5 results on '"Hamarneh G"'
Search Results
2. Complexity and accuracy of image registration methods in SPECT-guided radiation therapy
- Author
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Yin, L S, primary, Tang, L, additional, Hamarneh, G, additional, Gill, B, additional, Celler, A, additional, Shcherbinin, S, additional, Fua, T F, additional, Thompson, A, additional, Liu, M, additional, Duzenli, C, additional, Sheehan, F, additional, and Moiseenko, V, additional
- Published
- 2009
- Full Text
- View/download PDF
3. Bladder accumulated dose in image-guided high-dose-rate brachytherapy for locally advanced cervical cancer and its relation to urinary toxicity.
- Author
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Zakariaee R, Hamarneh G, Brown CJ, Gaudet M, Aquino-Parsons C, and Spadinger I
- Subjects
- Female, Humans, Radiotherapy Dosage, Radiotherapy, Image-Guided adverse effects, Retrospective Studies, Uterine Cervical Neoplasms pathology, Brachytherapy adverse effects, Radiation Injuries etiology, Radiotherapy, Image-Guided methods, Urinary Bladder radiation effects, Urination Disorders etiology, Uterine Cervical Neoplasms radiotherapy
- Abstract
The purpose of this study was to estimate locally accumulated dose to the bladder in multi-fraction high-dose-date (HDR) image-guided intracavitary brachytherapy (IG-ICBT) for cervical cancer, and study the locally-accumulated dose parameters as predictors of late urinary toxicity. A retrospective study of 60 cervical cancer patients who received five HDR IG-ICBT sessions was performed. The bladder outer and inner surfaces were segmented for all sessions and a bladder-wall contour point-set was created in MATLAB. The bladder-wall point-sets for each patient were registered using a deformable point-set registration toolbox called coherent point drift (CPD), and the fraction doses were accumulated. Various dosimetric and volumetric parameters were calculated using the registered doses, including [Formula: see text] (minimum dose to the most exposed n-cm
3 volume of bladder wall), r Vn Gy (wall volume receiving at least m Gy), and [Formula: see text] (minimum equivalent biologically weighted dose to the most exposed n-cm3 of bladder wall), where n = 1/2/5/10 and m = 3/5/10. Minimum dose to contiguous 1 and 2 cm3 hot-spot volumes was also calculated. The unregistered dose volume histogram (DVH)-summed equivalent of [Formula: see text] and [Formula: see text] parameters (i.e. [Formula: see text] and [Formula: see text]) were determined for comparison. Late urinary toxicity was assessed using the LENT-SOMA scale, with toxicity Grade 0-1 categorized as Controls and Grade 2-4 as Cases. A two-sample t-test was used to identify the differences between the means of Control and Case groups for all parameters. A binomial logistic regression was also performed between the registered dose parameters and toxicity grouping. Seventeen patients were in the Case and 43 patients in the Control group. Contiguous values were on average 16 and 18% smaller than parameters for 1 and 2 cm3 volumes, respectively. Contiguous values were on average 26 and 27% smaller than parameters. The only statistically significant finding for Case versus Control based on both methods of analysis was observed for r V3 Gy (p = 0.01). DVH-summed parameters based on unregistered structure volumes overestimated the bladder dose in our patients, particularly when contiguous high dose volumes were considered. The bladder-wall volume receiving at least 3 Gy of accumulated dose may be a parameter of interest in further investigations of Grade 2+ urinary toxicity.- Published
- 2016
- Full Text
- View/download PDF
4. Validation of non-rigid point-set registration methods using a porcine bladder pelvic phantom.
- Author
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Zakariaee R, Hamarneh G, Brown CJ, and Spadinger I
- Subjects
- Animals, Phantoms, Imaging, Radiotherapy Dosage, Swine, Urinary Bladder radiation effects, Algorithms, Radiotherapy methods, Radiotherapy Planning, Computer-Assisted methods
- Abstract
The problem of accurate dose accumulation in fractionated radiotherapy treatment for highly deformable organs, such as bladder, has garnered increasing interest over the past few years. However, more research is required in order to find a robust and efficient solution and to increase the accuracy over the current methods. The purpose of this study was to evaluate the feasibility and accuracy of utilizing non-rigid (affine or deformable) point-set registration in accumulating dose in bladder of different sizes and shapes. A pelvic phantom was built to house an ex vivo porcine bladder with fiducial landmarks adhered onto its surface. Four different volume fillings of the bladder were used (90, 180, 360 and 480 cc). The performance of MATLAB implementations of five different methods were compared, in aligning the bladder contour point-sets. The approaches evaluated were coherent point drift (CPD), gaussian mixture model, shape context, thin-plate spline robust point matching (TPS-RPM) and finite iterative closest point (ICP-finite). The evaluation metrics included registration runtime, target registration error (TRE), root-mean-square error (RMS) and Hausdorff distance (HD). The reference (source) dataset was alternated through all four points-sets, in order to study the effect of reference volume on the registration outcomes. While all deformable algorithms provided reasonable registration results, CPD provided the best TRE values (6.4 mm), and TPS-RPM yielded the best mean RMS and HD values (1.4 and 6.8 mm, respectively). ICP-finite was the fastest technique and TPS-RPM, the slowest.
- Published
- 2016
- Full Text
- View/download PDF
5. Complexity and accuracy of image registration methods in SPECT-guided radiation therapy.
- Author
-
Yin LS, Tang L, Hamarneh G, Gill B, Celler A, Shcherbinin S, Fua TF, Thompson A, Liu M, Duzenli C, Sheehan F, and Moiseenko V
- Subjects
- Adult, Female, Humans, Image Processing, Computer-Assisted methods, Lung Neoplasms diagnostic imaging, Lung Neoplasms radiotherapy, Male, Middle Aged, Perfusion Imaging methods, Radiotherapy Planning, Computer-Assisted methods, Radiotherapy, Computer-Assisted methods, Tomography, Emission-Computed, Single-Photon methods
- Abstract
The use of functional imaging in radiotherapy treatment (RT) planning requires accurate co-registration of functional imaging scans to CT scans. We evaluated six methods of image registration for use in SPECT-guided radiotherapy treatment planning. Methods varied in complexity from 3D affine transform based on control points to diffeomorphic demons and level set non-rigid registration. Ten lung cancer patients underwent perfusion SPECT-scans prior to their radiotherapy. CT images from a hybrid SPECT/CT scanner were registered to a planning CT, and then the same transformation was applied to the SPECT images. According to registration evaluation measures computed based on the intensity difference between the registered CT images or based on target registration error, non-rigid registrations provided a higher degree of accuracy than rigid methods. However, due to the irregularities in some of the obtained deformation fields, warping the SPECT using these fields may result in unacceptable changes to the SPECT intensity distribution that would preclude use in RT planning. Moreover, the differences between intensity histograms in the original and registered SPECT image sets were the largest for diffeomorphic demons and level set methods. In conclusion, the use of intensity-based validation measures alone is not sufficient for SPECT/CT registration for RTTP. It was also found that the proper evaluation of image registration requires the use of several accuracy metrics.
- Published
- 2010
- Full Text
- View/download PDF
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