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
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;
Conference_Titel :
Biomedical Imaging (ISBI), 2012 9th IEEE International Symposium on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4577-1857-1
DOI :
10.1109/ISBI.2012.6235851