• DocumentCode
    1698078
  • Title

    Sensitivity of volumetric brain analysis to systematic and random errors

  • Author

    Thanellas, Antonios-Konstantinos ; Pollari, Mika

  • Author_Institution
    Dept. of Biomed. Eng. & Comput. Sci., Aalto Univ., Aalto, Finland
  • fYear
    2010
  • Firstpage
    238
  • Lastpage
    242
  • Abstract
    Brain structures are subjected to changes caused by genetic, environmental factors or disease and gender, age related reasons. Different methods have been developed to capture these changes, but their agreement over the same data may significantly vary. These variations are attributed to the methodological differences of the employed methods. Popular tools for measuring brain atrophy are SIENA and SIENAX that have been compared in previous studies but no work has carefully weeded out the possible bias and confounding that can be easily introduced to such analyses. The present work tackles the problem of bias, confounding and random variation factors that are inserted in any volumetric analysis methods from the selection of the input data. Evidence showed that normalized brain volume and brain volume change can be used to characterize group differences between healthy and non-healthy subjects in cases where it is not possible to circumvent the studied confounds, which can be introduced in any similar case-control study.
  • Keywords
    brain; image registration; image segmentation; medical image processing; statistical analysis; SIENA; SIENAX; age related reasons; brain atrophy measurement; environmental factors; gender; genetic factors; group differences; normalized brain volume; random errors; registration analysis; segmentation analysis; statistical analysis; systematic errors; volumetric analysis methods; volumetric brain analysis sensitivity; Alzheimer´s disease; Atrophy; Brain; Magnetic resonance imaging; Systematics; Uncertainty;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer-Based Medical Systems (CBMS), 2010 IEEE 23rd International Symposium on
  • Conference_Location
    Perth, WA
  • ISSN
    1063-7125
  • Print_ISBN
    978-1-4244-9167-4
  • Type

    conf

  • DOI
    10.1109/CBMS.2010.6042648
  • Filename
    6042648