Performance of human and server prediction in CAPRI rounds 38-45

Proteins. 2020 Aug;88(8):1110-1120. doi: 10.1002/prot.25956. Epub 2020 Jul 1.

Abstract

CAPRI challenges offer a variety of blind tests for protein-protein interaction prediction. In CAPRI Rounds 38-45, we generated a set of putative binding modes for each target with an FFT-based docking algorithm, and then scored and ranked these binding modes with a proprietary scoring function, ITScorePP. We have also developed a novel web server, Rebipp. The algorithm utilizes information retrieval to identify relevant biological information to significantly reduce the search space for a particular protein. In parallel, we have also constructed a GPU-based docking server, MDockPP, for protein-protein complex structure prediction. Here, the performance of our protocol in CAPRI rounds 38-45 is reported, which include 16 docking and scoring targets. Among them, three targets contain multiple interfaces: Targets 124, 125, and 136 have 2, 4, and 3 interfaces, respectively. In the predictor experiments, we predicted correct binding modes for nine targets, including one high-accuracy interface, six medium-accuracy binding modes, and six acceptable-accuracy binding modes. For the docking server prediction experiments, we predicted correct binding modes for eight targets, including one high-accuracy, three medium-accuracy, and five acceptable-accuracy binding modes.

Keywords: information retrieval; molecular docking; protein-peptide interactions; protein-protein interactions; protein-sugar interactions; scoring function; text mining.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't
  • Research Support, U.S. Gov't, Non-P.H.S.

MeSH terms

  • Algorithms*
  • Amino Acid Sequence
  • Binding Sites
  • Data Mining
  • Humans
  • Ligands
  • Molecular Docking Simulation*
  • Oligosaccharides / chemistry*
  • Oligosaccharides / metabolism
  • Peptides / chemistry*
  • Peptides / metabolism
  • Protein Binding
  • Protein Conformation, alpha-Helical
  • Protein Conformation, beta-Strand
  • Protein Interaction Domains and Motifs
  • Protein Interaction Mapping
  • Protein Multimerization
  • Proteins / chemistry*
  • Proteins / metabolism
  • Research Design
  • Software*
  • Structural Homology, Protein
  • Thermodynamics

Substances

  • Ligands
  • Oligosaccharides
  • Peptides
  • Proteins