• DocumentCode
    2573317
  • Title

    Computational vascular morphometry for the assessment of pulmonary vascular disease based on scale-space particles

  • Author

    Estépar, Raúl San José ; Ross, James C. ; Russian, K. ; Schultz, Thomas ; Washko, George R. ; Kindlmann, Gordon L.

  • Author_Institution
    Brigham & Women´´s Hosp., Boston, MA, USA
  • fYear
    2012
  • fDate
    2-5 May 2012
  • Firstpage
    1479
  • Lastpage
    1482
  • Abstract
    We present a fully automatic computational vascular morphometry (CVM) approach for the clinical assessment of pulmonary vascular disease (PVD). The approach is based on the automatic extraction of the lung intraparenchymal vasculature using scale-space particles. Based on the detected features, we developed a set of image-based biomarkers for the assessment of the disease using the vessel radii estimation provided by the particle´s scale. The biomarkers are based on the interrelation between vessel cross-section area and blood volume. We validate our vascular extraction method using simulated data with different complexity and we present results in 2,500 CT scans with different degrees of chronic obstructive pulmonary disease (COPD) severity. Results indicate that our CVM pipeline may track vascular remodeling present in COPD and it can be used in further clinical studies to assess the involvement of PVD in patient populations.
  • Keywords
    blood; blood vessels; computerised tomography; diseases; lung; medical image processing; COPD severity; CT scans; CVM pipeline; PVD; automatic computational vascular MORPHOMETRY approach; automatic extraction; blood volume; chronic obstructive pulmonary disease severity; clinical assessment; image-based biomarkers; lung intraparenchymal vasculature; patient populations; pulmonary vascular disease; scale-space particles; vascular extraction method; vascular remodeling; vessel cross-section area; vessel radii estimation; Biomarkers; Blood; Complexity theory; Computed tomography; Diseases; Estimation; Feature extraction; COPD; CT; Scale-space; biomarkers; pulmonary vascular disease; vessel segmentation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Imaging (ISBI), 2012 9th IEEE International Symposium on
  • Conference_Location
    Barcelona
  • ISSN
    1945-7928
  • Print_ISBN
    978-1-4577-1857-1
  • Type

    conf

  • DOI
    10.1109/ISBI.2012.6235851
  • Filename
    6235851