• DocumentCode
    1772151
  • Title

    Evaluating the clinical relevance of force-correlated ultrasound

  • Author

    Koppaka, Sisir ; Gilbertson, Matthew W. ; Rutkove, Seward B. ; Anthony, Brian W.

  • Author_Institution
    Lab. for Manuf. & Productivity, Massachusetts Inst. of Technol., Cambridge, MA, USA
  • fYear
    2014
  • fDate
    April 29 2014-May 2 2014
  • Firstpage
    1172
  • Lastpage
    1175
  • Abstract
    In this paper, we propose a new modality for automated diagnostic assessment of tissues in the context of Duchenne Muscular Dystrophy (DMD). In this force-correlated ultrasound imaging method, we first perform an automated extraction of a multitude of ultrasound images captured across a range of contact forces - a force video, or a force sweep. These images are then coupled with a mechanism to enhance the diagnostic fidelity of the image with regard to DMD. For this, we propose a variance map, which we compute as the pixel-wise standard deviation image for a multiscale stack generated using each image. Using a biomarker quantification scheme of mean gray scale level (GSL) on the enhanced fidelity force-correlated ultrasound images, a k-means clustering is then performed to discriminate the DMD subjects from the control subjects. We present our results on the use of this novel modality in the diagnostic assessment of DMD on data gathered from a clinical study with our system.
  • Keywords
    biological tissues; biomedical ultrasonics; diseases; image capture; medical disorders; medical image processing; pattern clustering; video signal processing; Duchenne muscular dystrophy; automated diagnostic assessment; automated extraction; biological tissues; biomarker quantification scheme; clinical relevance; contact forces; diagnostic fidelity; force sweep; force video; force-correlated ultrasound imaging method; gray scale level; k-means clustering; pixel-wise standard deviation image; variance map; Biomedical imaging; Force; Muscles; Probes; Ultrasonic imaging; Ultrasonic variables measurement; Duchenne Muscular Dystrophy; Medical Imaging; Ultrasound;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Imaging (ISBI), 2014 IEEE 11th International Symposium on
  • Conference_Location
    Beijing
  • Type

    conf

  • DOI
    10.1109/ISBI.2014.6868084
  • Filename
    6868084