• DocumentCode
    2058533
  • Title

    Ontological Labels for Automated Location of Left Ventricular Remodeling

  • Author

    Steinert-Threlkeld, Shane ; Ardekani, Siamak ; Mejino, Jose L V ; Detwiler, Landon T. ; Brinkley, James F. ; Halle, Michael ; Kikinis, Ron ; Winslow, Raimond L. ; Miller, Michael I. ; Ratnanather, J. Tilak

  • Author_Institution
    Center for Imaging Sci., Johns Hopkins Univ., Baltimore, MD, USA
  • fYear
    2011
  • fDate
    18-21 Sept. 2011
  • Firstpage
    572
  • Lastpage
    573
  • Abstract
    In a previous study, Ardekani et. al. used the Large Deformation Diffeomorphic Metric Mapping (LDDMM) image registration algorithm to analyze the left ventricle of 25 human subjects at both end systole (ES) and end diastole (ED) phases of the cardiac cycle. Of these 25 subjects, 12 had nonischemic cardiomyopathy (NICM) and 13 had ischemic cardiomyopathy (ICM). An average template image at each of ES and ED was generated and then mapped using LDDMM to each patient image. A statistical analysis of the voxel-based Jacobian map, which encodes local tissue volume difference, found one region of statistically significant volume expansion in the NICM group compared to the ICM group. Visual inspection by an expert clinician located this region in the mid anterior subregion of the left ventricle. Using vSPARQL-an extension of SPARQL allowing for recursive and sub-queries the subclass hierarchy surrounding the term Region_of_mγocardium was extracted from the Foundational Model of Anatomy (FMA).
  • Keywords
    biological tissues; biomedical MRI; electrocardiography; image registration; medical image processing; ontologies (artificial intelligence); statistical analysis; automated location; cardiac cycle; end diastole; end systole; image registration; large deformation diffeomorphic metric mapping; left ventricular remodeling; magnetic resonance image; nonischemic cardiomyopathy; ontological label; patient image; statistical analysis; tissue volume difference; vSPARQL; visual inspection; volume expansion; voxel-based Jacobian map; Biomedical imaging; Educational institutions; Heart; Image segmentation; Myocardium; Ontologies; Cardiac Left Ventricle; Computational Anatomy; Medical Atlases; Ontologies;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Semantic Computing (ICSC), 2011 Fifth IEEE International Conference on
  • Conference_Location
    Palo Alto, CA
  • Print_ISBN
    978-1-4577-1648-5
  • Electronic_ISBN
    978-0-7695-4492-2
  • Type

    conf

  • DOI
    10.1109/ICSC.2011.99
  • Filename
    6061374