Deformable image registration of heterogeneous human lung incorporating the bronchial tree.
OBJECTIVE
To investigate the effect of the bronchial tree on the accuracy of biomechanical-based deformable image registration of human lungs.


METHODS
Three dimensional finite element models have been developed using four dimensional computed tomography image data of ten lung cancer patients. Each model is built of a body, left and right lungs, tumor, and bronchial trees. Triangular shell elements are used for the bronchial trees while tetrahedral elements are used for other components. Hyperelastic material properties based on experimental investigation on human lungs are used for the lung parenchyma. Different material properties are assigned for the bronchial tree using five values for the modulus of elasticity of 0.01, 0.12, 0.5, 10, and 18 MPa. Lungs are modeled to slide inside chest cavities by applying frictionless contact surfaces between each lung and corresponding chest cavity. The accuracy of the models is examined using an average of 40 bronchial bifurcation points identified on inhale and exhale images. Relative accuracy is evaluated by comparing the displacement of all nodes within the lungs as well as the dosimetric difference at the exhale position predicted by the model.


RESULTS
There is no significant effect of bronchial tree on the model accuracy based on the bifurcation points analysis. However, on the local level, using an average of 38 000 nodes, there is a maximum difference of 8.5 mm in the deformation of the bronchial trees, as the modulus of elasticity of the bronchial trees increases from 0.01 to 18 MPa; however, more than 96% of nodes are within a 2.5 mm difference in each direction. The average dose difference at the predicted exhale position is less than 35 cGy between the models.


CONCLUSIONS
The bronchial tree has little effect on the global deformation and the accuracy of deformable image registration of lungs. Hence, the homogenous model is a reasonable assumption. Since there are some local deformation differences between nodes as the material properties of the bronchial tree change that may affect the accuracy of dosimetric results, heterogeneity may be required for a smaller scale modeling of lungs.
Radiation Medicine Program, Princess Margaret Hospital, 610 University Avenue, Toronto, Ontario M5G 2M9, Canada. adil.al-mayah@rmp.uhn.on.ca
Adil
A
Al-Mayah
Joanne
J
Moseley
Mike
M
Velec
Shannon
S
Hunter
Kristy
K
Brock
D001696:Biomechanical Phenomena; D001980:Bronchi / Q000033:anatomy & histology* / Q000502:physiology / Q000528:radiation effects; D002289:Carcinoma, Non-Small-Cell Lung / Q000000981:diagnostic imaging / Q000503:physiopathology; D055119:Elastic Modulus; D045853:Exhalation; D020342:Finite Element Analysis; D006801:Humans; D007091:Image Processing, Computer-Assisted / Q000379:methods*; D001239:Inhalation; D008175:Lung Neoplasms / Q000000981:diagnostic imaging / Q000503:physiopathology; D008953:Models, Anatomic; D011829:Radiation Dosage; D011874:Radiometry; D014057:Tomography, X-Ray Computed