全部 标题 作者
关键词 摘要

OALib Journal期刊
ISSN: 2333-9721
费用:99美元

查看量下载量

相关文章

更多...

Usability of Deformable Image Registration for Adaptive Radiotherapy in Head and Neck Cancer and an Automatic Prediction of Replanning

DOI: 10.4236/ijmpcero.2017.61002, PP. 10-20

Keywords: Deformable Image Registration, Adaptive Radiotherapy, Head and Neck Can-cer, Dice Similarity Coefficient, Volume Modulated Arc Therapy

Full-Text   Cite this paper   Add to My Lib

Abstract:

Deformable image registration (DIR) has been an important component in adaptive radiotherapy (ART). Our goal was to examine the accuracy of ART using the dice similarity coefficient (DSC) and to determine the optimal timing of replanning. A total of 22 patients who underwent volume modulated arc therapy (VMAT) for head and neck (H&N) cancers were prospectively analyzed. The planning target volume (PTV) was to receive a total of 70 Gy in 33 fractions. A second planning CT scan (rescan) was performed at the 15th fraction. The DSC was calculated for each structure on both CT scans. The continuous variables to predict the need for replanning were assessed. The optimal cut-off value was determined using receiver operating characteristic (ROC) curve analysis. In the correlation between body weight loss and DSC of each structure, weight loss correlated negatively with DSC of the whole face (rs = -0.45) and the face surface (rs = -0.51). Patients who required replanning tended to have experienced rapid weight loss. The threshold DSC was 0.98 and 0.60 in the whole face and the face surface, respectively. Patients who showed low DSC in the whole face and the face surface required replanning at a significantly high rate (P < 0.05 and P < 0.01). Weight loss correlated with DSC in both the whole face and the face surface (P < 0.05 and P < 0.05). The DSC values in the face predicted the need for replanning. In addition, weight loss tended to correlate with DSC. DIR during ART was found to be a useful tool for replanning.

References

[1]  Pfister, D.G., Spencer, S., Brizel, D.M., Burtness, B., Busse, P.M. and Caudell, J. (2015) Head and Neck Cancers, Version 1.2015. Journal of the National Comprehensive Cancer Network, 7, 847-856. http://www.jnccn.org/content/13/7/847.short
[2]  Kam, M.K., Leung, S.F., Zee, B., Chau, R.M., Suen, J.J. and Mo, F. (2007) Prospective Randomized Study of Intensity-Modulated Radiotherapy on Salivary Gland Function in Early-Stage Nasopharyngeal Carcinoma Patients. Journal of Clinical Oncology, 25, 4873-4879.
https://doi.org/10.1200/JCO.2007.11.5501
[3]  Johnston, M., Clifford, S., Bromley, R., Back, M., Oliver, L. and Eade, T. (2011) Volumetric-Modulated Arc Therapy in Head and Neck Radiotherapy: A Planning Comparison Using Simultaneous Integrated Boost for Nasopharynx and Oropharynx Carcinoma. Clinical Oncology, 23, 503-511.
https://doi.org/10.1016/j.clon.2011.02.002
[4]  Songthong, A.P., Kannarunimit, D., Chakkabat, C. and Lertbutsayanukul, C. (2015) A Randomized Phase II/III Study of Adverse Events between Sequential (SEQ) Versus Simultaneous Integrated Boost (SIB) Intensity Modulated Radiation Therapy (IMRT) in Nasopharyngeal Carcinoma; Preliminary Result on Acute Adverse Events. Radiation Oncology, 10, 166.
https://doi.org/10.1186/s13014-015-0472-y
[5]  Chen, C., Fei, Z., Chen, L., Bai, P., Lin, X. and Pan, J. (2014) Will Weight Loss Cause Significant Dosimetric Changes of Target Volumes And Organs at Risk in Nasopharyngeal Carcinoma Treated with Intensity-Modulated Radiation Therapy? Medical Dosimetry, 39, 34-37.
https://doi.org/10.1016/j.meddos.2013.09.002
[6]  Beltran, M., Ramos, M., Rovira, J.J., Perez-Hoyos, S. and Sancho, M. (2012) Dose Variations in Tumor Volumes and Organs at Risk during IMRT for Head-and-Neck Cancer. Journal of Applied Clinical Medical Physics, 13, 3723.
[7]  Bhide, S.A., Davies, M., Burke, K., McNair, H.A., Hansen, V. and Barbachano, Y. (2010) Weekly Volume and Dosimetric Changes during Chemoradiotherapy with Intensity-Modulated Radiation Therapy for Head and Neck Cancer: A Prospective Observational Study. International Journal of Radiation Oncology* Biology* Physics, 76, 1360-1368.
https://doi.org/10.1016/j.ijrobp.2009.04.005
[8]  Hansen, E.K., Bucci, M.K., Quivey, J.M., Weinberg, V. and Xia, P. (2006) Repeat CT Imaging and Replanning during the Course of IMRT for Head-and-Neck Cancer. International Journal of Radiation Oncology* Biology* Physics, 64, 355-362.
https://doi.org/10.1016/j.ijrobp.2005.07.957
[9]  Yang, H., Hu, W., Wang, W., Chen, P., Ding, W. and Luo, W. (2013) Replanning during Intensity Modulated Radiation Therapy Improved Quality of Life in Patients with Nasopharyngeal Carcinoma. International Journal of Radiation Oncology* Biology* Physics, 85, e47-e54.
https://doi.org/10.1016/j.ijrobp.2012.09.033
[10]  Castelli, J., Simon, A., Louvel, G., Henry, O., Chajon, E. and Nassef, M. (2015) Impact of Head and Neck Cancer Adaptive Radiotherapy to Spare the Parotid Glands and Decrease the Risk of Xerostomia. Radiation Oncology, 10, 1.
https://doi.org/10.1186/s13014-014-0318-z
[11]  Bhandari, V., Patel, P., Gurjar, O.P. and Gupta, K.L. (2014) Impact of Repeat Computerized Tomography Replans in the Radiation Therapy of Head and Neck Cancers. Journal of Medical Physics, 39, 164-168.
https://doi.org/10.4103/0971-6203.139005
[12]  Ahn, P.H., Chen, C.C., Ahn, A.I., Hong, L., Scripes, P.G. and Shen, J. (2011) Adaptive Planning in Intensity-Modulated Radiation Therapy for Head and Neck Cancers: Single-Institution Experience and Clinical Implications. International Journal of Radiation Oncology, Biology, Physics, 80, 677-685.
https://doi.org/10.1016/j.ijrobp.2010.03.014
[13]  Brown, E., Owen, R., Harden, F., Mengersen, K., Oestreich, K. and Houghton, W. (2015) Predicting the Need for Adaptive Radiotherapy in Head and Neck Cancer. Radiotherapy and Oncology, 116, 57-63.
https://doi.org/10.1016/j.radonc.2015.06.025
[14]  Fiorentino, A., Cozzolino, M., Caivano, R., Pedicini, P., Oliviero, C. and Chiumento, C. (2014) Head and Neck Intensity Modulated Radiotherapy Parotid Glands: Time of Re-Planning. La Radiologia Medica, 119, 201-207.
https://doi.org/10.1007/s11547-013-0326-3
[15]  Markus, S., Kristina, G., Jürgen, D., Rolf, B. and Eva, M.S. (2014) The Frequency of Re-Planning and Its Variability Dependent on the Modification of the Re-Planning Criteria and IGRT Correction Strategy in Head and Neck IMRT. Radiation Oncology, 9, 175.
https://doi.org/10.1186/1748-717X-9-175
[16]  Ding, G.X., Duggan, D.M., Coffey, C.W., Deeley, M., Hallahan, D.E., Cmelak, A. and Malcolm, A. (2007) A Study on Adaptive IMRT Treatment Planning Using kV Cone-Beam CT. Radiotherapy and Oncology, 85, 116-125.
https://doi.org/10.1016/j.radonc.2007.06.015
[17]  Fiorentino, A., Cozzolino, M., Caivano, R., Pedicini, P., Chiumento, C. and Oliviero, C. (2013) Cone-Beam Computed Tomography Dose Monitoring during Intensity-Modulated Radiotherapy in Head and Neck Cancer: Parotid Glands. Clinical and Translational Oncology, 15, 412-415.
https://doi.org/10.1007/s12094-012-0946-4
[18]  Hu, C.C., Huang, W.T., Tsai, C.L., Wu, J.K., Chao, H.L. and Huang, G.M. (2011) Practically Acquired and Modified Cone-Beam Computed Tomography Images for Accurate Dose Calculation in Head and Neck Cancer. Strahlentherapie und Onkologie, 187, 633-644.
https://doi.org/10.1007/s00066-011-2247-1
[19]  Elstr?m, U.V., Wysocka, B.A., Muren, L.P., Petersen, J.B. and Grau, C. (2010) Daily kV Cone-Beam CT and Deformable Image Registration as a Method for Studying Dosimetric Consequences of Anatomic Changes in Adaptive IMRT of Head and Neck Cancer. Acta Oncologica, 49, 1101-1108.
https://doi.org/10.3109/0284186X.2010.500304
[20]  Wu, B., Ricchetti, F., Sanguineti, G., Kazhdan, M., Simari, P. and Jacques, R. (2011) Data-Driven Approach to Generating Achievable Dose-Volume Histogram Objectives in Intensity-Modulated Radiotherapy Planning. International Journal of Radiation Oncology, Biology, Physics, 79, 1241-1247.
https://doi.org/10.1016/j.ijrobp.2010.05.026
[21]  Lee, L., Le, Q.T. and Xing, L. (2008) Retrospective IMRT Dose Reconstruction Based on Cone-Beam CT and MLC Log-File. International Journal of Radiation Oncology, Biology, Physics, 70, 634-644.
https://doi.org/10.1016/j.ijrobp.2007.09.054
[22]  Hilts, M., Batchelar, D., Rose, J. and Crook, J. (2015) Deformable Image Registration for Defining the Postimplant Seroma in Permanent Breast Seed Implant Brachytherapy. Brachytherapy, 14, 409-418.
https://doi.org/10.1016/j.brachy.2014.11.003
[23]  Andersen, E.S., Noe, K.?., S?rensen, T.S., Nielsen, S.K., Fokdal, L. and Paludan, M. (2013) Simple DVH Parameter Addition as Compared to Deformable Registration for Bladder Dose Accumulation in Cervix Cancer Brachytherapy. Radiotherapy and Oncology, 107, 52-57.
https://doi.org/10.1016/j.radonc.2013.01.013
[24]  Christensen, G.E., Carlson, B., Chao, K.C., Yin, P., Grigsby, P.W. and Nguyen, K. (2001) Image-Based Dose Planning of Intracavitary Brachytherapy: Registration of Serial-Imaging Studies Using Deformable Anatomic Templates. International Journal of Radiation Oncology, Biology, Physics, 51, 227-243.
https://doi.org/10.1016/S0360-3016(01)01667-4
[25]  Kim, H., Huq, M.S., Houser, C., Beriwal, S. and Michalski, D. (2014) Mapping of Dose Distribution from IMRT onto MRI-Guided High Dose Rate Brachytherapy Using Deformable Image Registration for Cervical Cancer Treatments: Preliminary Study with Commercially Available Software. Journal of Contemporary Brachytherapy, 6, 178-184.
https://doi.org/10.5114/jcb.2014.43240
[26]  Sebastia, S., Ignacio, A., Marimar, S., Roberto, B., Santiago, M.H. and Meritxell, A. (2012) Dose Accumulation during Vaginal Cuff Brachytherapy Based on Rigid/ Deformable Registration vs. Single Plan Addition. Brachytherapy, 13, 343-351.
[27]  Hu, Y., Ahmed, H.U., Taylor, Z., Allen, C., Emberton, M., Hawkes, D. and Barratt, D. (2012) MR to Ultrasound Registration for Image-Guided Prostate Interventions. Medical Image Analysis, 16, 687-703.
https://doi.org/10.1016/j.media.2010.11.003
[28]  Pursley, J., Risholm, P., Fedorov, A., Tuncali, K., Fennessy, F.M. and Wells, W. (2012) A Bayesian Nonrigid Registration Method to Enhance Intraoperative Target Definition in Image-Guided Prostate Procedures through Uncertainty Characterization. Medical Physics, 39, 6858-6867.
https://doi.org/10.1118/1.4760992
[29]  Chen, T., Nie, K., Narra, V., Zou, J., Zhang, M. and Khan, A. (2014) Dosimetric Analysis on Breast Brachytherapy Based on Deformable Image Registration. Medical Physics, 41, 218-218.
https://doi.org/10.1118/1.4888317
[30]  Ishimaru, F., Tanooka, M., Inoue, H., Odawara, S., Takada, Y. and Niwa, Y. (2014) Body Mass Index Can Affect Gastrointestinal and Genitourinary Toxicity in Patients with Prostate Cancer Treated with External Beam Radiation Therapy. Oncology Letters, 7, 209-214.
[31]  Ciardo, D., Alterio, D., Jereczek-Fossa, B.A., Riboldi, M., Zerini, D. and Santoro, L. (2015) Set-Up Errors in Head and Neck Cancer Patients Treated with Intensity Modulated Radiation Therapy: Quantitative Comparison between Three-Dimensional Cone-Beam CT and Two-Dimensional Kilovoltage Images. Physica Medica, 31, 1015-1021.
https://doi.org/10.1016/j.ejmp.2015.08.004
[32]  Qi, X.S., Santhanam, A., Neylon, J., Min, Y., Armstrong, T. and Sheng, K. (2015) Near Real-Time Assessment of Anatomic and Dosimetric Variations for Head and Neck Radiation Therapy via Graphics Processing Unit-Based Dose Deformation Framework. International Journal of Radiation Oncology, Biology, Physics, 92, 415-422.
https://doi.org/10.1016/j.ijrobp.2015.01.033

Full-Text

Contact Us

service@oalib.com

QQ:3279437679

WhatsApp +8615387084133