Small-angle x-ray scattering (SAXS) is able to extract low-resolution protein shape information without requiring a specific crystal formation. However, it has found little use in atomic-level protein structure determination due to the uncertainty of residue-level structural assignment. We developed a new algorithm, SAXSTER, to couple the raw SAXS data with protein-fold-recognition algorithms and thus improve template-based protein-structure predictions. We designed nine different matching scoring functions of template and experimental SAXS profiles. The logarithm of the integrated correlation score showed the best template recognition ability and had the highest correlation with the true template modeling (TM)-score of the target structures. We tested the method in large-scale protein-fold-recognition experiments and achieved significant improvements in prioritizing the best template structures. When SAXSTER was applied to the proteins of asymmetric SAXS profile distributions, the average TM-score of the top-ranking templates increased by 18% after homologous templates were excluded, which corresponds to a p-value < 10(-9) in Student's t-test. These data demonstrate a promising use of SAXS data to facilitate computational protein structure modeling, which is expected to work most efficiently for proteins of irregular global shape and/or multiple-domain protein complexes.
Improving protein template recognition by using small-angle x-ray scattering profiles.
Marcelo Augusto dos Reis,R. Aparício,Yang Zhang
Published 2011 in Biophysical Journal
ABSTRACT
PUBLICATION RECORD
- Publication year
2011
- Venue
Biophysical Journal
- Publication date
2011-12-07
- Fields of study
Biology, Medicine, Materials Science, Chemistry
- Identifiers
- External record
- Source metadata
Semantic Scholar, PubMed
CITATION MAP
EXTRACTION MAP
CLAIMS
CONCEPTS
- asymmetric saxs profile distributions
A class of protein SAXS profile shapes characterized by asymmetric distribution patterns.
Aliases: asymmetric profiles
- homologous templates
Templates that are evolutionarily related to the target protein and may be excluded from evaluation.
Aliases: homologous structural templates
- logarithm of the integrated correlation score
A scoring function derived from the integrated correlation between template and experimental SAXS profiles.
Aliases: log integrated correlation score
- protein-fold-recognition algorithms
Computational methods that identify structural templates for a target protein sequence or fold.
Aliases: fold-recognition algorithms
- saxster
A computational algorithm that combines SAXS profiles with protein-fold-recognition methods for template-based structure prediction.
Aliases: SAXS-template recognition
- small-angle x-ray scattering profiles
Low-resolution scattering profiles measured from proteins and used here as the experimental input signal.
Aliases: SAXS profiles, SAXS data
- template-based protein-structure predictions
Protein structure prediction approaches that build models from identified template structures.
Aliases: template-based modeling, template-based structure prediction
- template recognition
The task of selecting the most appropriate structural template for a target protein.
Aliases: template selection
- tm-score
A structural similarity measure used to compare a predicted model or template to the target structure.
Aliases: template modeling score
REFERENCES
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