TY - GEN
T1 - Comparison of indices of regional lung function from 4-D X-ray CT
T2 - 2013 IEEE 10th International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2013
AU - Negahdar, Mohammadreza
AU - Dunlap, Neal
AU - Zacarias, Albert
AU - Civelek, A. Cahid
AU - Woo, Shiao Y.
AU - Amini, Amir A.
PY - 2013
Y1 - 2013
N2 - In the literature, a widely adopted approach for assessing the regional lung function in patients undergoing radiation therapy for lung cancer from 4-D X-ray CT data is the Jacobian of deformation. The Jacobian which describes regional lung volume changes however lacks consideration of directional length changes during respiration. Previously, we proposed the use of strain for measurement of regional deformation in the Lung [1]. In this paper, we perform physiologic validation of lung strain and compare the results with those from the Jacobian measure. Lung deformation fields were computed through application of a recently proposed 3-D optical flow technique (MOFID) [2] to 4-D X-ray CT data sets collected in seven subjects diagnosed with non-small cell primary lung cancer. In addition to 4-D CT data, both SPECT ventilation (VSPECT), and SPECT perfusion (QSPECT data were acquired in all subjects. For each case, voxel-wise statistical correlation of the Jacobian as well as principal strains of deformation (CT-derived pulmonary function images) with both ventilation and perfusion SPECT was performed. The results indicate that the maximum principal strain has a higher correlation with both SPECT ventilation and SPECT perfusion than other indices including the Jacobian.
AB - In the literature, a widely adopted approach for assessing the regional lung function in patients undergoing radiation therapy for lung cancer from 4-D X-ray CT data is the Jacobian of deformation. The Jacobian which describes regional lung volume changes however lacks consideration of directional length changes during respiration. Previously, we proposed the use of strain for measurement of regional deformation in the Lung [1]. In this paper, we perform physiologic validation of lung strain and compare the results with those from the Jacobian measure. Lung deformation fields were computed through application of a recently proposed 3-D optical flow technique (MOFID) [2] to 4-D X-ray CT data sets collected in seven subjects diagnosed with non-small cell primary lung cancer. In addition to 4-D CT data, both SPECT ventilation (VSPECT), and SPECT perfusion (QSPECT data were acquired in all subjects. For each case, voxel-wise statistical correlation of the Jacobian as well as principal strains of deformation (CT-derived pulmonary function images) with both ventilation and perfusion SPECT was performed. The results indicate that the maximum principal strain has a higher correlation with both SPECT ventilation and SPECT perfusion than other indices including the Jacobian.
KW - 4-D X-ray CT
KW - Deformable Image Registration
KW - Radiation Therapy
KW - Regional Lung Function
KW - SPECT
UR - https://www.scopus.com/pages/publications/84881627067
UR - https://www.scopus.com/pages/publications/84881627067#tab=citedBy
U2 - 10.1109/ISBI.2013.6556558
DO - 10.1109/ISBI.2013.6556558
M3 - Conference contribution
AN - SCOPUS:84881627067
SN - 9781467364546
T3 - Proceedings - International Symposium on Biomedical Imaging
SP - 648
EP - 651
BT - ISBI 2013 - 2013 IEEE 10th International Symposium on Biomedical Imaging
Y2 - 7 April 2013 through 11 April 2013
ER -