1.A study of automatic treatment planning based on kernel density estimation
Jiawei FAN ; Jiazhou WANG ; Weigang HU
Chinese Journal of Radiation Oncology 2017;26(6):661-666
Objective To develop an automatic algorithm to predict the dose-volume histogram (DVH) and implement it in clinical practice.Methods Based on the prior information in the existing plan,such as dosimetric results of organs at risk (OARs) and OAR-target spatial relationship,a two-dimensional kernel density estimation was implemented to predict the DVH of OARs.The predicted DVH curves were converted into objective functions that would be implemented in the Pinnacle treatment planning system.Comparisons between predicted and actual values and between Auto-plan and manual planning were made by paired t test.Results We applied this algorithm to 10 rectal cancer patients,10 breast cancer patients,and 10 nasopharyngeal carcinoma patients.The predicted DVH of OARs showed that the deviation between the actual and predicted values at important clinical dose points were within 5%(P>0.05).The re-planning for the 10 breast cancer patients using Auto-plan showed that the heart dose was significantly reduced and the target coverage was increased,which was consistent with the predicted results.Conclusions The method proposed in this study allows for accurat DVH prediction,and,combined with Auto-plan,can be used to generate clinically accepted treatment plans.
2.Comparison of region of interest volume between Pinnacle and Eclipse treatment planning system
Jiazhou WANG ; Junchao CHEN ; Longgen LI ; Zhiyong XU
Chinese Journal of Radiation Oncology 2011;20(2):156-159
Objective To compare the difference region of interest volume (ROI) calculation method between Pinnacle and Eclipse treatment planning system. Methods To acquire CT image with 3 of slice thickness (1 mm, 3 mm, and 5 mm). Delineate 1, 2 and 5 slices square and circle contours in Pinnacle treatment planning system. Meanwhile 15 cases that include 5 cases with head neck tumor, 5 with thorax tumor and 5 with abdomen tumor were selected. Those image and ROI were transfer to Eclipse treatment plan system by DICOM RT protocol . The ROI volume was compared between two TPS . Results For ROI with small volume, the volume difference between TPS was obvious (for small volume ROI have 12 times difference, for big volume ROI almost same). The volume difference between TPS was influenced by many factors. The number of ROI slice and the magnitude of ROI was related with the difference between TPS (R2 = 1. 000, P = 0. 000). The CT thickness (R2 = 0. 200, P = 0. 972 ) and the shape of ROI ( R2 =0. 200, P = 0. 089) were not significant factors. The center of ROI on different axis was not affect the volume calculation in Pinnacle, which cause 3% different in Eclipse. The CT thickness was proportional to the ROI volume ( Pinnacle R2 = 0. 548, P = 0. 011; Eclipse R2 = 0. 502, P = 0. 027 ). In clinical case, optic chiasm and Len averagely have more than 35% volume difference between those two TPS. Conclusions We should pay more attention about the difference volume calculation algorithm between Pinnacle and Eclipse,especially when transfer small volume ROI to another TPS, which may have significant difference.
3.The use of manganese-enhanced magnetic resonance imaging in rat radiation-induced optic neuropathy
Xiyin GUAN ; Jiazhou WANG ; Lijun ZHOU ; Guopei ZHU
Chinese Journal of Radiological Medicine and Protection 2014;(9):672-675
Objective To establish a rat model of radiation-induced optic neuropathy ( RION) by delivering a single radiation dose to the optic chiasm. The aim of our study was to analysis the feasibility and effectiveness of manganese-enhanced magnetic resonance imaging ( MEMRI) in RION. Methods 34 Wistar rats were randomized to the control group(4 rats), the 2-month group(5 rats),the 4-month group(4 rats) and the 6-month group(11 rats) according to the different feeding period after irradiation. MEMRI scan were performed when the respective feeding periods of all groups expired. The rats were then killed for histological studies with hematoxylin and eosin stain, Luxol Fast Blue stain, and electron microscopy analysis. Results The ratio of RION in the four groups were 0/3, 1/5, 2/4 and 11/11, respectively (χ2 =15?443, P<0?05). There was an inverse correlation between the relative optical density value in the LFB stain and the interval between irradiation and pathological examination(R= -0?643,P<0?05). The number of glial cells in the HE stain in the four groups were 194 ± 65, 234 ± 19, 124 ± 11 and 345 ± 98, respectively(R=0?590,P<0?05). When compared MEMRI scan with the corresponding histological examination, we found that there was loss of signals of optic nerve on MEMRI imaging in one of 5 rats in the 2-month group, while no significant histological difference was found between this rat and the others. Conclusions RION can be non-invasively detected and semi-quantitative analysed by MEMRI scan. Moreover, RION can be early diagnosed by MEMRI scan which is capable to show physiological change in advance of pathological change.
4.Radiomics in Precision Radiotherapy
Panpan HU ; Jiazhou WANG ; Weigang HU ; Zhen ZHANG
Chinese Journal of Radiation Oncology 2017;26(1):103-106
Radiomics is a new area of research, which converts imaging data into high?resolution quantitative imaging features by applying the automatic high?throughput imaging?feature?extraction algorithm. With the development of data science, more and more attention has been paid to the non?invasive and quantitative method in precision radiotherapy all over the world. This paper will briefly introduce the concept of radiomics and its application in precision radiotherapy.
5.Application of the standard equation of a circle to prevention of collision between the gantry and the couch
Fuhou SUN ; Weigang HU ; Jiazhou WANG ; Qing XU
China Oncology 2016;26(5):462-465
Background and purpose:The radiation should move at the same direction in accordance with the position of the couch during radiotherapy due to the different location of gross target volume. However, under the condition of the long distance movement of the couch, collisions between the gantry and the couch (or the patients) may happen. To avoid the collisions between the gantry and the couch, the motion area conlfiction between the gantry and the couch was analyzed.Methods:The distance from isocenter to the surface center of linear accelerator head, and the width and the thickness of treatment bed were measured when the treatment bed was empty, and gantry and collimator were at zero position. Forty sets of bed movement data were collected. The sum of squares ofX-andY-coordinates of reference point was calculated and compared with squares of rotation radius. Then, it was anticipated whether the linear accelerator head will collide with treatment bed. Finally, practical veriifcation was made.Results:Whether linear accelerator head collides with treatment bed depends on the difference between the sum of squares ofX-andY-coordinates and the squares of rotation radius. No collisions will happen when the sum of squares ofX-andY-coordinates is less than that of the squares of rotation radius.Conclusion:It is feasible to avoid collisions of linear accelerator head with treatment bed by comparing the sum of squares ofX-andY-coordinates of reference point with squares of rotation radius.
6.Dosimetric study of simpliifed intensity-modulated radiation therapy for nasopharyngeal carcinoma
Kaixuan LI ; Jiazhou WANG ; Rui JIANG ; Weigang HU
China Oncology 2015;(12):978-982
Background and purpose:Radiotherapy has been the preferred method for the treatment of naso-pharyngeal carcinoma (NPC). The aim of this paper was to compare the dosimetric differences in target volume and organ at risk between simpliifed intensity-modulated radiation therapy (sIMRT) and intensity-modulated radiation therapy (IMRT) in nasopharyngeal carcinoma.Methods:Treatment plans for ten NPC cases were designed with the same dose prescription and objective by means of IMRT and sIMRT respectively. Compare:(1) Plan dosimetric dis-tribution, conformity index (CI) and homogeneity index (HI) of the targets, the dosimetric parameters of organ at risk (OAR); (2)The total monitor units (MU) and the total segments.Results:The CI and HI of the planning gross tumor volume(PGTV) were 0.647 and 0.057 (IMRT), 0.633 and 0.071 (sIMRT), respectively (t=2.14,P=0.062;t=-6.21, P=0.000). Compared to IMRT, sIMRT had less inferior target homogeneity. However both treatment plans could achieve the clinical dosimetric demands. There was no signiifcant difference between IMRT and sIMRT in protecting OAR (t=-0.51-2.22,P=0.053-0.621). The sIMRT plan was better than IMRT plan in total MU and total segments. Conclusion:sIMRT is slightly inferior to IMRT in terms of target homogeneity, with similar target conformity and OAR dosimetric parameters. The sIMRT plan can reduce total monitor units and total segments. Thus it provides a clinical solution with high effciency for radiotherapy center with a large number of patients.
7.Expression of vascular endothelial growth factor and its receptor in the epididymal sperm of adolescent male rats
Qingyan AI ; Yufeng ZHAO ; Yanmei WANG ; Naizhou MIAO ; Li MA ; Jiazhou YANG
Chinese Journal of Tissue Engineering Research 2011;15(28):5221-5224
BACKGROUND: Vascular endothelial growth factor (VEGF) and its receptor fms-like tyrosine kinase-1 (Flt-1) have a very important position in the field of male reproduction. However, it is still unclear about their expression meaning and regulatory mechanism in the reproductive system. OBJECTIVE: To study the expression and location of VEGF and Flt-1 in the epididymal sperm of adolescent male rats. METHODS: The expression of VEGF and Flt-1 was detected in 10 adolescent SD rats. The concentration of the sperm was (30-40)×109/L. Immunofluorescent staining was used for VEGF and Flt-1 expression and location in the sperm. RESULTS AND CONCLUSION: Immunofluorescent staining showed that VEGF and Flt-1 were both localized in the acrosome of sperm head, as well as in the neck, middle and principal segment of sperm tail. Specific expression patterns of VEGF and Flt-1 in the sperm of rats display that they may participate in spermiotelcosis, relevant to movement, capacitation and acrosome reaction of the sperm.
8.Application of radiomics approach for decoding normal liver features and predicting chemotherapy-associated liver injury:A preliminary study
Fan XIA ; Panpan HU ; Jiazhou WANG ; Weigang HU ; Guichao LI ; Zhen ZHANG
China Oncology 2016;26(6):521-526
Background and purpose:Radiomics refers to the comprehensive quantification of human tissues through assessing a large number of quantitative image features. Radiomics approach is used to decode tumor phenotypes and predict treatment outcomes. Here we present a study investigating radiomic analysis to assess normal liver features and predict chemotherapy-associated liver injury.Methods:Gastric cancer patients treated with surgery and adjuvant chemotherapy were enrolled in this study retrospectively. CT images were obtained before chemotherapy. The whole liver organ was delineated by radiation oncologists. Images were extracted and filtered by radiomic approach to extract radiomic features. Clustering was performed to reveal clusters of patients with similar radiomic expression patterns. Chi-squared tests were used to assess the association of radiomic data with clinical data and chemotherapy-related liver injury.Results:Radiomic features of 73 patients were clustered into two clusters. A significant association with gender (P=0.004, chi-squared test) was observed, where in male showed a higher presence in cluster Ⅰ. Incidence of abnormal liver function after chemotherapy was 48.7% in cluster I and 67.6% in cluster Ⅱ, respectively (Δ=18.9%). Clinical data including age, gender, chemotherapy modality, number of chemotherapy cycles, HBV infection history, HBs-antigen presence were not associated with liver function abnormalities after chemotherapy. Accuracy of radiomic analysis to predict liver injury is 0.59.Conclusion:Radiomic approach revealed different imaging features of liver between men and women. It could help to predict chemotherapy-associated liver injury. It is feasible to use radiomics approach to decode normal liver features and predict treatment-associated liver injury.
9.Application of radiomics information captured from PET/CT and CT to predict therapeutic effect of stereotactic ablative radiotherapy in stageⅠ non-small cell lung cancer
Jiayan CHEN ; Jiazhou WANG ; Junhua ZHANG ; Di LIU ; Jing ZHANG ; Xinyan XU ; Lü HUANG ; Min FAN
China Oncology 2017;27(2):128-134
Background and purpose:Radiomics is an emerging field that generates large amounts of valuable clinical information through extracting quantitative imaging features. The purpose of this study was to use the radiomics approach to assess the value of features captured from PET and CT in predicting the therapeutic effect in stageⅠ non-small cell lung cancer (NSCLC) after stereotactic ablative radiotherapy (SABR).Methods:Patients with stageⅠ NSCLC conifrmed by pathology and treated with SABR were included retrospectively. The gross tumor volume (GTV) was deifned by two radiologists. PET and CT scan images were collected, and radiomic features were further extracted and analyzed. Non-negative matrix factorization was used to distinguish patients with or without local control.Results:Sixteen patients were eligible for analysis. This study identiifed two PET features (LL_GLCM_Maximal_Correlation_Coeffcient and HL_GLRMS_LRE) captured from PET/CT as having signiifcance in classifying patients with or without disease development. This study not ifnd similar results in CT scans.Conclusion:It seems feasible to use radiomics information effects from PET/CT to predict therapeutic effects of SABR in stageⅠ NSCLC. Further investigation is needed.
10.The primary experience of an entire QA workflow management in radiotherapy
Jiang XIE ; Weigang HU ; Jiawei FAN ; Jiazhou WANG ; Jiayuan PENG ; Junchao CHEN ; Zhen ZHANG
Chinese Journal of Radiation Oncology 2017;26(3):342-346
Objective To retrospectively review the history and development of radiotherapy quality assurance ( QA) in the Affiliated Cancer Hospital of Fudan University, and to report the primary experience and evolvement of an entire QA workflow management. Methods The multidisciplinary QA team has implemented an entire QA workflow management process in the Radiotherapy Center using the failure modes and effects analysis ( FMEA) and plan?do?check?act ( PDCA) tool since April 2015. Treatment data of approximately 6000 patients before and after implementation were compared. Results The error rate was reduced from 17% to 09% after using the entire QA workflow management. Conclusions Entire QA workflow management effectively improves the accuracy and safety of radiotherapy.