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Defrosting the frozen approximation: PROSPECTOR--a new approach to threading
1Laboratory of Computational Genomics, Danforth Plant Science Center, Creve Coeur, Missouri 63141, USA. skolnick@danfortcenter.org
Proteins
|January 11, 2001
Summary
PROSPECTOR, a novel protein structure prediction method, enhances accuracy by combining sequence profiles and pair interactions. This hierarchical threading approach improves template-based modeling for protein structure prediction.
Area of Science:
- Computational Biology
- Bioinformatics
- Structural Bioinformatics
Background:
- Protein structure prediction is crucial for understanding protein function.
- Threading methods align sequences to known structures to infer models.
- Improving the accuracy of template-based modeling remains a key challenge.
Purpose of the Study:
- To introduce PROSPECTOR, a new hierarchical threading approach for protein structure prediction.
- To enhance the accuracy of probe-template alignment and pair interaction evaluation.
- To develop a web server for public access to the PROSPECTOR method.
Main Methods:
- PROSPECTOR utilizes sequence profiles (close and distant sets) for initial probe-template alignment.
- A hierarchical scoring function combines sequence, secondary structure, and pair interaction profiles.
- A protein-specific pair potential is constructed from consensus contacts in top-scoring templates.
Main Results:
- PROSPECTOR1 correctly identified 59 of 68 pairs in the top position on the Fischer database.
- PROSPECTOR2, incorporating protein-specific pair potentials, improved identification to 61 of 68 pairs.
- On a second database, PROSPECTOR1 and PROSPECTOR2 placed 18 and 17 structures in the top position, respectively.
Conclusions:
- The hierarchical threading approach, particularly with protein-specific pair potentials, significantly enhances the accuracy of protein structure prediction.
- Improved Z-scores for pair interactions increase the specificity of probe-template matches.
- A web server is available for the academic community to utilize the PROSPECTOR method.