• DocumentCode
    398081
  • Title

    An expert system for evaluating risk in type-1 diabetes

  • Author

    Nallamshetty, L. ; Eschrich, S.A. ; Cuthbertson, D. ; Malloy, J. ; Goldgof, Dmitry B. ; Alexander, A.M. ; Trucco, M. ; Ilonen, Jarmo ; Akerblom, H.K. ; Krischer, J.P.

  • Author_Institution
    Moffit Cancer Center, Univ. of South Florida, Tampa, FL, USA
  • Volume
    2
  • fYear
    2003
  • fDate
    5-8 Oct. 2003
  • Firstpage
    1660
  • Abstract
    Type-1 diabetes is a life-long disorder that often occurs in children or young adults. Susceptibility to type-1 diabetes is believed to be dependent on both genetic and environmental causes. Genetic screening is becoming a common tool for evaluating risk, potentially before the onset of the disease. However, interpreting the results of genetic tests involves many rules taken from the literature on the correlation between risk and genetic markers. We introduce an expert system based approach in which the evaluation of risk for type-1 diabetes can be automated. This method can act as a tool for medical professionals and provides the crucial explanatory component, including citations to the relevant literature. The expert system was developed in conjunction with geneticists. As part of the corresponding clinical trial, the expert system correctly identified the at-risk genetic profiles in a set of 253 subjects evaluated by human experts.
  • Keywords
    diseases; genetic engineering; genetics; medical diagnostic computing; medical expert systems; patient diagnosis; at-risk genetic profiles; crucial explanatory component; expert system; genetic screening; genetic tests; geneticist; medical diagnosis; risk assessment; risk evaluation; susceptibility; type-1 diabetes; Diabetes; Diseases; Expert systems; Genetics; Hospitals; Humans; Medical diagnostic imaging; Medical expert systems; Pediatrics; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man and Cybernetics, 2003. IEEE International Conference on
  • ISSN
    1062-922X
  • Print_ISBN
    0-7803-7952-7
  • Type

    conf

  • DOI
    10.1109/ICSMC.2003.1244651
  • Filename
    1244651