PURPOSE: Interfraction dose accumulation is necessary to evaluate the dose distribution of an entire course of treatment by adding up multiple dose distributions of different treatment fractions. This accumulation of dose distributions is not straightforward as changes in the patient anatomy may occur during treatment. For this purpose, the accuracy of nonrigid registration methods is assessed for dose accumulation based on the calculated deformations fields. METHODS: A phantom study using a deformable cubic silicon phantom with implanted markers and a cylindrical silicon phantom with MOSFET detectors has been performed. The phantoms were deformed and images were acquired using a cone-beam CT imager. Dose calculations were performed on these CT scans using the treatment planning system. Nonrigid CT-based registration was performed using two different methods, the Morphons and Demons. The resulting deformation field was applied on the dose distribution. For both phantoms, accuracy of the registered dose distribution was assessed. For the cylindrical phantom, also measured dose values in the deformed conditions were compared with the dose values of the registered dose distributions. Finally, interfraction dose accumulation for two treatment fractions of a patient with primary rectal cancer has been performed and evaluated using isodose lines and the dose volume histograms of the target volume and normal tissue. RESULTS: A significant decrease in the difference in marker or MOSFET position was observed after nonrigid registration methods (p < 0.001) for both phantoms and with both methods, as well as a significant decrease in the dose estimation error (p < 0.01 for the cubic phantom and p < 0.001 for the cylindrical) with both methods. Considering the whole data set at once, the difference between estimated and measured doses was also significantly decreased using registration (p < 0.001 for both methods). The patient case showed a slightly underdosed planning target volume and an overdosed bladder volume due to anatomical deformations. CONCLUSIONS: Dose accumulation using nonrigid registration methods is possible using repeated CT imaging. This opens possibilities for interfraction dose accumulation and adaptive radiotherapy to incorporate possible differences in dose delivered to the target volume and organs at risk due to anatomical deformations.
Brock K. K., McShan D. L., Ten Haken R. K., Hollister S. J., Dawson L. A., Balter J. M., Inclusion of organ deformation in dose calculations, 10.1118/1.1539039
Flampouri Stella, Jiang Steve B, Sharp Greg C, Wolfgang John, Patel Abhijit A, Choi Noah C, Estimation of the delivered patient dose in lung IMRT treatment based on deformable registration of 4D-CT data and Monte Carlo simulations, 10.1088/0031-9155/51/11/006
Lee Choonik, Langen Katja M., Lu Weiguo, Haimerl Jason, Schnarr Eric, Ruchala Kenneth J., Olivera Gustavo H., Meeks Sanford L., Kupelian Patrick A., Shellenberger Thomas D., Mañon Rafael R., Assessment of Parotid Gland Dose Changes During Head and Neck Cancer Radiotherapy Using Daily Megavoltage Computed Tomography and Deformable Image Registration, 10.1016/j.ijrobp.2008.04.013
Lockman David M., Yan Di, Wong John, Estimating the dose variation in a volume of interest with explicit consideration of patient geometric variation, 10.1118/1.1288683
Lu Weiguo, Olivera Gustavo H, Chen Quan, Ruchala Kenneth J, Haimerl Jason, Meeks Sanford L, Langen Katja M, Kupelian Patrick A, Deformable registration of the planning image (kVCT) and the daily images (MVCT) for adaptive radiation therapy, 10.1088/0031-9155/51/17/015
O'Daniel Jennifer C., Garden Adam S., Schwartz David L., Wang He, Ang Kian K., Ahamad Anesa, Rosenthal David I., Morrison William H., Asper Joshua A., Zhang Lifei, Tung Shih-Ming, Mohan Radhe, Dong Lei, Parotid Gland Dose in Intensity-Modulated Radiotherapy for Head and Neck Cancer: Is What You Plan What You Get?, 10.1016/j.ijrobp.2007.07.2345
Orban de Xivry Jonathan, Janssens Guillaume, Bosmans Geert, De Craene Mathieu, Dekker André, Buijsen Jeroen, van Baardwijk Angela, De Ruysscher Dirk, Macq Benoit, Lambin Philippe, Tumour delineation and cumulative dose computation in radiotherapy based on deformable registration of respiratory correlated CT images of lung cancer patients, 10.1016/j.radonc.2007.08.012
Schaly B, Bauman G S, Battista J J, Dyk J Van, Validation of contour-driven thin-plate splines for tracking fraction-to-fraction changes in anatomy and radiation therapy dose mapping, 10.1088/0031-9155/50/3/005
Song William Y., Wong Eugene, Bauman Glenn S., Battista Jerry J., Van Dyk Jake, Dosimetric evaluation of daily rigid and nonrigid geometric correction strategies during on-line image-guided radiation therapy (IGRT) of prostate cancer : On-line IGRT of prostate cancer, 10.1118/1.2405325
Yan Di, Jaffray D.A., Wong J.W., A model to accumulate fractionated dose in a deforming organ, 10.1016/s0360-3016(99)00007-3
Godley Andrew, Ahunbay Ergun, Peng Cheng, Li X. Allen, Automated registration of large deformations for adaptive radiation therapy of prostate cancer : Automated registration of large deformations for ART, 10.1118/1.3095777
Rosu Mihaela, Chetty Indrin J., Balter James M., Kessler Marc L., McShan Daniel L., Ten Haken Randall K., Dose reconstruction in deforming lung anatomy: Dose grid size effects and clinical implications : Dose reconstruction in deforming lung anatomy, 10.1118/1.1949749
Rohlfing, Lecture Notes in Computer Science, 207 (2006)
Pennec Xavier, Cachier Pascal, Ayache Nicholas, Understanding the “Demon’s Algorithm”: 3D Non-rigid Registration by Gradient Descent, Medical Image Computing and Computer-Assisted Intervention – MICCAI’99 (1999) ISBN:9783540665038 p.597-605, 10.1007/10704282_64
Thirion J.-P., Image matching as a diffusion process: an analogy with Maxwell's demons, 10.1016/s1361-8415(98)80022-4
H. Knutsson M. Andersson Morphons: Paint on priors and elastic canvas for segmentation and registration 14th Scandinavian Conference, SCIA 2005 Lecture Notes in Computer Science
A. Wrangsjo J. Pettersson H. Knutsson Non-rigid registration using morphons 14th Scandinavian Conference, SCIA 2005 Lecture Notes in Computer Science
Petit Steven F., van Elmpt Wouter J. C., Nijsten Sebastiaan M. J. J. G., Lambin Philippe, Dekker André L. A. J., Calibration of megavoltage cone-beam CT for radiotherapy dose calculations: Correction of cupping artifacts and conversion of CT numbers to electron density : MV cone-beam CT for radiotherapy dose calculations, 10.1118/1.2836945
Coselmon Martha M., Balter James M., McShan Daniel L., Kessler Marc L., Mutual information based CT registration of the lung at exhale and inhale breathing states using thin-plate splines : Exhale/inhale lung registration with thin-plate splines, 10.1118/1.1803671
Klein Arno, Andersson Jesper, Ardekani Babak A., Ashburner John, Avants Brian, Chiang Ming-Chang, Christensen Gary E., Collins D. Louis, Gee James, Hellier Pierre, Song Joo Hyun, Jenkinson Mark, Lepage Claude, Rueckert Daniel, Thompson Paul, Vercauteren Tom, Woods Roger P., Mann J. John, Parsey Ramin V., Evaluation of 14 nonlinear deformation algorithms applied to human brain MRI registration, 10.1016/j.neuroimage.2008.12.037
Pevsner A., Davis B., Joshi S., Hertanto A., Mechalakos J., Yorke E., Rosenzweig K., Nehmeh S., Erdi Y. E., Humm J. L., Larson S., Ling C. C., Mageras G. S., Evaluation of an automated deformable image matching method for quantifying lung motion in respiration-correlated CT images : Evaluation of an automated deformable image matching method, 10.1118/1.2161408
Wang He, Dong Lei, O'Daniel Jennifer, Mohan Radhe, Garden Adam S, Ang K Kian, Kuban Deborah A, Bonnen Mark, Chang Joe Y, Cheung Rex, Validation of an accelerated ‘demons’ algorithm for deformable image registration in radiation therapy, 10.1088/0031-9155/50/12/011
Wu Ziji, Rietzel Eike, Boldea Vlad, Sarrut David, Sharp Gregory C., Evaluation of deformable registration of patient lung 4DCT with subanatomical region segmentations : Evaluation of deformable registration of 4DCT with segmentations, 10.1118/1.2828378
van Elmpt Wouter, Nijsten Sebastiaan, Petit Steven, Mijnheer Ben, Lambin Philippe, Dekker André, 3D In Vivo Dosimetry Using Megavoltage Cone-Beam CT and EPID Dosimetry, 10.1016/j.ijrobp.2008.11.051
Bibliographic reference
Janssens, Guillaume ; Orban de Xivry, Jonathan ; Fekkes, Stein ; Dekker, André ; Macq, Benoît ; et. al. Evaluation of nonrigid registration models for interfraction dose accumulation in radiotherapy.. In: Medical physics, Vol. 36, no. 9, p. 4268-76 (2009)