• DocumentCode
    573741
  • Title

    ppiPre - an R package for predicting protein-protein interactions

  • Author

    Deng, Yue ; Gao, Lin

  • Author_Institution
    Sch. of Comput. Sci. & Technol., Xidian Univ., Xi´´an, China
  • fYear
    2012
  • fDate
    18-20 Aug. 2012
  • Firstpage
    333
  • Lastpage
    337
  • Abstract
    Since the existing experimental techniques for identifying protein-protein interactions (PPIs) are expensive and time-consuming, and the results are incomplete and/or noisy, developing computational methods for effectively predicting PPIs is of great importance. Therefore, we develop the R package ppiPre, which predicts PPIs using heterogeneous data sources, including Gene Ontology (GO) annotations, Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway annotations and topological properties of the PPI network. ppiPre supports up to 20 species and provides useful functions for predicting PPIs and calculating semantic and topological similarities between proteins. ppiPre is open source and freely available from http://cran.r-project.org/web/packages/ppiPre).
  • Keywords
    bioinformatics; biological techniques; molecular biophysics; proteins; software packages; Gene Ontology annotations; KEGG pathway annotations; Kyoto Encyclopedia of Genes and Genomes; PPI network topological properties; R package; heterogeneous data sources; ppiPre; protein semantic similarities; protein topological similarities; protein-protein interaction prediction; Bioinformatics; Genomics; Ontologies; Proteins; Semantics; Support vector machines; Training; R; network topology; prediction; protein-protein interactions; semantic similarity;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems Biology (ISB), 2012 IEEE 6th International Conference on
  • Conference_Location
    Xi´an
  • Print_ISBN
    978-1-4673-4396-1
  • Electronic_ISBN
    978-1-4673-4397-8
  • Type

    conf

  • DOI
    10.1109/ISB.2012.6314159
  • Filename
    6314159