Title :
Quantification of regional lung ventilation from tagged hyperpolarized helium-3 MRI
Author :
Ding, K. ; Miller, W. ; Cao, K. ; Christensen, G. ; Reinhardt, J. ; Benedict, S. ; Libby, B. ; Sheng, K.
Author_Institution :
Dept. of Radiat. Oncology, Univ. of Virginia, Charlottesville, VA, USA
fDate :
March 30 2011-April 2 2011
Abstract :
In this paper we propose a new scheme for measuring regional ventilation from tagged hyperpolarized helium-3 MR images. A new registration cost function that incorporates both the intensity information (SSD) and the shape feature (SSBMD) from the images is proposed for registering end inspiration to the end expiration image. The smoothness of the displacement field is maintained by incorporating the Laplacian regularization constraint (LAP) in the total cost function. The ventilation is quantified using the Jacobian determinant of the resulting displacement field from the proposed registration algorithm. Tags are automatically segmented from the images to evaluate the registration accuracy. The average tag positioning error is on the order of 2 mm after registration for all three subjects. These results may provide new method for assessing regional lung ventilation and may be used to track regional function changes of lung cancer patients following radiation therapy.
Keywords :
biomedical MRI; feature extraction; image registration; lung; medical image processing; pneumodynamics; shape recognition; Jacobian determinant; Laplacian regularization constraint; image registration cost function; intensity information; lung cancer patient; radiation therapy; regional lung ventilation; shape feature; tagged hyperpolarized helium-3 MRI; Biomedical applications of radiation; Image segmentation; Jacobian matrices; Lungs; Magnetic resonance imaging; Ventilation; MR tagging; image registration; pulmonary; radiation therapy; ventilation;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2011 IEEE International Symposium on
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4244-4127-3
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2011.5872587