should focus on integrating prediction and design methodologies.
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