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Recursive protein modeling: a divide and conquer strategy for protein structure prediction and its case study in CASP9
| Content Provider | CiteSeerX |
|---|---|
| Author | Cheng, Jianlin Wang, Zheng Eickholt, Jesse Deng, Xin |
| Abstract | Abstract--After decades of research, protein structure prediction remains a very challenging problem. In order to address the different levels of complexity of modeling structure, two types of modeling techniques – template-based modeling and template-free modeling – have been developed. Template-based modeling can often generate a moderate to high resolution model when a similar, homologous template structure is found for a query protein but fails if no template or only incorrect templates are found. Template-free modeling such as fragment-based assembly may generate models of moderate resolution for small proteins of low topological complexity. Seldom have the two techniques been integrated together to improve protein modeling. Here we develop a recursive protein modeling approach to selectively and collaboratively apply template-based and template-free modeling methods to model template-covered (i.e., certain) and template-free (i.e., uncertain) regions of a protein. A preliminary implementation of the approach was tested on a number of hard modeling cases during the 9th Critical Assessment of Techniques for Protein Structure Prediction (CASP9) and successfully improved the quality of modeling in most of these cases. Recursive modeling can significantly reduce the complexity of protein structure modeling and integrate template-based and template-free modeling to improve the quality and efficiency of protein structure prediction. Keywords-recursive protein modeling; template-free modeling; template-based modeling; CASP9; protein structure prediction |
| File Format | |
| Access Restriction | Open |
| Subject Keyword | Protein Structure Prediction Template-free Modeling Conquer Strategy Case Study Recursive Protein Modeling Template-based Modeling Hard Modeling Case Challenging Problem Template-free Modeling Method Recursive Protein Query Protein Small Protein Preliminary Implementation Different Level Fragment-based Assembly Homologous Template Structure Recursive Modeling Technique Template-based Modeling Low Topological Complexity Protein Structure Modeling Keywords-recursive Protein Modeling Protein Modeling Moderate Resolution High Resolution Model Critical Assessment Modeling Structure Incorrect Template |
| Content Type | Text |