articleNucleic Acids ResearchApr 25, 2016GOLD OA

RaptorX-Property: a web server for protein structure property prediction

Toyota Technological Institute at Chicago · Zhejiang University of Science and Technology

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Abstract

RaptorX Property (http://raptorx2.uchicago.edu/StructurePropertyPred/predict/) is a web server predicting structure property of a protein sequence without using any templates. It outperforms other servers, especially for proteins without close homologs in PDB or with very sparse sequence profile (i.e. carries little evolutionary information). This server employs a powerful in-house deep learning model DeepCNF (Deep Convolutional Neural Fields) to predict secondary structure (SS), solvent accessibility (ACC) and disorder regions (DISO). DeepCNF not only models complex sequence-structure relationship by a deep hierarchical architecture, but also interdependency between adjacent property labels. Our experimental…

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Authors

4

Topics & keywords

Keywords
  • Web server
  • Property (philosophy)
  • Server
  • Computer science
  • Sequence (biology)
  • Protein Data Bank (RCSB PDB)
  • Artificial intelligence
  • Convolutional neural network
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