• DocumentCode
    2922472
  • Title

    Discovery and use of efficient biomarkers for objective disease state assessment in Alzheimer´s disease

  • Author

    Van Gils, Mark ; Koikkalainen, Juha ; Mattila, Jussi ; Herukka, SannaKaisa ; Lötjönen, Jyrki ; Soininen, Hilkka

  • Author_Institution
    VTT Tech. Res. Centre of Finland, Tampere, Finland
  • fYear
    2010
  • fDate
    Aug. 31 2010-Sept. 4 2010
  • Firstpage
    2886
  • Lastpage
    2889
  • Abstract
    Objective and early detection of Alzheimer´s disease (AD) is a demanding problem requiring consideration of manymodal observations. Potentially, many features could be used to discern between people without AD and those at different stages of the disease. Such features include results from cognitive and memory tests, imaging (MRI, PET) results, cerebral spine fluid data, blood markers etc. However, in order to define an efficient and limited set of features that can be employed in classifiers requires mining of data from many patient cases. In this study we used two databases, ADNI and Kuopio LMCI, to investigate the relative importance of features and their combinations. Optimal feature combinations are to be used in a Clinical Decision Support System that is to be used in clinical AD diagnosis practice.
  • Keywords
    data mining; database management systems; decision support systems; diseases; medical computing; neurophysiology; patient diagnosis; pattern classification; ADNI database; Alzheimer´s disease; Kuopio LMCI database; classifiers; clinical AD diagnosis; clinical decision support system; data mining; efficient biomarker discovery; objective disease state assessment; Biomarkers; Classification algorithms; Databases; Diseases; Heating; Magnetic resonance imaging; Medical diagnostic imaging; Aged; Alzheimer Disease; Apolipoproteins E; Biological Markers; Cerebrospinal Fluid; Cohort Studies; Decision Support Systems, Clinical; Female; Humans; Magnetic Resonance Imaging; Male; Middle Aged; Positron-Emission Tomography; Questionnaires; Reproducibility of Results;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
  • Conference_Location
    Buenos Aires
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-4123-5
  • Type

    conf

  • DOI
    10.1109/IEMBS.2010.5626311
  • Filename
    5626311