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Functional relevance of CASP16 nucleic acid predictions as evaluated by structure providers
Rachael C Kretsch1, Reinhard Albrecht2, Ebbe S Andersen3,4
1Biophysics Program, Stanford University School of Medicine, Stanford, California, USA.
Biorxiv : the Preprint Server for Biology
|June 26, 2025
Summary
Accurate nucleic acid structure prediction shows promise for secondary structures but struggles with functionally critical regions. Improvements are needed for non-canonical structures and interfaces in biomolecular modeling.
Area of Science:
- Biochemistry and Structural Biology
- Computational Biology
- Molecular Biophysics
Background:
- Accurate biomolecular structure prediction is crucial for understanding function, mutation effects, and ligand binding.
- Predicting essential functional and structural features of biomolecules computationally remains a significant challenge.
- The CASP16 (Critical Assessment of protein Structure Prediction) challenge includes nucleic acid structure prediction.
Purpose of the Study:
- To quantitatively and qualitatively evaluate nucleic acid structure predictions submitted to the CASP16 blind prediction challenge.
- To assess the accuracy of computational models in predicting secondary and tertiary structures of nucleic acids.
- To identify limitations in current prediction algorithms, particularly in functionally important and non-canonical regions.
Main Methods:
- Evaluation of nucleic acid structure predictions from 12 experimental groups participating in the CASP16 challenge.
- Quantitative and qualitative assessment of predicted secondary and tertiary structures against experimental data.
- Analysis of prediction accuracy in canonical, non-canonical, and interface regions.
Main Results:
- Blind predictions demonstrated accuracy in modeling secondary structure and some aspects of tertiary structure, including global folds for complex RNAs.
- Predictions frequently lacked accuracy in regions of highest functional importance, such as RNA enzymatic active sites.
- Inaccuracies were noted in non-canonical regions involving backbone bends and non-standard hydrogen bonds.
- Modeling of conserved and functional interfaces between nucleic acids and other molecules (ligands, proteins) was consistently poor.
Conclusions:
- Current computational methods for nucleic acid structure prediction show capability for global fold and secondary structure but require enhancement for functionally critical details.
- Addressing inaccuracies in non-canonical regions and interfaces is essential for advancing biomolecular structure prediction.
- The dynamic nature of biomolecular complexes, where experimental structures may represent only one state, presents a future challenge for prediction and modeling.
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