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Published on: July 8, 2025
A combinatorial scoring function for protein-RNA docking
Zhao Zhang1, Lin Lu1, Yue Zhang1
1College of Life Science and Bioengineering, Beijing University of Technology, Beijing, 100124, China.
A new scoring function, RpveScore, improves protein-RNA docking accuracy by combining knowledge-based potentials with physics-based energy terms. This method effectively identifies near-native structures, aiding in understanding crucial protein-RNA interactions.
Area of Science:
- Computational Biology
- Structural Biology
- Biophysics
Background:
- Protein-RNA docking remains a significant challenge in structural biology.
- Accurate scoring functions are essential for discriminating correct protein-RNA complex structures.
Purpose of the Study:
- To develop and validate a novel scoring function for nonribosomal protein-RNA docking.
- To improve the accuracy of predicting protein-RNA complex structures.
Main Methods:
- Constructed a knowledge-based residue-nucleotide pairwise potential incorporating secondary structure information.
- Developed a weighted combined scoring function, RpveScore, integrating pairwise potential and six physics-based energy terms.
- Optimized weights using multiple linear regression and tested on 35 unbound docking cases.
Main Results:
- RpveScore demonstrated superior performance compared to other methods.
- Achieved a 71.6% success rate for top 1000 structures and ranked near-native structures in the top 30 for 25 out of 35 cases.
- Identified binding modes within the top 5 for 91.4% of systems with significant native interface residue overlap.
Conclusions:
- The developed RpveScore function is effective for protein-RNA docking.
- Long-range electrostatic attractive energy significantly contributes to distinguishing correct structures.
- This work advances protein-RNA docking methodologies and interaction studies.
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