4DCT-based measurement of changes in pulmonary function following a course of radiation therapy

被引:83
作者
Ding, Kai [1 ]
Bayouth, John E. [2 ]
Buatti, John M. [2 ]
Christensen, Gary E. [2 ,3 ]
Reinhardt, Joseph M. [1 ]
机构
[1] Univ Iowa, Dept Biomed Engn, Iowa City, IA 52242 USA
[2] Univ Iowa, Dept Radiat Oncol, Iowa City, IA 52242 USA
[3] Univ Iowa, Dept Elect & Comp Engn, Iowa City, IA 52242 USA
关键词
computerised tomography; dosimetry; image registration; Jacobian matrices; lung; medical image processing; radiation therapy; CELL LUNG-CANCER; CONSISTENT IMAGE REGISTRATION; VOLUME HISTOGRAM ANALYSIS; RAY CT IMAGES; NONRIGID REGISTRATION; REGIONAL VENTILATION; COMPUTED-TOMOGRAPHY; STAGE-I; PNEUMONITIS; IRRADIATION;
D O I
10.1118/1.3312210
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
100231 [临床病理学]; 100902 [航空航天医学];
摘要
Methods: 4DCT data sets before and after RT from two subjects are used in this study. Nonlinear 3D image registration is applied to register an image acquired near end inspiration to an image acquired near end expiration to estimate the pulmonary function. The Jacobian of the image registration transformation, indicating local lung expansion or contraction, serves as an index of regional pulmonary function. Approximately 120 annotated vascular bifurcation points are used as landmarks to evaluate registration accuracy. The authors compare regional pulmonary function before and after RT to the planned radiation dose at different locations of the lung. Results: In all registration pairs, the average landmark distances after registration are on the order of 1 mm. The pulmonary function change as indicated by the Jacobian change ranges from -0.15 to 0.1 in the contralateral lung and -0.22 to 0.23 in the ipsilateral lung for subject A, and ranges from -0.4 to 0.39 in the contralateral lung and -0.25 to 0.5 in the ipsilateral lung for subject B. Both of the subjects show larger range of the increase in the pulmonary function in the ipsilateral lung than the contralateral lung. For lung tissue regions receiving a radiation dose larger than 24 Gy, a decrease in pulmonary function was observed. For regions receiving a radiation dose smaller than 24 Gy, either an increase or a decrease in pulmonary function was observed. The relationship between the pulmonary function change and the radiation dose varies at different locations. Conclusions: With the use of 4DCT and image registration techniques, the pulmonary function prior to and following a course of radiation therapy can be measured. In the preliminary application of this approach for two subjects, changes in pulmonary function were observed with a weak correlation between the dose and pulmonary function change. In certain sections of the lung, detected locally compromised pulmonary function may have resulted from radiation injury.
引用
收藏
页码:1261 / 1272
页数:12
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