• DocumentCode
    3063324
  • Title

    CT and image processing non-invasive indicators of sickle cell secondary pulmonary hypertension

  • Author

    Linguraru, Marius George ; Orandi, Babak J. ; Uitert, Robert L Van ; Mukherjee, Nisha ; Summers, Ronald M. ; Gladwin, Mark T. ; Machado, Roberto F. ; Wood, Bradford J.

  • Author_Institution
    Diagnostic Radiology Department, Clinical Center, National Institutes of Health, Bethesda, MD 20892 USA
  • fYear
    2008
  • fDate
    20-25 Aug. 2008
  • Firstpage
    859
  • Lastpage
    862
  • Abstract
    This retrospective study investigates the potential of image analysis to quantify for the presence and extent of pulmonary hypertension secondary to sickle cell disease (SCD). A combination of fast marching and geodesic active contours level sets were employed to segment the pulmonary artery from smoothed CT-Angiography images from 16 SCD patients and 16 matching controls. An algorithm based on fast marching methods was used to compute the centerline of the segmented arteries to measure automatically the diameters of the pulmonary trunk and first branches of the pulmonary arteries. Results show that the pulmonary trunk and arterial branches are significantly larger in diameter in SCD patients as compared to controls (p-values of 0.002 for trunk and 0.0003 for branches). For validation, the results were compared with manually measured values and did not demonstrate significant difference (mean p-values 0.71). CT with image processing shows great potential as a surrogate indicator of pulmonary hemodynamics or response to therapy, which could be an important tool for drug discovery and noninvasive clinical surveillance.
  • Keywords
    Active contours; Arteries; Automatic control; Computed tomography; Diseases; Hypertension; Image analysis; Image processing; Image segmentation; Level set; Algorithms; Anemia, Sickle Cell; Artificial Intelligence; Humans; Hypertension, Pulmonary; Pattern Recognition, Automated; Radiographic Image Enhancement; Radiographic Image Interpretation, Computer-Assisted; Reproducibility of Results; Sensitivity and Specificity; Tomography, X-Ray Computed;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE
  • Conference_Location
    Vancouver, BC
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-1814-5
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2008.4649289
  • Filename
    4649289