• DocumentCode
    561883
  • Title

    Incorporation of Ontology-driven biological knowledge into cardiovascular genomics

  • Author

    Zheng, Huiru ; Wang, Haiying ; Azuaje, Francisco

  • Author_Institution
    Sch. of Comput. & Math., Univ. of Ulster, Newtownabbey, UK
  • fYear
    2011
  • fDate
    18-21 Sept. 2011
  • Firstpage
    565
  • Lastpage
    568
  • Abstract
    This study presents a system that enables the incorporation of similarity knowledge extracted from the Cardiovascular Gene Ontology (CGO) into cardiovascular research. The implementation of the system is based on the combination of biological function annotations provided by the CGO for more than 4000 genes associated with cardiovascular processes and topological features encoded in the Gene Ontology (GO). Using cardiovascular-related annotations provided by CGO, term-term similarity within each of the GO hierarchies, i.e., molecular function, biological process and cellular component, is computed using three GO-driven similarity measures (Resnik´s, Lin´s and Jiang´s metrics). These provide the foundation for the estimation of semantic similarity between cardiovascular-associated genes. The system allows users to retrieve between-gene similarity using a single query or batch query mode. This study contributes to the development of automated methods for supporting annotation tasks, such as the generation of new annotations for partially-characterized genes associated with cardiovascular disease.
  • Keywords
    cardiovascular system; cellular biophysics; diseases; genetics; genomics; knowledge acquisition; molecular biophysics; ontologies (artificial intelligence); query processing; CGO; GO; biological function annotations; biological knowledge; cardiovascular disease; cardiovascular gene ontology; cardiovascular genomics; cellular component; molecular function; query retrieval; semantic similarity measures; similarity knowledge extraction; topological feature encoding; Bioinformatics; Correlation; Databases; Heart; Ontologies; Proteins; Semantics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computing in Cardiology, 2011
  • Conference_Location
    Hangzhou
  • ISSN
    0276-6547
  • Print_ISBN
    978-1-4577-0612-7
  • Type

    conf

  • Filename
    6164628