Title :
An automatic deformable registration method to evaluate parotid glands shrinkage during radiotherapy treatment in tomotherapy
Author :
Faggiano, Elena ; Fiorino, Claudio ; Broggi, Sara ; Cattaneo, Giovanni Mauro ; Calandrino, Riccardo ; Cerutti, Sergio ; Rizzo, Giovanna
Author_Institution :
Bioeng. Dept., Politec. di Milano, Milan, Italy
Abstract :
The aim of this study is to provide a method to track the anatomical alterations of parotid glands during radiation treatment. The method we implemented is based on an intensity-based free-form deformable registration to realign the planning kilo-voltage CT (kVCT) and the daily mega-voltage (MVCT) image sets and on an automatic contour propagation algorithm based on surface construction by triangular mesh. The accuracy of the method was evaluated through visual inspection and comparison with manual contours drawn by expert physicians. The uncertainties of automatic contours were similar to those of manual contours, in terms of parotid volumes and center-of-mass distances. The parotid volumes decreased with a median total loss of 21.7%. We observed an average medial shift of parotid center-of-mass of 3.1 mm from the external part toward the midline. The deformable registration method presented in this work provides an accurate tool for the automatic evaluation of parotid changes occurring during a radiotherapy treatment period.
Keywords :
computerised tomography; image registration; medical image processing; mesh generation; radiation therapy; CT; automatic contour propagation algorithm; automatic deformable registration method; parotid glands shrinkage; radiation treatment; radiotherapy treatment; surface construction; tomotherapy; triangular mesh; Algorithms; Artificial Intelligence; Humans; Imaging, Three-Dimensional; Organ Size; Parotid Gland; Parotid Neoplasms; Pattern Recognition, Automated; Radiographic Image Enhancement; Radiographic Image Interpretation, Computer-Assisted; Radiotherapy, Conformal; Reproducibility of Results; Sensitivity and Specificity; Subtraction Technique;
Conference_Titel :
Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE
Conference_Location :
Minneapolis, MN
Print_ISBN :
978-1-4244-3296-7
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2009.5334464