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Feasibility of Multimodal Deformable Registration for Head and Neck Tumor Treatment Planning
- Source :
- International Journal of Radiation Oncology Biology Physics, 90(1), 85-93. Elsevier Inc., International Journal of Radiation Oncology, Biology, Physics, 90(1), 85-93. Elsevier
- Publication Year :
- 2014
-
Abstract
- PURPOSE: To investigate the feasibility of using deformable registration in clinical practice to fuse MR and CT images of the head and neck for treatment planning.METHOD AND MATERIALS: A state-of-the-art deformable registration algorithm was optimized, evaluated, and compared with rigid registration. The evaluation was based on manually annotated anatomic landmarks and regions of interest in both modalities. We also developed a multiparametric registration approach, which simultaneously aligns T1- and T2-weighted MR sequences to CT. This was evaluated and compared with single-parametric approaches.RESULTS: Our results show that deformable registration yielded a better accuracy than rigid registration, without introducing unrealistic deformations. For deformable registration, an average landmark alignment of approximatively 1.7 mm was obtained. For all the regions of interest excluding the cerebellum and the parotids, deformable registration provided a median modified Hausdorff distance of approximatively 1 mm. Similar accuracies were obtained for the single-parameter and multiparameter approaches.CONCLUSIONS: This study demonstrates that deformable registration of head-and-neck CT and MR images is feasible, with overall a significanlty higher accuracy than for rigid registration.
- Subjects :
- Cancer Research
Radiotherapy Planning
Tomography, X-Ray Computed/methods
Multimodal Imaging
Magnetic Resonance Imaging/methods
Computer-Assisted/methods
Medicine
Computer vision
Radiation treatment planning
Head and neck
Tomography
Observer Variation
Radiation
Statistics
Magnetic Resonance Imaging
X-Ray Computed/methods
Clinical Practice
Hyperthermia, Induced/methods
Oncology
Head and Neck Neoplasms
Radiology
Anatomic Landmarks
Multimodal Imaging/methods
Algorithms
medicine.medical_specialty
Image processing
Patient Positioning
Statistics, Nonparametric
Humans
Radiology, Nuclear Medicine and imaging
Hyperthermia
Nonparametric
Radiotherapy Planning, Computer-Assisted/methods
Landmark
business.industry
Radiotherapy Planning, Computer-Assisted
Tumor therapy
Anatomic Landmarks/diagnostic imaging
Hyperthermia, Induced
Hausdorff distance
Therapy, Computer-Assisted
Head and Neck Neoplasms/diagnostic imaging
Therapy, Computer-Assisted/methods
Feasibility Studies
Induced/methods
Patient Positioning/methods
Artificial intelligence
Therapy
business
Tomography, X-Ray Computed
Subjects
Details
- ISSN :
- 03603016
- Volume :
- 90
- Issue :
- 1
- Database :
- OpenAIRE
- Journal :
- International Journal of Radiation Oncology Biology Physics
- Accession number :
- edsair.doi.dedup.....3a275c65ea3ea4299174829005141a8b
- Full Text :
- https://doi.org/10.1016/j.ijrobp.2014.05.027