46 results on '"Salim Balik"'
Search Results
2. A Volumetric Dosimetry Analysis of Vertebral Body Fracture Risk After Single Fraction Spine Stereotactic Body Radiation Therapy
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Maxwell Y. Lee, Salim Balik, Lilyana Angelov, Zi Ouyang, John H. Suh, Danielle LaHurd, Anthony Magnelli, Samuel T. Chao, Ehsan H. Balagamwala, and Ping Xia
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Fracture risk ,Spinal Neoplasms ,Vertebral Body ,business.industry ,Stereotactic body radiation therapy ,Hazard ratio ,Radiosurgery ,Spine ,Single fraction ,Vertebral body ,Oncology ,Fractures, Compression ,Clinical endpoint ,Humans ,Spinal Fractures ,Medicine ,Dosimetry ,Radiology, Nuclear Medicine and imaging ,Complication ,business ,Nuclear medicine ,Retrospective Studies - Abstract
Vertebral compression fractures (VCF) are a common and severe complication of spine stereotactic body radiation therapy (SBRT). We sought to analyze how volumetric dosimetry and clinical factors were associated with the risk of VCF.We evaluated 173 spinal segments that underwent single fraction SBRT in 85 patients from a retrospective database. Vertebral bodies were contoured and dosimetric values were calculated. Competing risk models were used to evaluate the effect of clinical and dosimetry variables on the risk of VCF.Our primary endpoint was development of a post-SBRT VCF. New or progressive fractures were noted in 21/173 vertebrae (12.1%); the median time to fracture was 322 days. Median follow-up time was 426 days. Upon multivariable analysis, the percentages of vertebral body volume receiving20 Gy and24 Gy were significantly associated with increased risk of VCF (hazard ratio, 1.036, 1.104; P = .029, .044, respectively). No other patient or treatment factors were found to be significant on multivariable analysis. Sensitivity analysis revealed that the percentages of vertebral body volume receiving20 Gy and24 Gy required to obtain 90% sensitivity for predicting vertebral body fracture were 24% and 0%, respectively.VCF is a common complication after SBRT, with a crude incidence of 12.1%. Treatment plans that permit higher volumes receiving doses20 Gy and24 Gy to the vertebral body are associated with increased risk of VCF. To achieve 90% sensitivity for predicting VCF post-SBRT, the percentage of vertebral volume receiving20 Gy should be24% and maximum point dose should be24 Gy. These results may help guide clinicians when evaluating spine SBRT treatment plans to minimize the risk of developing posttreatment VCF.
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- 2021
3. Automatic segmentation of high-risk clinical target volume for tandem-and-ovoids brachytherapy patients using an asymmetric dual-path convolutional neural network
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Yufeng Cao, April Vassantachart, Omar Ragab, Shelly Bian, Priya Mitra, Zhengzheng Xu, Audrey Zhuang Gallogly, Jing Cui, Zhilei Liu Shen, Salim Balik, Michael Gribble, Eric L. Chang, Zhaoyang Fan, and Wensha Yang
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Brachytherapy ,Image Processing, Computer-Assisted ,Humans ,Female ,General Medicine ,Neural Networks, Computer ,Magnetic Resonance Imaging ,Article ,Retrospective Studies - Abstract
PURPOSES: Preimplant diagnostic magnetic resonance imaging is the gold standard for image-guided tandem-and-ovoids (T&O) brachytherapy for cervical cancer. However, high dose rate brachytherapy planning is typically done on postimplant CT-based high-risk clinical target volume (HR-CTV(CT)) because the transfer of preimplant Magnetic resonance (MR)-based HR-CTV (HR-CTV(MR)) to the postimplant planning CT is difficult due to anatomical changes caused by applicator insertion, vaginal packing, and the filling status of the bladder and rectum. This study aims to train a dual-path convolutional neural network (CNN) for automatic segmentation of HR-CTV(CT) on postimplant planning CT with guidance from preimplant diagnostic MR. METHODS: Preimplant T2-weighted MR and postimplant CT images for 65 (48 for training, eight for validation, and nine for testing) patients were retrospectively solicited from our institutional database. MR was aligned to the corresponding CT using rigid registration. HR-CTV(CT) and HR-CTV(MR) were manually contoured on CT and MR by an experienced radiation oncologist. All images were then resampled to a spatial resolution of 0.5 × 0.5 × 1.25 mm. A dual-path 3D asymmetric CNN architecture with two encoding paths was built to extract CT and MR image features. The MR was masked by HR-CTV(MR) contour while the entire CT volume was included. The network put an asymmetric weighting of 18:6 for CT: MR. Voxel-based dice similarity coefficient (DSC(V)), sensitivity, precision, and 95% Hausdorff distance (95-HD) were used to evaluate model performance. Cross-validation was performed to assess model stability. The study cohort was divided into a small tumor group (40 cc) based on the HR-CTV(CT) for model evaluation. Single-path CNN models were trained with the same parameters as those in dual-path models. RESULTS: For this patient cohort, the dual-path CNN model improved each of our objective findings, including DSC(V), sensitivity, and precision, with an average improvement of 8%, 7%, and 12%, respectively. The 95-HD was improved by an average of 1.65 mm compared to the single-path model with only CT images as input. In addition, the area under the curve for different networks was 0.86 (dual-path with CT and MR) and 0.80 (single-path with CT), respectively. The dual-path CNN model with asymmetric weighting achieved the best performance with DSC(V) of 0.65 ± 0.03 (0.61–0.70), 0.79 ± 0.02 (0.74–0.85), and 0.75 ± 0.04 (0.68–0.79) for small, medium, and large group. 95-HD were 7.34 (5.35–10.45) mm, 5.48 (3.21–8.43) mm, and 6.21 (5.34–9.32) mm for the three size groups, respectively. CONCLUSIONS: An asymmetric CNN model with two encoding paths from preimplant MR (masked by HR-CTV(MR)) and postimplant CT images was successfully developed for automatic segmentation of HR-CTV(CT) for T&O brachytherapy patients.
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- 2022
4. Addition of magnetic resonance imaging to real time trans-rectal ultrasound-based treatment planning for prostate implants
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Andrei S. Purysko, Allan Wilkinson, Michael S. Petronek, Jay P. Ciezki, Salim Balik, and Eric A. Klein
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0106 biological sciences ,fusion ,Prostate biopsy ,medicine.medical_treatment ,Brachytherapy ,lcsh:Medicine ,01 natural sciences ,Prostate ,Medicine ,Radiology, Nuclear Medicine and imaging ,Radiation treatment planning ,mri ,Radiation oncologist ,Original Paper ,seed implant ,Contouring ,prostate ,medicine.diagnostic_test ,business.industry ,lcsh:R ,010401 analytical chemistry ,Ultrasound ,Magnetic resonance imaging ,trus ,0104 chemical sciences ,medicine.anatomical_structure ,Oncology ,ldr ,business ,Nuclear medicine ,010606 plant biology & botany - Abstract
Purpose The greater soft tissue contrast of magnetic resonance imaging (MRI) allows improved accuracy in prostate contouring compared to transrectal ultrasound (TRUS) and helps in identifying specific regions within the prostate. This study attempts to evaluate the potential benefit of MRI-TRUS fusion in treatment planning for more accurate prostate contouring and tumor dose escalation. Material and methods 14 patients with previous MRI-guided prostate biopsy and an low-dose-rate (LDR) permanent prostate seed implant have been selected. The prostate and tumor (5 patients) were contoured on the MRI images by a radiologist. The prostate was also contoured on TRUS images during LDR procedure together by a urologist and radiation oncologist. MRI and TRUS images were rigidly fused to compare prostate contours in MRI and TRUS. Prostate was then re-contoured by the radiation oncologist using this fusion. Moreover, V100, V150, and D90 differences were evaluated for localized tumor compared to prostate with negative values indicating cold tumor regions. These cases were re-planned to simulate dose escalation. Results The prostate volume was contoured 8 ±10% smaller in TRUS images, compared to MRI images. The mean percent difference in tumor (compared to prostate) V100 was 0.3 ±-0.4%, V150 was -0.7 ±-24.8%, and D90 was 0.2 ±-12.1%. For the posteriorly located tumors (2 cases), V100 was 0.0 ±-0.3%, D90 was 9.5 ±-3.0%, and V150 was 26.1 ±-5.4%. For anteriorly located tumors (3 cases), V100 was 0.4 ±-0.4%, D90 was -6.0 ±-11.9%, and V150 was -18.5 ±-14.4% (became 15.6 ±14.6% after re-plan). Conclusions The MRI-TRUS image fusion is a feasible tool for the visualization of the prostate gland, particularly at the apex and base of the gland. Tumor identification presents the potential for dose escalation using fusion, especially for anteriorly located tumors.
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- 2019
5. Using 4D-CBCT for Lung Cancer SBRT Patients to Detect Tumor Motion Variations
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Ping Xia, Kevin L. Stephans, C. Yurtsever, P. Qi, T. Zhuang, Salim Balik, and Gregory M.M. Videtic
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Cancer Research ,medicine.medical_specialty ,Radiation ,Oncology ,business.industry ,medicine ,Radiology, Nuclear Medicine and imaging ,Radiology ,Lung cancer ,medicine.disease ,business ,Tumor motion - Published
- 2020
6. Automatic detection and segmentation of multiple brain metastases on magnetic resonance image using asymmetric UNet architecture
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Wensha Yang, Yufeng Cao, Zhilei Liu Shen, Jason C. Ye, Yi Lao, April Vassantachart, Gabriel Zada, Salim Balik, Shelly X. Bian, Almon S. Shiu, Dan Ruan, Cheng Yu, Eric L. Chang, and Ke Sheng
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Databases, Factual ,medicine.medical_treatment ,Radiosurgery ,computer.software_genre ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,0302 clinical medicine ,Voxel ,medicine ,Medical imaging ,Humans ,Radiology, Nuclear Medicine and imaging ,Segmentation ,Sensitivity (control systems) ,Mathematics ,Radiological and Ultrasound Technology ,medicine.diagnostic_test ,Brain Neoplasms ,business.industry ,Pattern recognition ,Magnetic resonance imaging ,medicine.disease ,Magnetic Resonance Imaging ,Kernel (image processing) ,030220 oncology & carcinogenesis ,Neural Networks, Computer ,Artificial intelligence ,business ,computer ,Brain metastasis - Abstract
Detection of brain metastases is a paramount task in cancer management due both to the number of high-risk patients and the difficulty of achieving consistent detection. In this study, we aim to improve the accuracy of automated brain metastasis (BM) detection methods using a novel asymmetric UNet (asym-UNet) architecture. An end-to-end asymmetric 3D-UNet architecture, with two down-sampling arms and one up-sampling arm, was constructed to capture the imaging features. The two down-sampling arms were trained using two different kernels (3 × 3 × 3 and 1 × 1 × 3, respectively) with the kernel (1 × 1 × 3) dominating the learning. As a comparison, vanilla single 3D UNets were trained with different kernels and evaluated using the same datasets. Voxel-based Dice similarity coefficient (DSCv), sensitivity (S v), precision (P v), BM-based sensitivity (S BM), and false detection rate (F BM) were used to evaluate model performance. Contrast-enhanced T1 MR images from 195 patients with a total of 1034 BMs were solicited from our institutional stereotactic radiosurgery database. The patient cohort was split into training (160 patients, 809 lesions), validation (20 patients, 136 lesions), and testing (15 patients, 89 lesions) datasets. The lesions in the testing dataset were further divided into two subgroups based on the diameters (small S = 1–10 mm, large L = 11–26 mm). In the testing dataset, there were 72 and 17 BMs in the S and L sub-groups, respectively. Among all trained networks, asym-UNet achieved the highest DSCv of 0.84 and lowest F BM of 0.24. Although vanilla 3D-UNet with a single 1 × 1 × 3 kernel achieved the highest sensitivities for the S group, it resulted in the lowest precision and highest false detection rate. Asym-UNet was shown to balance sensitivity and false detection rate as well as keep the segmentation accuracy high. The novel asym-UNet segmentation network showed overall competitive segmentation performance and more pronounced improvement in hard-to-detect small BMs comparing to the vanilla single 3D UNet.
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- 2021
7. Genitourinary Cancer
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Salim Balik, Radoslaw Szwedowski, Elaine Kunka, Cory Hymes, Omar Mian, George Engeler, and Chirag Shah
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- 2018
8. Central Nervous System
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Matt Kolar, John Potter, Salim Balik, Gennady Neyman, Joycelin Canavan, and John H. Suh
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- 2018
9. A Volumetric Dosimetry Analysis of Vertebral Body Fracture Risk after Spine Stereotactic Radiosurgery
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Ping Xia, Salim Balik, John H. Suh, Ehsan H. Balagamwala, Samuel T. Chao, Lilyana Angelov, D. LaHurd, Z. Ouyang, Anthony Magnelli, and M.Y. Lee
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Fracture risk ,Cancer Research ,Radiation ,business.industry ,medicine.medical_treatment ,Radiosurgery ,Vertebral body ,Spine (zoology) ,Oncology ,medicine ,Dosimetry ,Radiology, Nuclear Medicine and imaging ,Nuclear medicine ,business - Published
- 2019
10. MO-F-BRA-02: Evaluation of 4D CT to 4D Cone-Beam CT Deformable Image Registration for Lung Cancer Adaptive Radiation Therapy
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N. Roman, Geoffrey D. Hugo, Jeffrey F. Williamson, J. lu, Elisabeth Weiss, William C. Sleeman, N. Jan, Salim Balik, Paul J. Keall, Mirek Fatyga, Martin J. Murphy, and Gary E. Christensen
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Cone beam computed tomography ,business.industry ,Image registration ,General Medicine ,medicine.disease ,medicine ,Medical imaging ,Adaptive radiotherapy ,Lung cancer ,business ,Nuclear medicine ,Adaptive radiation therapy ,Cone beam ct ,Image-guided radiation therapy - Abstract
Purpose: To evaluate two deformable image registration (DIR) algorithms for the purpose of contour mapping to support image guided adaptive radiotherapy (IGART) with 4D cone beam CT (4DCBCT). Methods: Eleven locally advanced non‐small cell lungcancer(NSCLC) patients underwent one planning 4D fan‐ beam CT (4DFBCT) and seven weekly 4DCBCT scans. Gross tumor volume (GTV) and carina were delineated by a physician in all 4D images. For day to day registration, the end of inspiration 4DFBCT phase was deformably registered to the corresponding phase in each 4DCBCT image. For phase to phase registration, the end of inspiration phase from each 4D image was registered to end of expiration phase. The delineated contours were warped using the resulting transforms and compared to the manual contours through Dice similarity coefficient (DSC), false positive and false negative indices, and, for carina, target registration error (TRE). Two DIR algorithms were tested: 1) small deformation, inverse consistent linear elastic (SICLE) algorithm and 2) Insight Toolkit diffeomorphic demons (DEMONS). Results: For day to day registrations, the mean DSC was 0.59 ± 0.16 after rigid registration, 0.72 ± 0.13 with SICLE and to 0.66 ± 0.18 with DEMONS. SICLE and DEMONS reduced TRE to 4.1 ± 2.1 mm and 5.8 ± 3.7 mm respectively, from 6.2 ± 3.5 mm; and reduced false positive index to 0.27 and 0.26 respectively from 0.46. Registration with the cone beam as the fixed image resulted in higher DSC than with the fan beam as fixed (p < 0.001). SICLE and DEMONS increased the DSC on average by 10.0% and 8.0% and reduced TRE by 2.8 mm and 2.9 mm respectively for phase to phase DIR. Conclusions: DIR achieved more congruent mapping of target structures to delineations than rigid registration alone, although DIR performance varied with algorithm and patient. This work was supported by National Cancer Institute Grant No. P01 CA 116602.
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- 2017
11. Light scattering on theF= 1 →F′ = 0 transition in a cold and high density87Rb vapor
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A. L. Win, Igor M. Sokolov, D. V. Kupriyanov, Mark D. Havey, Salim Balik, and A. S. Sheremet
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Quantum optics ,Optical pumping ,Materials science ,Radiation trapping ,Resonance ,Atomic physics ,Saturation (chemistry) ,Atomic and Molecular Physics, and Optics ,Excitation ,Light scattering ,Line (formation) - Abstract
We report an experimental study of near resonance light scattering on the component of the line in atomic . Experiments are performed on spatially bi-Gaussian ultracold gas samples having peak densities ranging from about – atoms/cm and for a range of resonance saturation parameters and detunings from atomic resonance. Time resolution of the scattered light intensity reveals the dynamics of light scattering, optical pumping, and saturation effects. The experimental line shape for optical excitation in steady state is found to be significantly narrower than that for the transition studied previously under similar conditions. This difference is qualitatively reproduced by a theoretical model of the two transitions at similar density.
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- 2014
12. Interfraction Displacement of Primary Tumor and Involved Lymph Nodes Relative to Anatomic Landmarks in Image Guided Radiation Therapy of Locally Advanced Lung Cancer
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N. Jan, Elisabeth Weiss, Nitai D. Mukhopadhyay, Geoffrey D. Hugo, and Salim Balik
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Cancer Research ,Cone beam computed tomography ,medicine.medical_specialty ,Lung Neoplasms ,Time Factors ,Movement ,medicine.medical_treatment ,Article ,Thoracic Vertebrae ,Carcinoma, Non-Small-Cell Lung ,medicine ,Humans ,Radiology, Nuclear Medicine and imaging ,Displacement (orthopedic surgery) ,Prospective Studies ,Four-Dimensional Computed Tomography ,Lung ,Lymph node ,Image-guided radiation therapy ,Radiation ,business.industry ,Radiotherapy Planning, Computer-Assisted ,Respiration ,Dose fractionation ,Reproducibility of Results ,Cone-Beam Computed Tomography ,respiratory system ,medicine.disease ,Primary tumor ,Tumor Burden ,Radiation therapy ,medicine.anatomical_structure ,Oncology ,Thoracic vertebrae ,Dose Fractionation, Radiation ,Lymph Nodes ,Radiology ,Anatomic Landmarks ,business ,Nuclear medicine ,Radiotherapy, Image-Guided - Abstract
To analyze primary tumor (PT) and lymph node (LN) position changes relative to each other and relative to anatomic landmarks during conventionally fractionated radiation therapy for patients with locally advanced lung cancer.In 12 patients with locally advanced non-small cell lung cancer PT, LN, carina, and 1 thoracic vertebra were manually contoured on weekly 4-dimensional fan-beam CT scans. Systematic and random interfraction displacements of all contoured structures were identified in the 3 cardinal directions, and resulting setup margins were calculated. Time trends and the effect of volume changes on displacements were analyzed.Three-dimensional displacement vectors and systematic/random interfraction displacements were smaller for carina than for vertebra both for PT and LN. For PT, mean (SD) 3-dimensional displacement vectors with carina-based alignment were 7 (4) mm versus 9 (5) mm with bony anatomy (P.0001). For LN, smaller displacements were found with carina- (5 [3] mm, P.0001) and vertebra-based (6 [3] mm, P=.002) alignment compared with using PT for setup (8 [5] mm). Primary tumor and LN displacements relative to bone and carina were independent (P.05). Displacements between PT and bone (P=.04) and between PT and LN (P=.01) were significantly correlated with PT volume regression. Displacements between LN and carina were correlated with LN volume change (P=.03).Carina-based setup results in a more reproducible PT and LN alignment than bony anatomy setup. Considering the independence of PT and LN displacement and the impact of volume regression on displacements over time, repeated CT imaging even with PT-based alignment is recommended in locally advanced disease.
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- 2014
13. Multi-Institutional Validation of Recursive Partitioning Analysis for Overall Survival in Patients Undergoing Spine Radiosurgery for Spine Metastasis
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Arjun Sahgal, Anthony Magnelli, Wei Wei, M. Campbell, Kailin Yang, Lilyana Angelov, Ehsan H. Balagamwala, Samuel T. Chao, Salim Balik, John H. Suh, Ping Xia, Chandana A. Reddy, and Alireza M. Mohammadi
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Cancer Research ,medicine.medical_specialty ,Radiation ,business.industry ,Recursive partitioning ,Spine metastasis ,Spine radiosurgery ,Oncology ,medicine ,Overall survival ,Radiology, Nuclear Medicine and imaging ,In patient ,Radiology ,business - Published
- 2019
14. Fractionated Spine Stereotactic Body Radiotherapy for Treatment of Primary and Metastatic Sarcoma
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John H. Suh, Ping Xia, Anthony Magnelli, Ehsan H. Balagamwala, Lilyana Angelov, Samuel T. Chao, M.Y. Lee, and Salim Balik
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Spine (zoology) ,Cancer Research ,medicine.medical_specialty ,Radiation ,Oncology ,business.industry ,Medicine ,Radiology, Nuclear Medicine and imaging ,Metastatic sarcoma ,Radiology ,business ,Stereotactic body radiotherapy - Published
- 2019
15. Dose Escalation for Locally Advanced Lung Cancer Using Adaptive Radiation Therapy With Simultaneous Integrated Volume-Adapted Boost
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Elisabeth Weiss, Y. Wu, Salim Balik, Geoffrey D. Hugo, William C. Sleeman, Mirek Fatyga, and Nesrin Dogan
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Organs at Risk ,Cancer Research ,Lung Neoplasms ,medicine.medical_treatment ,Radiation Tolerance ,Article ,Carcinoma, Non-Small-Cell Lung ,Humans ,Medicine ,Radiology, Nuclear Medicine and imaging ,Prospective Studies ,Four-Dimensional Computed Tomography ,Lung cancer ,Prospective cohort study ,Aged ,Radiation ,Clinical Trials, Phase I as Topic ,business.industry ,Cumulative dose ,Equivalent dose ,Radiotherapy Planning, Computer-Assisted ,Radiotherapy Dosage ,Chemoradiotherapy ,Middle Aged ,medicine.disease ,Primary tumor ,Tumor Burden ,Radiation therapy ,Oncology ,Feasibility Studies ,Radiotherapy, Intensity-Modulated ,business ,Nuclear medicine ,Adaptive radiation therapy ,Radiotherapy, Image-Guided - Abstract
Purpose To test the feasibility of a planned phase 1 study of image-guided adaptive radiation therapy in locally advanced lung cancer. Methods and Materials Weekly 4-dimensional fan beam computed tomographs (4D FBCT) of 10 lung cancer patients undergoing concurrent chemoradiation therapy were used to simulate adaptive radiation therapy: After an initial intensity modulated radiation therapy plan (0-30 Gy/2 Gy), adaptive replanning was performed on week 2 (30-50 Gy/2 Gy) and week 4 scans (50-66 Gy/2 Gy) to adjust for volume and shape changes of primary tumors and lymph nodes. Week 2 and 4 clinical target volumes (CTV) were deformably warped from the initial planning scan to adjust for anatomical changes. On the week 4 scan, a simultaneous integrated volume-adapted boost was created to the shrunken primary tumor with dose increases in 5 0.4-Gy steps from 66 Gy to 82 Gy in 2 scenarios: plan A, lung isotoxicity; plan B, normal tissue tolerance. Cumulative dose was assessed by deformably mapping and accumulating biologically equivalent dose normalized to 2 Gy-fractions (EQD2). Results The 82-Gy level was achieved in 1 in 10 patients in scenario A, resulting in a 13.4-Gy EQD2 increase and a 22.1% increase in tumor control probability (TCP) compared to the 66-Gy plan. In scenario B, 2 patients reached the 82-Gy level with a 13.9 Gy EQD2 and 23.4% TCP increase. Conclusions The tested image-guided adaptive radiation therapy strategy enabled relevant increases in EQD2 and TCP. Normal tissue was often dose limiting, indicating a need to modify the present study design before clinical implementation.
- Published
- 2013
16. Evaluation of 4-dimensional Computed Tomography to 4-dimensional Cone-Beam Computed Tomography Deformable Image Registration for Lung Cancer Adaptive Radiation Therapy
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N. Roman, Jeffrey F. Williamson, Salim Balik, N. Jan, William C. Sleeman, Mirek Fatyga, Martin J. Murphy, Elisabeth Weiss, Cheng Zhang, Geoffrey D. Hugo, Jun Lu, Gary E. Christensen, and Paul J. Keall
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Cancer Research ,Cone beam computed tomography ,Lung Neoplasms ,Locally advanced ,Image registration ,Contour mapping ,Article ,Carcinoma, Non-Small-Cell Lung ,Humans ,Medicine ,Radiology, Nuclear Medicine and imaging ,Four-Dimensional Computed Tomography ,Observer Variation ,Radiation ,business.industry ,Radiotherapy Planning, Computer-Assisted ,Respiration ,Cone-Beam Computed Tomography ,Tumor Burden ,Oncology ,Interobserver Variation ,Nuclear medicine ,business ,Algorithms ,Adaptive radiation therapy ,4-Dimensional Computed Tomography - Abstract
Purpose To evaluate 2 deformable image registration (DIR) algorithms for the purpose of contour mapping to support image-guided adaptive radiation therapy with 4-dimensional cone-beam CT (4DCBCT). Methods and Materials One planning 4D fan-beam CT (4DFBCT) and 7 weekly 4DCBCT scans were acquired for 10 locally advanced non-small cell lung cancer patients. The gross tumor volume was delineated by a physician in all 4D images. End-of-inspiration phase planning 4DFBCT was registered to the corresponding phase in weekly 4DCBCT images for day-to-day registrations. For phase-to-phase registration, the end-of-inspiration phase from each 4D image was registered to the end-of-expiration phase. Two DIR algorithms—small deformation inverse consistent linear elastic (SICLE) and Insight Toolkit diffeomorphic demons (DEMONS)—were evaluated. Physician-delineated contours were compared with the warped contours by using the Dice similarity coefficient (DSC), average symmetric distance, and false-positive and false-negative indices. The DIR results are compared with rigid registration of tumor. Results For day-to-day registrations, the mean DSC was 0.75 ± 0.09 with SICLE, 0.70 ± 0.12 with DEMONS, 0.66 ± 0.12 with rigid-tumor registration, and 0.60 ± 0.14 with rigid-bone registration. Results were comparable to intraobserver variability calculated from phase-to-phase registrations as well as measured interobserver variation for 1 patient. SICLE and DEMONS, when compared with rigid-bone (4.1 mm) and rigid-tumor (3.6 mm) registration, respectively reduced the average symmetric distance to 2.6 and 3.3 mm. On average, SICLE and DEMONS increased the DSC to 0.80 and 0.79, respectively, compared with rigid-tumor (0.78) registrations for 4DCBCT phase-to-phase registrations. Conclusions Deformable image registration achieved comparable accuracy to reported interobserver delineation variability and higher accuracy than rigid-tumor registration. Deformable image registration performance varied with the algorithm and the patient.
- Published
- 2013
17. A longitudinal four-dimensional computed tomography and cone beam computed tomography dataset for image-guided radiation therapy research in lung cancer
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Jun Lu, Elisabeth Weiss, Jeffrey F. Williamson, William C. Sleeman, Paul J. Keall, Salim Balik, and Geoffrey D. Hugo
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Cone beam computed tomography ,Lung Neoplasms ,Databases, Factual ,Quality Assurance, Health Care ,Population ,Image registration ,Article ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,DICOM ,0302 clinical medicine ,cone beam computed tomography lung ,Carcinoma, Non-Small-Cell Lung ,Medicine ,Humans ,Longitudinal Studies ,Four-Dimensional Computed Tomography ,education ,Image-guided radiation therapy ,Neoplasm Staging ,education.field_of_study ,business.industry ,Reconstruction algorithm ,computed tomography ,General Medicine ,Cone-Beam Computed Tomography ,030220 oncology & carcinogenesis ,Dose Fractionation, Radiation ,Fiducial marker ,business ,Nuclear medicine ,4D imaging ,Radiotherapy, Image-Guided - Abstract
PURPOSE: To describe in detail a dataset consisting of serial four-dimensional computed tomography (4DCT) and 4D cone beam CT (4DCBCT) images acquired during chemoradiotherapy of 20 locally advanced, nonsmall cell lung cancer patients we have collected at our institution and shared publicly with the research community. ACQUISITION AND VALIDATION METHODS: As part of an NCI-sponsored research study 82 4DCT and 507 4DCBCT images were acquired in a population of 20 locally advanced nonsmall cell lung cancer patients undergoing radiation therapy. All subjects underwent concurrent radiochemotherapy to a total dose of 59.4-70.2 Gy using daily 1.8 or 2 Gy fractions. Audio-visual biofeedback was used to minimize breathing irregularity during all fractions, including acquisition of all 4DCT and 4DCBCT acquisitions in all subjects. Target, organs at risk, and implanted fiducial markers were delineated by a physician in the 4DCT images. Image coordinate system origins between 4DCT and 4DCBCT were manipulated in such a way that the images can be used to simulate initial patient setup in the treatment position. 4DCT images were acquired on a 16-slice helical CT simulator with 10 breathing phases and 3 mm slice thickness during simulation. In 13 of the 20 subjects, 4DCTs were also acquired on the same scanner weekly during therapy. Every day, 4DCBCT images were acquired on a commercial onboard CBCT scanner. An optically tracked external surrogate was synchronized with CBCT acquisition so that each CBCT projection was time stamped with the surrogate respiratory signal through in-house software and hardware tools. Approximately 2500 projections were acquired over a period of 8-10 minutes in half-fan mode with the half bow-tie filter. Using the external surrogate, the CBCT projections were sorted into 10 breathing phases and reconstructed with an in-house FDK reconstruction algorithm. Errors in respiration sorting, reconstruction, and acquisition were carefully identified and corrected. DATA FORMAT AND USAGE NOTES: 4DCT and 4DCBCT images are available in DICOM format and structures through DICOM-RT RTSTRUCT format. All data are stored in the Cancer Imaging Archive (TCIA, http://www.cancerimagingarchive.net/) as collection 4D-Lung and are publicly available. DISCUSSION: Due to high temporal frequency sampling, redundant (4DCT and 4DCBCT) data at similar timepoints, oversampled 4DCBCT, and fiducial markers, this dataset can support studies in image-guided and image-guided adaptive radiotherapy, assessment of 4D voxel trajectory variability, and development and validation of new tools for image registration and motion management.
- Published
- 2016
18. Comparison of Spine SRS VMAT plans with Flattening Filter Free 6 MV or 10 MV beams
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John H. Suh, P. Qi, T. Zhuang, Salim Balik, Samuel T. Chao, and Anthony Magnelli
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03 medical and health sciences ,Cancer Research ,0302 clinical medicine ,Radiation ,Flattening filter free ,Oncology ,business.industry ,030220 oncology & carcinogenesis ,Medicine ,Radiology, Nuclear Medicine and imaging ,business ,Nuclear medicine ,030218 nuclear medicine & medical imaging - Published
- 2018
19. Heterogeneous Dose-Escalated Prostate Stereotactic Body Radiation Therapy for All Risk Prostate Cancer: Quality of Life and Clinical Outcomes of an Institutional Phase 2 Study
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E.A. Klein, Kevin L. Stephans, Salim Balik, Anthony Magnelli, Shireen Parsai, Chandana A. Reddy, Richard Thousand, Ryan K. Berglund, Rahul D. Tendulkar, Aditya Juloori, and Mark Stovsky
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Oncology ,Cancer Research ,medicine.medical_specialty ,Radiation ,business.industry ,Stereotactic body radiation therapy ,Phases of clinical research ,medicine.disease ,Prostate cancer ,medicine.anatomical_structure ,Quality of life (healthcare) ,Prostate ,Internal medicine ,medicine ,Radiology, Nuclear Medicine and imaging ,business - Published
- 2018
20. Optical Manipulation of Light Scattering in Cold Atomic Rubidium
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Igor M. Sokolov, A. L. Win, Kasie Kemp, Mark D. Havey, S.J. Roof, Salim Balik, R.G. Olave, and D. V. Kupriyanov
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Physics ,Steady state ,Field (physics) ,Scattering ,chemistry.chemical_element ,Optical polarization ,01 natural sciences ,Light scattering ,010305 fluids & plasmas ,Rubidium ,chemistry ,0103 physical sciences ,Time domain ,Atomic physics ,010306 general physics ,Excitation - Abstract
A brief perspective on light scattering in dense and cold atomic rubidium is presented. We particularly focus on the influence of auxiliary applied fields on the system response to a weak and nearly resonant probe field. Auxiliary fields can strongly disturb light propagation; in addition to the steady state case, dynamically interesting effects appear clearly in both the time domain, and in the optical polarization dependence of the processes. Following a general introduction, two examples of features found in such studies are presented. These include nonlinear optical effects in (a) comparative studies of forward- and fluorescence-configuration scattering under combined excitation of a control and probe field, and (b) manipulation of the spatial structure of the optical response due to a light shifting strong applied field.
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- 2015
21. Spectral dependence of diffuse light dynamics in ultracold atomic 85Rb
- Author
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Igor M. Sokolov, Charles I. Sukenik, R.G. Olave, Salim Balik, Mark D. Havey, D. V. Kupriyanov, and V. M. Datsyuk
- Subjects
Physics ,Quantum Physics ,Atomic Physics (physics.atom-ph) ,Monte Carlo method ,Resonance ,FOS: Physical sciences ,01 natural sciences ,Atomic and Molecular Physics, and Optics ,Light scattering ,010305 fluids & plasmas ,Physics - Atomic Physics ,symbols.namesake ,Fourier transform ,Ultracold atom ,0103 physical sciences ,symbols ,Rayleigh scattering ,Exponential decay ,Atomic physics ,010306 general physics ,Quantum Physics (quant-ph) ,Excitation ,Optics (physics.optics) ,Physics - Optics - Abstract
We report a combined experimental and theoretical simulation of multiply scattered light dynamics in an ultracold gas of 85Rb atoms. Measurements of the spectral dependence of the time-decay of the scattered light intensity, following pulsed excitation with near resonance radiation, reveals that the decay for long times is nearly exponential, with a decay constant that is largely independent of detuning from resonance. Monte Carlo simulations of the multiple scattering process show that, for large detunings, near resonance scattering of Fourier components of the excitation pulse plays a significant role in the effect. This interpretation is supported by the observations, and successful modelling, of beating between Rayleigh scattered light at the excitation carrier frequency with the Fourier components of the excitation pulse that overlap significantly with the atomic resonance.
- Published
- 2015
22. Alignment dynamics of slow light diffusion in ultracold atomic $^{85}$Rb
- Author
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Igor M. Sokolov, Salim Balik, R.G. Olave, V. M. Datsyuk, Mark D. Havey, Charles I. Sukenik, and D. V. Kupriyanov
- Subjects
Atomic Physics (physics.atom-ph) ,Monte Carlo method ,FOS: Physical sciences ,chemistry.chemical_element ,Slow light ,01 natural sciences ,Light scattering ,Rubidium ,Physics - Atomic Physics ,010309 optics ,0103 physical sciences ,Physics::Atomic Physics ,010306 general physics ,Hyperfine structure ,Physics ,Condensed Matter::Quantum Gases ,Quantum Physics ,Polarization (waves) ,Atomic and Molecular Physics, and Optics ,Scattering amplitude ,chemistry ,Excited state ,Atomic physics ,Quantum Physics (quant-ph) ,Optics (physics.optics) ,Physics - Optics - Abstract
A combined experimental and theoretical investigation of time- and alignment-dependent propagation of light in an ultracold atomic gas of atomic {sup 85}Rb is reported. Coherences among the scattering amplitudes for light scattering off excited hyperfine levels produce strong variations of the light polarization in the vicinity of atomic resonance. Measurements are in excellent agreement with Monte Carlo simulations of the multiple scattering process.
- Published
- 2014
23. Strong-field coherent backscattering of light in ultracold atomic 85Rb
- Author
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Charles I. Sukenik, Salim Balik, D. V. Kupriyanov, P. Kulatunga, Igor M. Sokolov, and Mark D. Havey
- Subjects
Physics ,business.industry ,Scattering ,Optical polarization ,Coherent backscattering ,Atomic and Molecular Physics, and Optics ,Light scattering ,Atomic coherence ,Optics ,Ultracold atom ,Laser cooling ,Atomic physics ,business ,Coherence (physics) - Abstract
We report experimental observations of polarization-dependent coherence loss occurring in strong-field multiple scattering of light in ultracold atomic 85Rb. A measure of coherence in multiple light scattering is the degree of contrast of the coherent backscattering enhancement from the vapour. For resonance saturation parameters up to 9, we see light-polarization-dependent modification of the backscattering enhancement, suggesting that inelastic atomic light scattering and dynamic atomic magnetization may play important roles in the multiple scattering process for 85Rb.
- Published
- 2005
24. SU-F-J-108: TMR Correction Factor Based Online Adaptive Radiotherapy for Stereotactic Radiosurgery (SRS) of L-Spine Tumors Using Cone Beam CT
- Author
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Ping Xia, Samuel T. Chao, T. Zhuang, Salim Balik, and I Ghaffar
- Subjects
medicine.medical_specialty ,Cone beam computed tomography ,business.industry ,medicine.medical_treatment ,General Medicine ,Intensity-modulated radiation therapy ,Radiosurgery ,Mean difference ,Effective depth ,Medicine ,Dosimetry ,Radiology ,Adaptive radiotherapy ,business ,Nuclear medicine ,Cone beam ct - Abstract
Purpose: To investigate the feasibility of using TMR ratio correction factors for a fast online adaptive plan to compensate for anatomical changes in stereotactic radiosurgery (SRS) of L-spine tumors. Methods: Three coplanar treatment plans were made for 11 patients: Uniform (9 IMRT beams equally distributed around the patient); Posterior (IMRT with 9 posterior beams every 20 degree) and VMAT (2 360° arcs). For each patient, the external body and bowel gas were contoured on the planning CT and pre-treatment CBCT. After registering CBCT and the planning CT by aligning to the tumor, the CBCT contours were transferred to the planning CT. To estimate the actual delivered dose while considering patient's anatomy of the treatment day, a hybrid CT was created by overriding densities in planning CT using the differences between CT and CBCT external and bowel gas contours. Correction factors (CF) were calculated using the effective depth information obtained from the planning system using the hybrid CT: CF = TMR (delivery)/TMR (planning). The adaptive plan was generated by multiplying the planned Monitor Units with the CFs. Results: The mean absolute difference (MAD) in V16Gy of the target between planned and estimated delivery with and without TMR correction was 0.8 ± 0.7% vs. 2.4 ± 1.3% for Uniform and 1.0 ± 0.9% vs. 2.6 ± 1.3% for VMAT plans(p
- Published
- 2016
25. Near-resonance light scattering from a high-density ultracold atomic87Rb gas
- Author
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A. L. Win, Salim Balik, Mark D. Havey, Igor M. Sokolov, and D. V. Kupriyanov
- Subjects
Physics ,Quantum Physics ,Scattering ,Time evolution ,FOS: Physical sciences ,Resonance ,Radiation ,01 natural sciences ,Atomic and Molecular Physics, and Optics ,Light scattering ,010309 optics ,0103 physical sciences ,Optical depth (astrophysics) ,Physics::Atomic Physics ,Atomic physics ,Quantum Physics (quant-ph) ,010306 general physics ,Hyperfine structure ,Energy (signal processing) - Abstract
We report a combined experimental and theoretical investigation of near resonance light scattering from a high-density and ultracold atomic $^{87}$Rb gas. The atomic sample, having a peak density $\sim 5\cdot10^{13}$ atoms/cm$^{3}$, temperature $\sim$ 65 $\mu$K and initially prepared in the F = 1 lower energy $^{87}$Rb hyperfine component, is optically pumped to the higher energy F = 2 hyperfine level. Measurements are made of the transient hyperfine pumping process and of the time evolution of scattering of near resonance probe radiation on the $F = 2 \rightarrow F' = 3$ transition. Features of the density, detuning, and temporal dependence of the signals are attributed to the high density and consequent large optical depth of the samples., Comment: Submitted to Physical Review A. This is V.2, completely revised from earlier V.1. 13 pages, 14 figures
- Published
- 2013
26. Respiratory triggered 4D cone-beam computed tomography: a novel method to reduce imaging dose
- Author
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Benjamin J, Cooper, Ricky T, O'Brien, Salim, Balik, Geoffrey D, Hugo, and Paul J, Keall
- Subjects
Respiratory-Gated Imaging Techniques ,Reproducibility of Results ,Cone-Beam Computed Tomography ,equipment and supplies ,Radiation Dosage ,Models, Biological ,Sensitivity and Specificity ,Radiation Protection ,stomatognathic system ,Radiation Imaging Physics ,Respiratory Mechanics ,Body Burden ,Humans ,Radiographic Image Interpretation, Computer-Assisted ,Computer Simulation ,Four-Dimensional Computed Tomography ,Radiometry - Abstract
A novel method called respiratory triggered 4D cone-beam computed tomography (RT 4D CBCT) is described whereby imaging dose can be reduced without degrading image quality. RT 4D CBCT utilizes a respiratory signal to trigger projections such that only a single projection is assigned to a given respiratory bin for each breathing cycle. In contrast, commercial 4D CBCT does not actively use the respiratory signal to minimize image dose.To compare RT 4D CBCT with conventional 4D CBCT, 3600 CBCT projections of a thorax phantom were gathered and reconstructed to generate a ground truth CBCT dataset. Simulation pairs of conventional 4D CBCT acquisitions and RT 4D CBCT acquisitions were developed assuming a sinusoidal respiratory signal which governs the selection of projections from the pool of 3600 original projections. The RT 4D CBCT acquisition triggers a single projection when the respiratory signal enters a desired acquisition bin; the conventional acquisition does not use a respiratory trigger and projections are acquired at a constant frequency. Acquisition parameters studied were breathing period, acquisition time, and imager frequency. The performance of RT 4D CBCT using phase based and displacement based sorting was also studied. Image quality was quantified by calculating difference images of the test dataset from the ground truth dataset. Imaging dose was calculated by counting projections.Using phase based sorting RT 4D CBCT results in 47% less imaging dose on average compared to conventional 4D CBCT. Image quality differences were less than 4% at worst. Using displacement based sorting RT 4D CBCT results in 57% less imaging dose on average, than conventional 4D CBCT methods; however, image quality was 26% worse with RT 4D CBCT.Simulation studies have shown that RT 4D CBCT reduces imaging dose while maintaining comparable image quality for phase based 4D CBCT; image quality is degraded for displacement based RT 4D CBCT in its current implementation.
- Published
- 2013
27. SU-F-T-42: MRI and TRUS Image Fusion as a Mode of Generating More Accurate Prostate Contours
- Author
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M Petronek, Salim Balik, E.A. Klein, Andrei S. Purysko, Jay P. Ciezki, and D Wilkinson
- Subjects
Contouring ,medicine.medical_specialty ,Prostate biopsy ,medicine.diagnostic_test ,business.industry ,medicine.medical_treatment ,Ultrasound ,Brachytherapy ,Magnetic resonance imaging ,General Medicine ,urologic and male genital diseases ,Apex (geometry) ,medicine.anatomical_structure ,Prostate ,medicine ,Radiology ,Radiation treatment planning ,business - Abstract
Purpose: Transrectal Ultrasound (TRUS) imaging is utilized intra-operatively for LDR permanent prostate seed implant treatment planning. Prostate contouring with TRUS can be challenging at the apex and base. This study attempts to improve accuracy of prostate contouring with MRI-TRUS fusion to prevent over- or under-estimation of the prostate volume. Methods: 14 patients with previous MRI guided prostate biopsy and undergone an LDR permanent prostate seed implant have been selected. The prostate was contoured on the MRI images (1 mm slice thickness) by a radiologist. The prostate was also contoured on TRUS images (5 mm slice thickness) during LDR procedure by a urologist. MRI and TRUS images were rigidly fused manually and the prostate contours from MRI and TRUS were compared using Dice similarity coefficient, percentage volume difference and length, height and width differences. Results: The prostate volume was overestimated by 8 ± 18% (range: 34% to −25%) in TRUS images compared to MRI. The mean Dice was 0.77 ± 0.09 (range: 0.53 to 0.88). The mean difference (TRUS-MRI) in the prostate width was 0 ± 4 mm (range: −11 to 5 mm), height was −3 ± 6 mm (range: −13 to 6 mm) and length was 6 ± 6 (range: −10 to 16 mm). Prostate was overestimated with TRUS imaging at the base for 6 cases (mean: 8 ± 4 mm and range: 5 to 14 mm), at the apex for 6 cases (mean: 11 ± 3 mm and range: 5 to 15 mm) and 1 case was underestimated at both base and apex by 4 mm. Conclusion: Use of intra-operative TRUS and MRI image fusion can help to improve the accuracy of prostate contouring by accurately accounting for prostate over- or under-estimations, especially at the base and apex. The mean amount of discrepancy is within a range that is significant for LDR sources.
- Published
- 2016
28. SU-F-J-141: Real-Time Position Management (RPM) System as a Valuable Tool to Predict Tumor Position Deviation in SBRT Lung and Liver Patients with Breath Hold Using Active Breathing Coordinator (ABC)
- Author
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Zhilei Liu Shen, T. Zhuang, Salim Balik, M Andrews, Gregory M.M. Videtic, Mohamed E. Abazeed, Ping Xia, Kevin L. Stephans, and Anthony Magnelli
- Subjects
Position shift ,medicine.medical_specialty ,Active Breathing Coordinator ,Lung ,business.industry ,medicine.medical_treatment ,General Medicine ,equipment and supplies ,Breath holds ,030218 nuclear medicine & medical imaging ,Surgery ,Radiation therapy ,03 medical and health sciences ,0302 clinical medicine ,medicine.anatomical_structure ,Position (vector) ,030220 oncology & carcinogenesis ,mental disorders ,Linear regression ,Skin surface ,medicine ,business ,Nuclear medicine - Abstract
Purpose: ABC is a breath-hold technique for SBRT treatments. At our institution, three CTs with ABC are acquired at simulation to check the breath-hold consistency because tumor position may deviate among three scans. The purpose of this study was to determine whether RPM can predict tumor position deviation in SBRT breath-hold treatments with ABC. Methods: Five SBRT lung and five SBRT liver patients were selected. An RPM block was placed on the patients between the xiphoid and the umbilicus. RPM recorded patients’ anterior-posterior skin surface positions during breath holds with ABC. For each patient, three CTs (ABC1, ABC2, ABC3) were acquired at the same breath-hold level. ABC2 and ABC3 CTs were rigidly registered to ABC1 CT. Tumor position deviations were measured on the fused CTs (ABC2 with ABC1, ABC3 with ABC1) and compared to the corresponding RPM position shifts. Linear regression, k-means clustering, and decision tree classifier were used to determine the relationship between RPM position shifts and tumor position deviations. Results: Tumor position deviations were 0.4–8.7 mm for lung patients and 1.6–9.1 mm for liver patients. There were no significant linear correlations between RPM position shifts and tumor position deviations for both lung (R2=0.20) and liver (R2=0.45) patients. In contrast, decision tree classification showed that the RPM position shift of 3.45 mm or more indicated tumor position deviation >5 mm for lower lobe lung tumors and liver tumors that are close to the diaphragm. Conclusion: RPM position shifts are not linearly correlated with tumor position deviations. However, RPM can be used to predict large tumor position deviations (>5 mm) among three ABC CTs in SBRT for lower lobe lung tumors and liver tumors and to validate the breath-hold consistency with the ABC technique. Therefore, RPM has the potential to replace the additional verification CT scans.
- Published
- 2016
29. A scaling law for light scattering from dense and cold atomic ensembles
- Author
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D. V. Kupriyanov, A. S. Kuraptsev, Igor M. Sokolov, Salim Balik, and Mark D. Havey
- Subjects
Physics ,Scattering cross-section ,Condensed Matter::Quantum Gases ,Quantum Physics ,Scaling law ,Scattering ,Atomic Physics (physics.atom-ph) ,FOS: Physical sciences ,01 natural sciences ,Atomic and Molecular Physics, and Optics ,Light scattering ,Physics - Atomic Physics ,Computational physics ,010309 optics ,Cross section (physics) ,Transformation (function) ,0103 physical sciences ,Physics::Atomic Physics ,010306 general physics ,Quantum Physics (quant-ph) ,Size dependence - Abstract
We calculate the differential cross section of polarized light scattering from a cold and dense atomic ensemble. The regularities in the transformation of the cross section when increasing the size of the atomic ensemble are analyzed numerically. We show that for typical experimental conditions, an approximate scaling law can be obtained. Very good agreement is found in a comparison with experimental data on the size dependence of a dense and cold cloud of 87$Rb atoms., Comment: Submitted to Journal of Modern Optics, Special issue on the Proceedings of the Colloquium on the Physics of Quantum Electronics
- Published
- 2012
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30. Polarization self-rotation in ultracold atomicRb87
- Author
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Salim Balik, Travis Horrom, Eugeniy E. Mikhailov, Arturo Lezama, and Mark D. Havey
- Subjects
media_common.quotation_subject ,01 natural sciences ,Electromagnetic radiation ,Asymmetry ,law.invention ,010309 optics ,symbols.namesake ,Optics ,law ,0103 physical sciences ,Faraday effect ,Physics::Atomic Physics ,010306 general physics ,Faraday rotator ,media_common ,Condensed Matter::Quantum Gases ,Physics ,business.industry ,Magnetostatics ,Laser ,Polarization (waves) ,Atomic and Molecular Physics, and Optics ,Magnetic field ,symbols ,Atomic physics ,business - Abstract
We report on a combined experimental and theoretical study of polarization self-rotation in an ultracold atomic sample. In the experiments, a probe laser is tuned in the spectral vicinity of the ${D}_{1}$ line to observe polarization self-rotation in a sample of ultracold $^{87}\mathrm{Rb}$ prepared in a magneto-optical trap (MOT). Systematic measurements of the rotation angle of the light-polarization ellipse as a function of laser intensity, initial ellipticity, and detuning are made. The observations, in good agreement with theoretical simulations, are indicative of the presence of a residual static magnetic field, resulting in measured asymmetries in the rotation angle for right and left ellipticities. In this paper we present our detailed experimental results and analysis of the combined influences of polarization self-rotation and the Faraday effect.
- Published
- 2011
31. Quadrature noise in light propagating through a cold 87Rb atomic gas
- Author
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Eugeniy E. Mikhailov, Mark D. Havey, Arturo Lezama, Travis Horrom, and Salim Balik
- Subjects
Physics ,Condensed Matter::Quantum Gases ,Quantum Physics ,Atomic Physics (physics.atom-ph) ,FOS: Physical sciences ,Light signal ,Laser ,01 natural sciences ,Atomic and Molecular Physics, and Optics ,Quadrature (astronomy) ,law.invention ,Physics - Atomic Physics ,010309 optics ,law ,0103 physical sciences ,Physics::Atomic Physics ,Atomic physics ,Quantum Physics (quant-ph) ,010306 general physics ,Quantum fluctuation ,Laser light - Abstract
We report on the study of the noise properties of laser light propagating through a cold 87Rb atomic sample held in a magneto-optical trap. The laser is tuned around the Fg = 2 \rightarrow Fe = 1, 2 D1 transitions of 87Rb. We observe quadrature-dependent noise in the light signal, an indication that it may be possible to produce squeezed states of light. We measure the minimum and maximum phase-dependent noise as a function of detuning and compare these results to theoretical predictions to explore the best conditions for light squeezing using cold atomic Rb.
- Published
- 2011
32. Imaging-based parametric resonance in an optical dipole-atom trap
- Author
-
Mark D. Havey, A. L. Win, and Salim Balik
- Subjects
Condensed Matter::Quantum Gases ,Physics ,Dipole ,Ultracold atom ,Anharmonicity ,Atom ,Resonance ,Physics::Atomic Physics ,Parametric oscillator ,Atomic physics ,Atomic and Molecular Physics, and Optics ,Excitation ,Parametric statistics - Abstract
We report sensitive detection of parametric resonances in a high-density sample of ultracold $^{87}\text{R}\text{b}$ atoms confined to a far-off-resonance optical dipole trap. Fluorescence imaging of the expanded ultracold atom cloud after a period of parametric excitation shows significant modification of the atomic spatial distribution and has high sensitivity compared with traditional measurements of parametrically driven trap loss. Using this approach, a significant shift of the parametric resonance frequency is observed and attributed to the anharmonic shape of the dipole trap potential.
- Published
- 2009
33. Optical pumping dynamics and near-resonance light scattering in an ultracold sample ofR87batoms
- Author
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Salim Balik, D. V. Kupriyanov, Igor M. Sokolov, and Mark D. Havey
- Subjects
Condensed Matter::Quantum Gases ,Physics ,Zeeman effect ,business.industry ,Scattering ,Resonance ,Field strength ,Atomic and Molecular Physics, and Optics ,Light scattering ,symbols.namesake ,Optics ,symbols ,Physics::Atomic Physics ,Sensitivity (control systems) ,Rayleigh scattering ,Atomic physics ,business ,Hyperfine structure - Abstract
We report measurements of near-resonance light scattering from an ultracold sample of $^{87}\text{R}\text{b}$ atoms formed in a magneto-optical trap (MOT). Time-dependent measurements of scattering of probe radiation tuned in the vicinity of the $F=1\ensuremath{\rightarrow}{F}^{\ensuremath{'}}=0$ hyperfine transition of the ${D}_{2}$ resonance line reveal dynamics due to Zeeman optical pumping on this transition in competition with diffusive light scattering in the optically dense sample. Zeeman mixing effects due to small residual magnetic fields also play an important role in the scattered light dynamics and reveal surprising sensitivity to the field strength. The various processes are examined as a function of probe-laser power, detuning from atomic resonance, and the presence or absence of the spatially inhomogeneous MOT quadrupole field.
- Published
- 2009
34. Dosimetric Impact of Internal and External Anatomical Changes in Stereotactic Radiosurgery (SRS) of L-Spine Tumors: Beam Configuration Matters
- Author
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Salim Balik, T. Zhuang, P. Xia, and S.T. Chao
- Subjects
Cancer Research ,medicine.medical_specialty ,Radiation ,business.industry ,medicine.medical_treatment ,Radiosurgery ,Spine (zoology) ,Oncology ,medicine ,Radiology, Nuclear Medicine and imaging ,Medical physics ,Nuclear medicine ,business ,Beam (structure) - Published
- 2015
35. SU-D-BRB-05: Gamma Knife and Volumetric Modulated Arc Therapy Stereotactic Radiosurgery Have Equivalent Plan Quality and OAR Sparing for Pituitary Adenomas and Vestibular Schwannomas
- Author
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Gennady Neyman, Salim Balik, and Samuel T. Chao
- Subjects
business.industry ,medicine.medical_treatment ,Planning target volume ,General Medicine ,Gamma knife ,medicine.disease ,Volumetric modulated arc therapy ,Radiosurgery ,Conformity index ,Pituitary adenoma ,Vestibular Schwannomas ,medicine ,Dose rate ,Nuclear medicine ,business - Abstract
Purpose: To compare the plan quality and organs at risk (OAR) sparing of volumetric modulated art therapy (VMAT) and Gamma Knife for stereotactic radiosurgery (SRS) of pituitary adenomas and vestibular schwannomas (VS). Methods: VMAT radiosurgery plans (SmartArc) were made using Pinnacle’s (version 9.10, Phillips) new Auto-Plan tool for eight vestibular schwannoma (VS) and eight pituitary adenoma patients previously treated with Gamma Knife Perfexion (GK) system. VMAT plans were made with three non-coplanar arcs using 3 angles, 6MV, FFF mode at 1400 MU per min dose rate and millennium HD MLC. All plans were normalized to deliver prescription dose (Rx) to at least 99.5 percent of the target volume. Results: For pituitary cases (1.07 – 20.71cc), respectively for GK and VMAT plans, mean conformity index (CI) was 1.62 ± 0.23 Gy and 1.51 ± 0.21 Gy (p = 0.05); mean gradient index (GI) was 2.76 ± 0.14 and 3.15 ± 0.43 Gy (p < 0.05); mean brainstem maximum dose was 9.13 ± 3.50 Gy and 7.31 ± 2.01 Gy (p < 0.05); mean optic nerve maximum dose was 9.66 ± 1.0 Gy and 7.67 ± 2.58 Gy (p < 0.05); and mean treatment time of 68 min and 4 min. For VS (0.47 – 5.26cc), respectively for GK and VMAT plans, CI was 1.39 ± 0.23 Gy and 1.57 ± 0.28 Gy (p < 0.05); GI was 3.71 ± 1.83 and 3.60 ± 0.84 Gy (p = 0.82); brainstem maximum dose was 11.67 ± 4.56 Gy and 12.22 ± 4.56 Gy (p = 0.12), cochlea mean dose was 7.31 ± 2.7 Gy and 6.75 ± 3.88 Gy (p = 0.52); and mean treatment time of 40 min and 4 min. Conclusion: VMAT plan quality and OAR sparing were comparable to GK plans with a shorter treatment time. Samuel Chao is a member of Varian Speakers Bureau, Gennady Neyman is a consultant for Elekta Instrument A/B
- Published
- 2015
36. SU-E-T-513: Investigating Dose of Internal Target Volume After Correcting for Tissue Heterogeneity in SBRT Lung Plans with Homogeneity Calculation
- Author
-
Q. Shang, P. Qi, M Andrews, Gregory M.M. Videtic, Ping Xia, Anthony Magnelli, Toufik Djemil, T. Zhuang, Salim Balik, and Kevin L. Stephans
- Subjects
Lung ,business.industry ,medicine.medical_treatment ,Planning target volume ,General Medicine ,Radiation therapy ,Tissue heterogeneity ,medicine.anatomical_structure ,Homogeneous ,Maximum dose ,medicine ,Dosimetry ,business ,Nuclear medicine ,Stereotactic body radiotherapy - Abstract
Purpose It was recommended to use the prescription of 54 Gy/3 with heterogeneity corrections for previously established dose scheme of 60 Gy/3 with homogeneity calculation. This study is to investigate dose coverage for the internal target volume (ITV) with and without heterogeneity correction. Methods Thirty patients who received stereotactic body radiotherapy (SBRT) to a dose of 60 Gy in 3 fractions with homogeneous planning for early stage non-small-cell lung cancer (NSCLC) were selected. ITV was created either from 4DCT scans or a fusion of multi-phase respiratory scans. Planning target volume (PTV) was a 5 mm expansion of the ITV. For this study, we recalculated homogeneous clinical plans using heterogeneity corrections with monitor units set as clinically delivered. All plans were calculated with 3 mm dose grids and collapsed cone convolution algorithm. To account for uncertainties from tumor delineation and image-guided radiotherapy, a structure ITV2mm was created by expanding ITV with 2 mm margins. Dose coverage to the PTV, ITV and ITV2mm were compared with a student paired t-test. Results With heterogeneity corrections, the PTV V60Gy decreased by 10.1% ± 18.4% (p
- Published
- 2015
37. Time Dependent Light Dynamics in Ultracold Atomic 87Rb
- Author
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Oguz Er, Igor M. Sokolov, D. V. Kupriyanov, Salim Balik, Charles I. Sukenik, Mark D. Havey, and V. M. Datsyuk
- Subjects
Physics ,Quantum optics ,chemistry ,Forward scatter ,Dynamics (mechanics) ,Time evolution ,chemistry.chemical_element ,Atomic physics ,Scattered light ,Resonance (particle physics) ,Light scattering ,Rubidium - Abstract
Proximity of the light localization threshold can be detected through time evolution of forward or diffusely scattered light. We report experimental and theoretical results of time-dependent light scattering (F=1 - F'=0) in dense, ultracold 87Rb.
- Published
- 2006
38. Alignment Dynamics of Slow Light Diffusion in Ultracold Atomic 85Rb
- Author
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R.G. Olave, Charles I. Sukenik, D. V. Kupriyanov, Mark D. Havey, V. M. Datsyuk, Salim Balik, and Igor M. Sokolov
- Subjects
Condensed Matter::Quantum Gases ,Physics ,Scattering ,chemistry.chemical_element ,02 engineering and technology ,021001 nanoscience & nanotechnology ,Slow light ,Polarization (waves) ,01 natural sciences ,Molecular physics ,Rubidium ,Laser trapping ,chemistry ,0103 physical sciences ,Physics::Atomic Physics ,Atomic physics ,010306 general physics ,0210 nano-technology - Abstract
We report experimental and theoretical study of time- and polarization-dependent propagation of light in ultracold atomic Rb. Strong variations of the time-dependent electronic alignment in the vicinity of atomic resonance is measured.
- Published
- 2005
39. Interference and dephasing in weak localization of light
- Author
-
R.G. Olave, Dmitri V. Kupriyanov, Salim Balik, Mark D. Havey, Igor M. Sokolov, and Charles I. Sukenik
- Subjects
Physics ,Weak localization ,Anderson localization ,Resonance radiation ,Dephasing ,Coherent backscattering ,Physics::Chemical Physics ,Atomic physics ,Interference (wave propagation) ,Resonance (particle physics) ,Light scattering - Abstract
We report effects influencing enhancement (E) in coherent backscattering (CBS) of resonance radiation from ultracold Rb, and may have strong influence on efforts to observe strong localization. Theoretical results predict destructive interference in CBS, E
- Published
- 2004
40. Measurement of correlated multiple light scattering in ultracold atomic85Rb
- Author
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P. Kulatunga, Salim Balik, Igor M. Sokolov, Mark D. Havey, D. V. Kupriyanov, and Charles I. Sukenik
- Subjects
Physics ,Quantum optics ,Interferometry ,chemistry ,Scattering ,Quantum Monte Carlo ,Monte Carlo method ,chemistry.chemical_element ,Atomic physics ,Polarization (waves) ,Atomic and Molecular Physics, and Optics ,Light scattering ,Rubidium - Abstract
We report an experimental study of correlated multiple light scattering in an ultracold gas of ${}^{85}\mathrm{Rb}$ confined in a magneto-optic trap. Measurements are made of the polarization dependence of the spatial and spectral profile of light backscattered from the sample. The results show an interferometric enhancement sensitive to coherent multiple scattering in the atomic gas, and strong variations with the polarization of the incident and detected light. The spatial width and peak value of the enhancement are found to be dependent on the sample size. Comparison of all the measurements with realistic quantum Monte Carlo simulations yields a very good agreement.
- Published
- 2003
41. Spectral Dependence of Coherent Backscattering of Light in a Narrow-Resonance Atomic System
- Author
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Salim Balik, P. Kulatunga, Igor M. Sokolov, Charles I. Sukenik, N. V. Larionov, D. V. Kupriyanov, and Mark D. Havey
- Subjects
Range (particle radiation) ,Quantum Physics ,Materials science ,Atomic system ,FOS: Physical sciences ,Resonance ,Coherent backscattering ,Radiation ,Polarization (waves) ,7. Clean energy ,01 natural sciences ,Atomic and Molecular Physics, and Optics ,010309 optics ,Magnetization ,0103 physical sciences ,Physics::Atomic Physics ,Atomic physics ,Quantum Physics (quant-ph) ,010306 general physics ,Hyperfine structure - Abstract
We report a combined theoretical and experimental study of the spectral and polarization dependence of near resonant radiation coherently backscattered from an ultracold gas of 85Rb atoms. Measurements in an approximately 6 MHz range about the 5s^{2}S_{1/2}- 5p^{2}P_{3/2}, F=3 - F'=4 hyperfine transition are compared with simulations based on a realistic model of the experimental atomic density distribution. In the simulations, the influence of heating of the atoms in the vapor, magnetization of the vapor, finite spectral bandwidth, and other nonresonant hyperfine transitions are considered. Good agreement is found between the simulations and measurements., 10 pages, 12 figure
- Published
- 2003
42. Mesoscopic electromagnetic wave dynamics in ultracold atomic vapors
- Author
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N. V. Larionov, P. Kulatunga, D. V. Kupriyanov, Igor M. Sokolov, Charles I. Sukenik, Salim Balik, and Mark D. Havey
- Subjects
Optical pumping ,Physics ,Mesoscopic physics ,Magnetization ,Condensed matter physics ,Scattering ,Physics::Atomic Physics ,Atomic physics ,Polarization (waves) ,Electromagnetic radiation ,Hyperfine structure ,Magnetic field - Abstract
We report a combined theoretical and experimental study of the spectral and polarization dependence of near resonant radiation coherently backscattered from an ultracold gas of 85Rb atoms. Measurements in an approximate 6 MHz range about the 5s 2S1/2 → 5p2P3/2, F=3 → F' =4 hyperfine transition are compared with simulations based on a realistic model of the experimental atomic density distribution. In the simulations, the influence of heating of the atoms in the vapor, magnetization of the vapor, finite spectral bandwidth, and other nonresonant hyperfine transitions are considered. Good agreement is found between the simulations and measurements.
- Published
- 2003
43. SU-E-J-151: Dosimetric Evaluation of DIR Mapped Contours for Image Guided Adaptive Radiotherapy with 4D Cone-Beam CT
- Author
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J Williamson, N. Roman, Geoffrey D. Hugo, Gary E. Christensen, Elisabeth Weiss, L. Zhang, Salim Balik, and N. Jan
- Subjects
Cone beam computed tomography ,business.industry ,medicine.medical_treatment ,Locally advanced ,General Medicine ,Gross tumor volume ,Radiation therapy ,medicine ,Medical imaging ,Dosimetry ,Adaptive radiotherapy ,business ,Nuclear medicine ,Cone beam ct - Abstract
Purpose: To estimate dosimetric errors resulting from using contours deformably mapped from planning CT to 4D cone beam CT (CBCT) images for image-guided adaptive radiotherapy of locally advanced non-small cell lung cancer (NSCLC). Methods: Ten locally advanced non-small cell lung cancer (NSCLC) patients underwent one planning 4D fan-beam CT (4DFBCT) and weekly 4DCBCT scans. Multiple physicians delineated the gross tumor volume (GTV) and normal structures in planning CT images and only GTV in CBCT images. Manual contours were mapped from planning CT to CBCTs using small deformation, inverse consistent linear elastic (SICLE) algorithm for two scans in each patient. Two physicians reviewed and rated the DIR-mapped (auto) and manual GTV contours as clinically acceptable (CA), clinically acceptable after minor modification (CAMM) and unacceptable (CU). Mapped normal structures were visually inspected and corrected if necessary, and used to override tissue density for dose calculation. CTV (6mm expansion of GTV) and PTV (5mm expansion of CTV) were created. VMAT plans were generated using the DIR-mapped contours to deliver 66 Gy in 33 fractions with 95% and 100% coverage (V66) to PTV and CTV, respectively. Plan evaluation for V66 was based on manual PTV and CTV contours. Results: Mean PTV V66 was 84% (range 75% – 95%) and mean CTV V66 was 97% (range 93% – 100%) for CAMM scored plans (12 plans); and was 90% (range 80% – 95%) and 99% (range 95% – 100%) for CA scored plans (7 plans). The difference in V66 between CAMM and CA was significant for PTV (p = 0.03) and approached significance for CTV (p = 0.07). Conclusion: The quality of DIR-mapped contours directly impacted the plan quality for 4DCBCT-based adaptation. Larger safety margins may be needed when planning with auto contours for IGART with 4DCBCT images. Reseach was supported by NIH P01CA116602.
- Published
- 2014
44. SU-F-BRF-07: Impact of Different Patient Setup Strategies in Adaptive Radiation Therapy with Simultaneous Integrated Volume-Adapted Boost of NSCLC
- Author
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Nesrin Dogan, Mirek Fatyga, Y. Wu, Geoffrey D. Hugo, William C. Sleeman, Elisabeth Weiss, and Salim Balik
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Cone beam computed tomography ,business.industry ,medicine.medical_treatment ,General Medicine ,medicine.disease ,Radiation therapy ,Total dose ,Medical imaging ,Medicine ,Dosimetry ,business ,Lung cancer ,Nuclear medicine ,Adaptive radiation therapy ,Image-guided radiation therapy - Abstract
Purpose: To evaluate the potential impact of several setup error correction strategies on a proposed image-guided adaptive radiotherapy strategy for locally advanced lung cancer. Methods: Daily 4D cone-beam CT and weekly 4D fan-beam CT images were acquired from 9 lung cancer patients undergoing concurrent chemoradiation therapy. Initial planning CT was deformably registered to daily CBCT images to generate synthetic treatment courses. An adaptive radiation therapy course was simulated using the weekly CT images with replanning twice and a hypofractionated, simultaneous integrated boost to a total dose of 66 Gy to the original PTV and either a 66 Gy (no boost) or 82 Gy (boost) dose to the boost PTV (ITV + 3mm) in 33 fractions with IMRT or VMAT. Lymph nodes (LN) were not boosted (prescribed to 66 Gy in both plans). Synthetic images were rigidly, bony (BN) or tumor and carina (TC), registered to the corresponding plan CT, dose was computed on these from adaptive replans (PLAN) and deformably accumulated back to the original planning CT. Cumulative D98% of CTV of PT (ITV for 82Gy) and LN, and normal tissue dose changes were analyzed. Results: Two patients were removed from the study due to large registration errors. For themore » remaining 7 patients, D98% for CTV-PT (ITV-PT for 82 Gy) and CTV-LN was within 1 Gy of PLAN for both 66 Gy and 82 Gy plans with both setup techniques. Overall, TC based setup provided better results, especially for LN coverage (p = 0.1 for 66Gy plan and p = 0.2 for 82 Gy plan, comparison of BN and TC), though not significant. Normal tissue dose constraints violated for some patients if constraint was barely achieved in PLAN. Conclusion: The hypofractionated adaptive strategy appears to be deliverable with soft tissue alignment for the evaluated margins and planning parameters. Research was supported by NIH P01CA116602.« less
- Published
- 2014
45. TU-C-141-04: Evaluation of Clinical Acceptability of DIR Mapped Contours for Adaptive Radiotherapy with 4D Cone-Beam CT
- Author
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N. Roman, Salim Balik, Gary E. Christensen, L. Zhang, N. Jan, William C. Sleeman, Geoffrey D. Hugo, Elisabeth Weiss, and Jeffrey F. Williamson
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Cone beam computed tomography ,business.industry ,Tumor shrinkage ,Radiation oncology ,Medical imaging ,Locally advanced ,Image registration ,Medicine ,General Medicine ,Adaptive radiotherapy ,Nuclear medicine ,business ,Cone beam ct - Abstract
Purpose: To evaluate clinical acceptability of contours generated using deformable image registration of 4D fan beam (4DFBCT) to 4D cone beam (4DCBCT) images for image‐guided adaptive radiotherapy (IGART). Methods: Sixteen locally advanced non‐small cell lung cancer (NSCLC) patients underwent one planning 4DFBCT and weekly 4DCBCT scans. 4DFBCT to 4DCBCT registrations were performed using two intensity‐driven deformable image registration (DIR) algorithms: 1) small deformation, inverse consistent linear elastic (SICLE) algorithm and 2) Insight Toolkit diffeomorphic demons (DEMONS). Multiple physicians delineated the gross tumor volume in all images (MANUAL). Manual contours were mapped from 4DFBCT to 4DCBCT for two scans in each patient, and were compared with manual contours using Dice similarity coefficient (DSC), average symmetric distance (ASD), false positive (FP), false negative (FN) and percentage volume difference (%VD). A physician was asked to rate DIR generated and manual contours as A) clinically acceptable (CA) B) clinically acceptable after minor modifications (CAMM) and C) clinically unacceptable (CU) using planning CT contour as reference. Reviewing physician was unaware that some of the contours were manual. The results were analyzed with respect to similarity measures, volume and regression characteristics of the tumor. Results: No contours were rated as CU by the physician. The number of contours rated as CA and CAMM was respectively 14 (44%) and 18 (56%) for SICLE, 3 (9%) and 29 (91%) for DEMONS, and 26 (81%) and 6 (19%) for MANUAL. No correlation was observed between physician ratings and DSC, ASD, FP, FN, %VD, tumor shrinkage, day of CBCT scan, and volume of the GTV. Conclusion: DIR generated contours were considered clinically acceptable for IGART, but may require some manual adjustment prior to use. Volume and surface similarity measures did not correlate with physician judgment of clinical acceptability. Supported by NIH Grant P01 CA 116602; This work was supported by a grant (P01CA116602) from the National Cancer Institute. Gary E. Christensen holds a papent related to the SICLE registration algorithm; E. Weiss and J. Williamson has grants from Varian medical systems and Philips Radiation Oncology Systems.
- Published
- 2013
46. Respiratory triggered 4D cone-beam computed tomography: A novel method to reduce imaging dose
- Author
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Geoffrey D. Hugo, Ricky O'Brien, Benjamin J Cooper, Salim Balik, and Paul J. Keall
- Subjects
Cone beam computed tomography ,Image quality ,business.industry ,Medical imaging ,Medicine ,Dosimetry ,Image processing ,General Medicine ,Iterative reconstruction ,Nuclear medicine ,business ,Imaging phantom ,Image-guided radiation therapy - Abstract
Purpose: A novel method called respiratory triggered 4D cone-beam computed tomography (RT 4D CBCT) is described whereby imaging dose can be reduced without degrading image quality. RT 4D CBCT utilizes a respiratory signal to trigger projections such that only a single projection is assigned to a given respiratory bin for each breathing cycle. In contrast, commercial 4D CBCT does not actively use the respiratory signal to minimize image dose. Methods: To compare RT 4D CBCT with conventional 4D CBCT, 3600 CBCT projections of a thorax phantom were gathered and reconstructed to generate a ground truth CBCT dataset. Simulation pairs of conventional 4D CBCT acquisitions and RT 4D CBCT acquisitions were developed assuming a sinusoidal respiratory signal which governs the selection of projections from the pool of 3600 original projections. The RT 4D CBCT acquisition triggers a single projection when the respiratory signal enters a desired acquisition bin; the conventional acquisition does not use a respiratory trigger and projections are acquired at a constant frequency. Acquisition parameters studied were breathing period, acquisition time, and imager frequency. The performance of RT 4D CBCT using phase based and displacement based sorting was also studied. Image quality was quantified by calculating difference images of the test dataset from the ground truth dataset. Imaging dose was calculated by counting projections. Results: Using phase based sorting RT 4D CBCT results in 47% less imaging dose on average compared to conventional 4D CBCT. Image quality differences were less than 4% at worst. Using displacement based sorting RT 4D CBCT results in 57% less imaging dose on average, than conventional 4D CBCT methods; however, image quality was 26% worse with RT 4D CBCT. Conclusions: Simulation studies have shown that RT 4D CBCT reduces imaging dose while maintaining comparable image quality for phase based 4D CBCT; image quality is degraded for displacement based RT 4D CBCT in its current implementation.
- Published
- 2013
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