1.Dose reconstruction of electronic portal imaging device based on calibration and calculation
Jianfeng SUI ; Jiawei SUN ; Kai XIE ; Liugang GAO ; Tao LIN ; Xinye NI
Chinese Journal of Medical Physics 2024;41(1):54-59
A dose reconstruction algorithm for electrionic portal imaging device(EPID)based on calibration and calculation is developed.The raw data of EPID in continuous acquisition mode are corrected for dark field and gain,and the gray level features of bright field are used to determine the field boundary.Subsequently,MU calibration,off-axis calibration and field size calibration are performed on the EPID data,and dose reconstruction is carried out based on the calibrated superimposed flux and the Monte Carlo model of the linac head.Nine cases of IMRT plans are selected for verification and measurement using EPID and MapCheck separately,and the passing rates between the two tools are compared under different gamma criteria(3%/3 mm and 2%/2 mm).For a planned case,the average passing rates of multiple cases verified by MapCheck under the two criteria were 99.02%±1.28%and 90.84%±4.49%,and the average passing rates of the EPID reconstruction models were 98.86%±1.19%and 91.39%±4.80%.Compared with MapCheck,the EPID reconstruction algorithm based on calibration and calculation has no significant difference in the passing rate of IMRT plan verification(P>0.05),which meets the clinical requirements of dose verification.
2.Research on Position Verification of Multi-Leaf Collimator(MLC)and Dose Verification Based on Electronic Portal Imaging Device
Jianfeng SUI ; Jiawei SUN ; Kai XIE ; Liugang GAO ; Tao LIN ; Xinye NI
Chinese Journal of Medical Instrumentation 2024;48(2):150-155
Objective A quality control(QC)system based on the electronic portal imaging device(EPID)system was used to realize the Multi-Leaf Collimator(MLC)position verification and dose verification functions on Primus and VenusX accelerators.Methods The MLC positions were calculated by the maximum gradient method of gray values to evaluate the deviation.The dose of images acquired by EPID were reconstructed using the algorithm combining dose calibration and dose calculation.The dose data obtained by EPID and two-dimensional matrix(MapCheck/PTW)were compared with the dose calculated by Pinnacle/TiGRT TPS for γ passing rate analysis.Results The position error of VenusX MLC was less than 1 mm.The position error of Primus MLC was significantly reduced after being recalibrated under the instructions of EPID.For the dose reconstructed by EPID,the average γ passing rates of Primus were 98.86%and 91.39%under the criteria of 3%/3 mm,10%threshold and 2%/2 mm,10%threshold,respectively.The average γ passing rates of VenusX were 98.49%and 91.11%,respectively.Conclusion The EPID-based accelerator quality control system can improve the efficiency of accelerator quality control and reduce the workload of physicists.
3.Development and application of three-dimensional point cloud radiotherapy real-time monitoring system based on depth camera
Chunying LI ; Zhengda LU ; Sai ZHANG ; Jiawei SUN ; Liugang GAO ; Kai XIE ; Tao LIN ; Jianfeng SUI ; Xinye NI
Chinese Journal of Radiation Oncology 2023;32(2):145-151
Objective:To develop the real-time radiotherapy monitoring system of three-dimensional (3D) point cloud by using depth camera and verify its feasibility.Methods:Taking the depth camera coordinate system as the world coordinate system, the conversion relationship between the simulation CT coordinate system and the world coordinate system was obtained from the calibration module. The patient's simulation CT point cloud was transformed into the world coordinate system through the above relationship, and registered with the patient's surface point cloud obtained in real-time manner by the depth camera to calculate the six-dimensional (6D) error, and complete the positioning verification and fractional internal position error monitoring in radiotherapy. Mean and standard deviation of 6D calculation error, Hausdorff distance of point cloud after registration and the running time of each part of the program were calculated to verify the feasibility of the system. Fifteen real patients were selected to calculate the 6D error between the system and cone beam CT (CBCT).Results:In the phantom experiment, the errors of the system in the x, y and z axes were (1.292±0.880)mm, (1.963±1.115)mm, (1.496±1.045)mm, respectively, and the errors in the rotation, pitch and roll directions were 0.201°±0.181°, 0.286°±0.326°, 0.181°±0.192°, respectively. For real patients, the translational error of the system was within 2.6 mm, the rotational error was approximately 1°, and the program run at 1-2 frames/s. The precision and speed met the radiotherapy requirement. Conclusion:The 3D point cloud radiotherapy real-time monitoring system based on depth camera can automatically complete the positioning verification before radiotherapy, real-time monitoring of body position during radiotherapy, and provide error visual feedback, which has potential clinical application value.
4.Reconstruction of thoracic CT based on single-view projection with a cycle dual-task network in radiotherapy
Jiawei SUN ; Sai ZHANG ; Heng ZHANG ; Kai XIE ; Liugang GAO ; Tao LIN ; Jianfeng SUI ; Xinye NI
Chinese Journal of Radiation Oncology 2023;32(9):829-835
Objective:To construct a cycle dual-task network based on cycleGAN to implement 3D CT synthesis from single-view projection for adaptive radiotherapy of thoracic tumor and then evaluate image quality and dose accuracy.Methods:A total of 45 thoracic tumor patients admitted to the Affiliated Changzhou No.2 People's Hospital of Nanjing Medical University were collected, and 991 cases were also selected from public dataset as pretrained dataset. Multi-view projections were acquired by ASTRA algorithm. The public dataset was divided into a training set of 800 cases, a validation set of 160 cases and a test set of 31 cases. The dataset obtained from patients in our hospital was divided into a training set of 40 cases and a test set of 5 cases. The network included synthetic CT model and multi-view projection prediction model and achieved the dual-task training. The final test only used the synthetic CT model to acquire the predicted CT images and deliver image quality [mean absolute error (MAE), peak signal-to-noise ratio (PSNR) and structural similarity index (SSIM)] and dose evaluation.Results:Image quality evaluation metrics for synthetic CT showed high image synthesis accuracy with MAE of 0.05±0.01, PSNR of 19.08±1.69, SSIM of 0.75±0.04, respectively. The dose distribution calculated on synthetic CT was also close to the actual dose distribution. The mean 3%/3 mm γ pass rate for synthetic CT was 93.1%.Conclusions:A dual-task cycle network modified on cycleGAN has been implemented to rapidly and accurately predict 3D CT from single-view projection, which can be applied to the workflow of adaptive radiotherapy for thoracic cancer. Both image generation quality and dosimetric evaluation demonstrate that synthetic CT can meet the clinical requirements for radiotherapy.
5.Dosimetric effect of CT truncated regionson radiotherapy for thoracic esophageal cancer
Kai XIE ; Heng ZHANG ; Qianyi XI ; Fan ZHANG ; Sai ZHANG ; Liugang GAO ; Jiawei SUN ; Tao LIN ; Jianfeng SUI ; Xinye NI
Chinese Journal of Radiological Health 2022;31(6):724-730
Objective To investigate the dosimetric effect of truncated regions in computed tomography (CT) images on the targets and organs at risk in volumetric modulated arc therapy (VMAT) for middle thoracic esophageal cancer. Methods CT images of 15 patients with middle thoracic esophageal cancer were selected. Circle masks were used to make the volume of the truncated region account for 10%, 20%, 30%, and 40% of the arm volume, and the corresponding truncated CT images were obtained. The real CT was denoted as CT0. Two radiotherapy plans were made on CT0. One plan was VMAT_1F with full arcs, and the other one was VMAT_3F with arm avoidance. The plans were transplanted to four truncated CT, respectively, and the dosimetric differences between different plans were compared using Wilcoxon signed-rank test. Results Compared with VMAT_1F in CT0, Dmean and V5 of the lung decreased in VMAT_3F, but Dmax of the spinal cord, Dmean of the heart, and V20 of the lung increased. In VMAT_3F, there was no statistically significant difference between the dosimetric parameters in the four truncated CT and those in CT0 (all P > 0.05). In VMAT_1F, except for homogeneity index and Dmax of the spinal cord, the dosimetric parameters in four truncated CT were significantly different from those in CT0 (P < 0.05). The dosimetric difference increased with the increase in truncated region-to-volume ratio. Conclusion Complete CT data should be collected in clinical practice, and the radiation field avoiding the truncated regionshould be set if necessary to reduce the influence of the truncated region on dosimetry.
6."Comprehensive experiment and experimental design of basic medicine" curriculum teaching reform practice
Guangyan WU ; Dan ZHAO ; Jianfeng SUI ; Hongli LI
Chinese Journal of Medical Education Research 2022;21(7):823-825
In the spirit of curriculum-centered principle, the research group actively explored the content construction, operation mode and teaching method reform of comprehensive experimental course of basic medicine. Guided by diseases and application, experimental teaching courses based on the preparation and intervention process of animal models of diseases were extensively carried out, and "innovative" experimental items were added to ensure that the course contents reflected the frontier and the times. The course construction was guided by the training of biomedical frontier methods, making efforts to cultivate students' learning ability, practical ability and innovative ability. In addition, on the basis of optimizing the course content construction oriented to practical application and innovation, a virtual simulation experiment project is built, combined with online-offline hybrid teaching, to improve the comprehensive practical ability of trainees.
7.Development and clinical application of 3D visualization-guided patient positioning system for radiotherapy
Chunying LI ; Zhengda LU ; Mu HE ; Hui BI ; Jiawei SUN ; Liugang GAO ; Kai XIE ; Tao LIN ; Jianfeng SUI ; Xinye NI
Chinese Journal of Radiological Medicine and Protection 2021;41(7):492-498
Objective:To develop a 3D visualization technology-assisted patient positioning system for radiotherapy and compare it with traditional patient positioning method for breast and pelvic radiotherapy.Methods:A total of 40 patients receiving radiotherapy in Changzhou No.2 People′s Hospital from June 2020 to April 2021 were selected for this study, including 20 patients with breast cancer and 20 patients with pelvic cancer.3D visualization reconstruction was carried out using the CT data of the patients for positioning. Then the 3D visualization models were integrated with the real treatment environment and were then shifted to the isocentral positions of accelerators through interactive operations. Based on this, the patients were actually positioned. Every week, all of the patients were firstly treated with traditional positioning, followed by 3D visualization-guided positioning. As a result, 240 times of positioning data of all patients were collected in three weeks. They were compared with the data of cone-beam CT(CBCT)-guided positioning, which served as the gold standard.Results:The absolute positioning errors of 3D visualization-guided positioning along x, y and z axes were (1.92±1.23), (2.04±1.16), and (1.77±1.37)mm, respectively for patients with breast cancer and were (2.07±1.08), (1.33±0.88), and (1.99±1.25)mm, respectively for patients with pelvic cancer. Compared with traditional positioning method , the accuracy of 3D visualization-guided positioning along x、 y, and z axes was increased by 38.83%, 52.40% and 33%, respectively for patients with breast cancer and was improved by 36.84%, 54.04% and 52.58% for patients with pelvic cancer, with all differences being statistically significant along y and z axes ( t=2.956-5.734, P< 0.05). Meanwhile, the error distribution of the two positioning method was statistically significant along in y axis for patients with breast cancer( χ2=7.481, P<0.05) and was statistically significant along each axis for patients with pelvic cancer( χ2=5.900, 6.415, 7.200, P<0.05). Conclusions:The positioning method guided by 3D visualization technology can effectively improve the positioning accuracy of patients with breast cancer and patients with pelvic cancer and is of value in potential clinical application.
8.Study of volume resolution of prostate motion target by four-dimensional ultrasound
Zhengda LU ; Hui BI ; Chunying LI ; Mu HE ; Liugang GAO ; Jiawei SUN ; Kai XIE ; Tao LIN ; Jianfeng SUI ; Xinye NI
Chinese Journal of Radiation Oncology 2021;30(12):1292-1296
Objective:To explore the volume resolution of prostate motion target by four-dimensional (4D) ultrasound.Methods:The prostate ultrasound model was selected, and the group comparison study was conducted using 4D ultrasound to outline the prostate target under different motion amplitudes (A) and motion period (T). The simulated A value was set as 0.5 mm, 1 mm, 2 mm, 3 mm, 4 mm, and 5 mm, respectively. The T value was set as 1 s, 2 s, 3 s, and 4 s, respectively. The volume of the target of the model prostate was calculated, and the static ultrasound image of the target was used as the control group to analyze the difference between two groups.Results:When the model was still, the size of the target of ultrasound was consistent with that of CT scan ( P>0.05). When the A values were 0.5 mm and 1 mm, there was no statistical difference between the volume in period 1-4 s and the volume in the target at rest (all P>0.05). When the A values were 2 mm and 3 mm, and the T values were 1 s, 2 s and 3 s there was statistical difference between the volume of target and that of of static ultrasonic target (all P<0.05). When the A value was 2 mm and the T value was 4 s, there was no statistical difference between the target volume and the static target volume ( P=0.710). The range within the group was 6.7 cm 3, and the standard deviation was 1.15 cm 3. When the A value was 3 mm and the T value was 4 s, the volume repeatability of the target was poor, and the range within the group was 14.4 cm 3; when the A values were 4 mm and 5 mm, and the T values were 1-4 s, the range within the group was 3.27-17.63 cm 3 and 6.51-21.02 cm 3, respectively. The volume repeatability of the target under each period was extremely poor, which could not meet the clinical requirements. Conclusion:4D ultrasound can provide reliable reference data for patients′ target delineation within 1-4 s of motion cycle and within 1 mm of motion amplitude, which exerts on effect upon the original position of probe.
9.Training system of scientific research ability of medical undergraduates guided by literature reading
Yi YANG ; Jianfeng SUI ; Juan YAO ; Bing WU ; Xuan LI ; Guangyan WU ; Hongli LI ; Jiaxiang XIONG
Chinese Journal of Medical Education Research 2020;19(8):922-925
At present, a common lack of basic scientific research training in the undergraduate education is one of the reasons restricting the innovation ability of undergraduates. Cultivating scientific research ability of undergraduates is one of the effective ways to improve the undergraduate professional education as well as the innovation ability. Therefore, after exploration and summary for years, we have formed a relatively mature new mode that cultivates the undergraduates' comprehensive abilities in scientific research, namely, the training system of scientific research ability of medical undergraduates guided by literature reading. It has improved the basic scientific quality and innovation ability of medical undergraduates in our university, and trained a group of outstanding undergraduates who have obtained various achievements, contributing to the construction of excellent postgraduate talents in our university. In addition, it is also an effective and feasible new teaching mode.
10.ApoE gene polymorphism in patients with intracerebral hemorrhage at different ages and its relationship with blood lipid level
Jianfeng BAI ; Liang YU ; Qiangbo SUI
Chinese Journal of Primary Medicine and Pharmacy 2020;27(9):1085-1089
Objective:To study ApoE gene polymorphism in patients with intracerebral hemorrhage at different ages and its relationship with blood lipid level.Methods:From December 2017 to December 2019, 360 inpatients with cerebral hemorrhage received by neurosurgery department of Weihai Central Hospital were selected as the cerebral hemorrhage group.According to the age of patients, patients with cerebral hemorrhage were divided into low age group (age<30 years), middle age group (30 years≤age≤60 years) and high age group (age>60 years), with 120 cases in each group.Another 120 healthy persons who received health examination during the same period were selected as control group.The levels of high density lipoprotein (HDL), low density lipoprotein (LDL), triglyceride (TG) and total cholesterol (TC) in peripheral blood were measured.ApoE gene polymorphism was determined by polymerase chain reaction-restriction fragment length polymorphism (PCR-RFLP).Results:There were no statistically significant differences in sex, age, body mass index between the cerebral hemorrhage group and the control group (χ 2=0.045, t=0.459, t=0.655, P=0.832, 0.323, 0.256). The systolic blood pressure, diastolic blood pressure, history of hypertension, history of diabetes, smoking and drinking in the cerebral hemorrhage group were significantly higher than those in the control group ( t=12.598, t=13.003, χ 2=49.308, χ 2=10.246, χ 2=45.562, χ 2=8.602, P=0.000, 0.000, 0.000, 0.000, 0.000, 0.003). There were statistically significant differences in TC, TG, LDL and HDL among the control group, the younger group, the middle-aged group and the older group ( F=36.893, 131.263, 808.908, 143.188, all P=0.000). The highest genotype frequency was E3/3 in the control group, the younger group, the middle-aged group and the older group(70.00%, 68.33%, 68.33% and 66.67%). There was no statistically significant difference in genotype frequencies of ApoE among the groups (χ 2=2.025, 1.524, 0.693, 0.308, 0.815, 2.025, P=0.567, 0.677, 0.875, 0.959, 0.856, 0.567). The highest allele frequencies of ApoE in the control group, the younger group, the middle-aged group and the older group were epsilon 3 (81.66%, 81.66%, 79.99%, 80.83%). There was no statistically significant difference in the allele frequencies of ApoE among the groups (χ 2=0.061, 0.125, 0.241, P=0.996, 0.989, 0.971). For patients with E3/3 genotype cerebral hemorrhage, the levels of TC, TG, LDL and HDL in the younger age group were (4.43±0.33)mmol/L, (1.50±0.37)mmol/L, (2.58±0.32)mmol/L and (1.53±0.32)mmol/L, respectively.The TC, TG, LDL and HDL levels in middle-aged group were (4.22±0.34)mmol/L, (1.87±0.32)mmol/L, (3.30±0.31)mmol/L and (1.85±0.35)mmol/L, respectively.The TC, TG, LDL and HDL levels in the elderly group were (3.85±0.35)mmol/L, (2.09±0.35)mmol/L, (3.60±0.33)mmol/L and (2.13±0.34)mmol/L, respectively.There were statistically significant differences in TC, TG, LDL and HDL among all groups ( F=60.289, 59.844, 218.120, 64.364, all P=0.000). Conclusion:There is no significant correlation between ApoE gene polymorphism and the occurrence of widespread intracerebral hemorrhage in different age groups.There is no correlation between E3/3 genotype and blood lipid level in patients with intracerebral hemorrhage in different age groups.


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