Systematic and comprehensive analysis of the dose-response characteristics of a morning quality check of a linear accelerator and an important application of accelerator performance prediction
Abstract:Background: This paper aimed to analyze the output constancy of a medical linear accelerator using PTW QUICKCHECK webline and studied the sensitivity of the PTW QUICKCHECK webline . Materials and Methods: The paper statistically analyzed the output doses of 6 MV and 10 MV of photons and 6 MeV, 9 MeV, and 12 MeV of electrons from a medical linear accelerator measured before the daily treatment to assess the output stability of a medical linear accelerator. Some modifications were introduced by artificially alte… Show more
“…An established daily output dose monitoring mechanism and an effective routine (daily/ weekly/ monthly) measurement system should be an essential part of radiation therapy linear accelerator system quality assurance [1,2]. Similar study have been performed elsewhere [9,10,12,14,19,20] where various dosimetric parameters of the linear accelerator were studied with the help of different daily QA equipment. Nicewonger D et.…”
Section: Discussionmentioning
confidence: 86%
“…al [12] and Jiang D. et. al [20] performed the evaluations with PTW QCw for the Varian linear accelerator while our study is performed on a Elekta Synergy linear accelerator. Even though the orientation of some of the graphs were different than that of the referenced studies [12,20], the final results expected from the daily QA equipment is in agreement with the previous studies.…”
Daily morning quality assurance (QA) for all available beams using conventional phantom measures only output and beam quality. PTW QUICKCHECKwebline (PTW QCw) is a compact movable light-weight dosimetry equipment used for daily QA, capable of measuring flatness, symmetry, beam quality and output constancy of a given beam in a single exposure. The purpose of this study was to analyze and monitor the output constancy of a medical linear accelerator using PTW QCw and assess the overall performance of the PTW QCw. The output parameters of 4, 6 and 15 MV photon beams and 4, 6, 8, 10, 12 and 15 MeV electron beams of the Elekta Synergy linear accelerator in Kathmandu Cancer Center were analyzed. It was found in the study that all the parameters were well within the recommended tolerance limit of ±3%. Some known modifications in the settings of the linear accelerator gantry, couch, and collimator were introduced separately during the exposures, and the percentage variations from the baseline values were noted to check the sensitivity of the PTW QCw using 6 MV photon beam. The PTW QCw was able to detect the deviations introduced to the external irradiation conditions for both photon and electron beams under daily testing conditions. The results from this study suggest that daily dosimetric consistency measurements using the PTW QCw helps to monitor the overall performance of the linear accelerator.
“…An established daily output dose monitoring mechanism and an effective routine (daily/ weekly/ monthly) measurement system should be an essential part of radiation therapy linear accelerator system quality assurance [1,2]. Similar study have been performed elsewhere [9,10,12,14,19,20] where various dosimetric parameters of the linear accelerator were studied with the help of different daily QA equipment. Nicewonger D et.…”
Section: Discussionmentioning
confidence: 86%
“…al [12] and Jiang D. et. al [20] performed the evaluations with PTW QCw for the Varian linear accelerator while our study is performed on a Elekta Synergy linear accelerator. Even though the orientation of some of the graphs were different than that of the referenced studies [12,20], the final results expected from the daily QA equipment is in agreement with the previous studies.…”
Daily morning quality assurance (QA) for all available beams using conventional phantom measures only output and beam quality. PTW QUICKCHECKwebline (PTW QCw) is a compact movable light-weight dosimetry equipment used for daily QA, capable of measuring flatness, symmetry, beam quality and output constancy of a given beam in a single exposure. The purpose of this study was to analyze and monitor the output constancy of a medical linear accelerator using PTW QCw and assess the overall performance of the PTW QCw. The output parameters of 4, 6 and 15 MV photon beams and 4, 6, 8, 10, 12 and 15 MeV electron beams of the Elekta Synergy linear accelerator in Kathmandu Cancer Center were analyzed. It was found in the study that all the parameters were well within the recommended tolerance limit of ±3%. Some known modifications in the settings of the linear accelerator gantry, couch, and collimator were introduced separately during the exposures, and the percentage variations from the baseline values were noted to check the sensitivity of the PTW QCw using 6 MV photon beam. The PTW QCw was able to detect the deviations introduced to the external irradiation conditions for both photon and electron beams under daily testing conditions. The results from this study suggest that daily dosimetric consistency measurements using the PTW QCw helps to monitor the overall performance of the linear accelerator.
“…Nicewonger et al, (2019) [ 9 ] found the PTW Quick check device to be a suitable tool for daily testing quantitatively and efficient solution qualitatively. D.Jiang et al, (2020) [ 3 ] observed that PTW Quick check device produced fitting linearity and reproducibility when compared with Farmer chamber. Dhoju et al, (2023) [ 10 ] concluded Beam monitorization following quality assurance protocol improves quality of the exposed beam during treatment procedure of patients.…”
Section: Methodsmentioning
confidence: 99%
“…As Binny et al, (2016) [ 2 ] correctly stated, every linac require verification to account for uncertainties in linac’s mechanical positions, focal spot position etc, in this study we can see how two beam matched units show varying parameters for the daily QA. D.Jiang et al, (2020) [ 3 ] could observe the drift in the absolute output for all energies but unable to conclude that the issue was with the monitor chamber until after 200 days of measurements and after intense analysis. A tool is hence required to not only measure the daily QA parameters but also to evaluate them and help to identify the issue if the measurement shows marked deviation.…”
Objective:
To analyse the daily measured Dosimetric Quality Assurance (QA) parameters of linear accelerator (linac) using Unsupervised Machine Learning (ML) Algorithm thereby evaluating the current machine status and to highlight the probable cause of the ‘out-of-range’ measured parameter.
Methods:
Five parameters measured using PTW QuickCheckwebline device in a linac is subjected to KMeans clustering technique. The measured parameters comprise of Central Axis Dose (CAX), Beam Flatness, SymmetryLR, SymmetryGT and Beam Quality (BQF). Data from Varian with 55- and 107-day’s measurements and from Elekta with 75 days measurements from 2 beam matched linacs were used in this clustering technique.
Results:
This evaluation is used to review the current linac status and obtain 1) upper and lower limits of each parameter (CAX, Flatness, Symmetry, Beam Quality), 2) Frequency of the days when the linac parameters are closer to the target value and when they deviate from the target value. 3) The date when these parameters deviate from the estimated limits. 4) The probable reason for the deviation and 5) Finally if the machine requires maintenance. This methodology ensures that the machine is always closest to the target value, thus providing quality radiation treatment for the cancer patients. Moreover, the performance of the linac is studied meticulously and the need for maintenance is alerted before the linac beam shows marked deviation from the base value.
Conclusion:
KMeans clustering is a very simple and easy to use ML tool. With quick computation time and with lesser data it can arrive at the actual limits of the linac parameters and help to determine if the linac needs maintenance well in advance.
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