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Prior-image-based few-view cone beam CT for applications to daily scan in image-guided radiation therapy: preliminary study
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2009
Year
Computed TomographyImage ReconstructionEngineeringTotal VariationDual-source CtPreliminary StudyImage-guided Radiation TherapyImage AnalysisCt ScanPhoton-counting Computed TomographyComputational GeometryRadiation OncologyNuclear MedicineRadiologyHealth SciencesGeometric ModelingReconstruction TechniqueMedical ImagingInverse ProblemsMedical Image ComputingRadiographic ImagingComputer VisionBiomedical ImagingRadiation Dose
Interfraction motion of a treatment target such as the prostate in radiation therapy (RT) is, in part, responsible for large planning target volume (PTV) margins and related side effects. Online adjustment of the treatment based on timely cone-beam CT (CBCT) images can be particularly useful for patients with large interfraction motion. However, radiation dose to the patient due to frequent CBCT poses a radiation safety concern. One unique feature of CBCT for interfraction motion detection is the availability of a prior anatomical image most of which has not changed. We propose an iterative algorithm, for image reconstruction from a very limited number of projections in CBCT, that is based on total variation (TV) minimization subject to the constraints of data fidelity and positivity and that utilizes anatomical image prior information. Numerical studies for a 2D fan-beam geometry suggests the proposed algorithm can potentially contribute to lowering the radiation dose to the patient by allowing satisfactory image reconstruction from a very limited number of projections.