Comprehensive fluence model for absolute portal dose image prediction

被引:31
作者
Chytyk, K. [1 ,2 ]
McCurdy, B. M. C. [1 ,3 ]
机构
[1] CancerCare Manitoba, Div Med Phys, Winnipeg, MB R3E 0V9, Canada
[2] Univ Manitoba, Dept Phys & Astron, Winnipeg, MB R3T 2N2, Canada
[3] Univ Manitoba, Dept Radiol, Winnipeg, MB R3A 1R9, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
cancer; diagnostic radiography; dosimetry; Gaussian processes; medical image processing; Monte Carlo methods; radiation therapy; silicon; INTENSITY-MODULATED RADIOTHERAPY; X-RAY-BEAMS; MONTE-CARLO; IMRT VERIFICATION; EPID DOSIMETRY; MULTILEAF COLLIMATOR; RADIATION; RECONSTRUCTION; DISTRIBUTIONS; SCATTER;
D O I
10.1118/1.3083583
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Amorphous silicon (a-Si) electronic portal imaging devices (EPIDs) continue to be investigated as treatment verification tools, with a particular focus on intensity modulated radiation therapy (IMRT). This verification could be accomplished through a comparison of measured portal images to predicted portal dose images. A general fluence determination tailored to portal dose image prediction would be a great asset in order to model the complex modulation of IMRT. A proposed physics-based parameter fluence model was commissioned by matching predicted EPID images to corresponding measured EPID images of multileaf collimator (MLC) defined fields. The two-source fluence model was composed of a focal Gaussian and an extrafocal Gaussian-like source. Specific aspects of the MLC and secondary collimators were also modeled (e.g., jaw and MLC transmission factors, MLC rounded leaf tips, tongue and groove effect, interleaf leakage, and leaf offsets). Several unique aspects of the model were developed based on the results of detailed Monte Carlo simulations of the linear accelerator including (1) use of a non-Gaussian extrafocal fluence source function, (2) separate energy spectra used for focal and extrafocal fluence, and (3) different off-axis energy spectra softening used for focal and extrafocal fluences. The predicted energy fluence was then convolved with Monte Carlo generated, EPID-specific dose kernels to convert incident fluence to dose delivered to the EPID. Measured EPID data were obtained with an a-Si EPID for various MLC-defined fields (from 1x1 to 20x20 cm(2)) over a range of source-to-detector distances. These measured profiles were used to determine the fluence model parameters in a process analogous to the commissioning of a treatment planning system. The resulting model was tested on 20 clinical IMRT plans, including ten prostate and ten oropharyngeal cases. The model predicted the open-field profiles within 2%, 2 mm, while a mean of 96.6% of pixels over all IMRT fields was in agreement with the 2%, 3 mm criteria. This model demonstrates accuracy commensurate to existing methods for IMRT pretreatment verification with portal dose image prediction of complex clinical examples (< 2%, 3 mm).
引用
收藏
页码:1389 / 1398
页数:10
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