1.Automatic planning of IMRT for rectum cancer based on optimization parameters tree search algorithm
Hanlin WANG ; Jiacheng LIU ; Kaining YAO ; Ruoxi WANG ; Jian ZHANG ; Haizhen YUE ; Yibao ZHANG ; Hao WU
Chinese Journal of Radiological Medicine and Protection 2021;41(1):66-73
Objective:To solve the problems in intensity-modulated radiation therapy (IMRT) planning, such as large labor cost and high dependence on the experience of physicists and great inconsistency in the quality of plan, and to discuss an unsupervised automatic treatment planning procedure of IMRT.Methods:The eclipse scripting application programming interface (ESAPI) within the Eclipse treatment planning system (TPS) 15.6 and optimization parameters tree search algorithm (OPTSA) were used to emulate and realize the whole planning process. Interacted with the TPS through ESAPI, relevant dosimetric parameters were input and output. The OPTSA evaluated the plan qualities based on dosimetric parameters of the targets and organs at risk (OARs) and iteratively adjusted the optimization objective parameters to achieve a progressively improving IMRT plan. In order to verify the effectiveness of the automatic planning, twenty historical rectum cancer cases were selected from the clinical database, and the dose distribution and specific dosimetric parameters were compared between the plans generated by the OPTSA and the manual plans under the same constraints.Results:All the auto plans have met clinical requirements. Furthermore, 90% and 10% of the auto plans were deemed as clinically improved and equally compared with the manual plans, respectively. The average CI for the PTV was 0.88 and 0.80 for the auto and manual plans respectively. Compared with the manual plans, the mean doses of all the OARs in the auto plans were reduced by 11% in average. The average elapsed time of automatic planning and manual planning was (28.15±3.61) and (36.7±4.6) min, respectively.Conclusions:The plans created by the proposed algorithm have been shown to be at least as good as the manual plans. In addition, this method can shorten the labor time in plan designing while ensuring the plan quality and consistency of the plan.
2.Comparison of Three Treatment Methods for Cholecystolithiasis with Commom Bile Duct Stones
Shijie ZHONG ; Tiehan LI ; Lei ZHU ; Yong HOU ; Jun HU ; Hanlin YAO ; Hong ZHU
Journal of Kunming Medical University 2016;37(10):81-84
Objective To summarize the clinical experience of three different treatments for gallbladder and common bile duct stones.Methods The clinical data of 180 cases of gallbladder stones combined with bile duct stones undergoing surgery from May 2010 to May 2013 were retrospectively analyzed.They were divided into three groups,A group of 60 patients underwent a period of endoscopic sphincterotomy (EST),under the second phase of laparoscopic cholecystectomy (LC);Group B 60 patients underwent laparoscopic cholecystectomy (LC) + laparoscopic common bile duct exploration surgery (LCBDE) + T tube drainage;Group C 60 patients underwent conventional open cholecystectomy (OC) + bile duct exploration (OCBDE) + T tube drainage.Results A group of 53 cases completed surgery successfully,5 cases of remaining 7 patients failured in the first phase surgery,2 cases of the 5 patients did LC + LCBDE,3 of the 5 patients underwent conventional surgery.Two patients underwent the conventional surgery in the second phase surgery.B group of 57 cases completed surgery successfully,three cases convert to open surgery.All of the group C completed the surgery successfully.Group A complication was the most in the three groups (P<0.05);group B had the shortest time of hospitalization (P<0.05),the complication rate was lower than that in group A (P<0.05),the complication had no significant difference between A and B.(P and group B > 0.05),group B had shortest operation time (P<0.05);no statistically significant differences were found among three groups in fasting time.Conclusion Three treatment methods have advantages as well as disadvantages,a reasonable treatment should be selected according to the specific circumstances.
3. Comparison of risk rating for chemical hazards in a petrochemical enterprise with two risk assessment methods
Zhihua YAO ; Huifeng CHEN ; Xuehua YAN ; Lei ZHAO ; Shuo WANG ; Jian LIN ; Hanlin HUANG ; Jiabin CHEN
China Occupational Medicine 2017;44(01):65-69
OBJECTIVE: To compare and analyze the risk rating for chemical hazards of aromatics complex in a petrochemical enterprise using two risk assessment methods. METHODS: Occupational hygiene investigation and chemical detection for workplaces of the construction project were made. The risk ratings were made in five workplaces including that of the aromatics extraction,disproportionation,isomerization,xylene fractionation and adsorptive fractionation. Two risk assessment methods were employed. They were the optimal indicator system of risk assessment on occupational chemical hazards( optimal indicator system) and the semi quantitative risk assessment model of Singapore. The results of risk rating generated by the two risk assessment methods were then compared and analyzed. RESULTS: Using the optimal indicator system,the risk rating of benzene was mild in the five workplaces; and the risk rating of methylbenzene and xylene was slight. However,using the semi quantitative risk assessment model of Singapore,the risk rating of benzene was extremely high in both the aromatics extraction and disproportionation workplaces; the risk rating was high in xylene fractionation,and was medium in the isomerization and adsorptive fractionation workplaces. The risk rating of methylbenzene was high in the aromatics extraction and disproportionation workplaces,and was low in the other three workplaces. The risk rating of xylene was low in the five workplaces. CONCLUSION: The optimal indicator system is more feasible,practical and objective for the assessment of chemical hazards. It is more suitable for risk assessment of occupational chemical hazards in our country.
4. Comparison and application of two risk assessment methods for occupational lead exposure risk classification in a lead-acid battery enterprise
Huifeng CHEN ; Zhihua YAO ; Xuehua YAN ; Lei ZHAO ; Shuo WANG ; Jian LIN ; Hanlin HUANG
Chinese Journal of Industrial Hygiene and Occupational Diseases 2017;35(2):130-133
Objective:
To apply and compare two risk assessment methods for occupational lead exposure risk classification in a lead-acid battery enterprise.
Methods:
In April 2013, an occupational health survey was carried out in a lead-acid battery enterprise. Lead smoke and lead dust were tested in the workplace. The risk assessment index system for occupational chemical hazards that was established and optimized by the research group (referred to as "optimized index system" ) , as well as the Singapore semi-quantitative risk assessment model, was used for occupational lead exposure risk classification in the lead-acid battery enterprise. The two risk classification results were analyzed and compared.
Results:
In the lead smoke risk classification results, the optimized index system classified the raw material group and foundry group workshops as Class I hazardous and the assembling group workshop as Class II hazardous. The Singapore semi-quantitative risk assessment model classified the raw material group workshop as high risk and foundry group and assembling group workshops as extremely high risk. In the lead dust risk classification results, the optimized index system classified the raw material group workshop as Class I hazardous, while the plate painting group, plate cutting group, and assembling group workshops were classified as Class II hazardous. The Singapore semi-quantitative risk assessment model classified the raw material group workshop as medium risk, the plate painting group and plate cutting group workshops as high risk, and the assembling group workshop as extremely high risk.
Conclusion
There are some differences in risk assessment of occupational lead exposure between the two risk assessment methods. The optimized index system is comparably more reasonable and feasible, and is highly operable.
5.A feasibility study of the application of structural similarity index to the assessment of radiotherapy plan quality
Qingying WANG ; Jiacheng LIU ; Hanlin WANG ; Kaining YAO ; Jing YOU ; Xiaofan LI ; Ruoxi WANG ; Chaoqiong MA ; Hao WU
Chinese Journal of Radiological Medicine and Protection 2021;41(11):824-829
Objective:To assess the three-dimensional dose distribution in radiotherapy plans using the structural similarity index(SSIM), compare the performance of SSIM with commonly used quality assessment indices, and develop a SSIM-based quality assessment method of multiple prescribed doses.Methods:The SSIM was introduced to providea quality score of various voxels by comparing actual and ideal three-dimensional dose data and combining the spatial location information of the voxels. Then the average value in a region of interest (ROI) was calculated as the quality score of the region. Fifty-three cases of cervical cancer were selected to analyze the correlation of the SSIM with the uniformity index (HI), conformity index (CI) of the dose distribution in various ROIs and to explore the capability of the SSIM to reflect the uniformity and conformity of dose distribution.Two types of quality defects were individually introduced into two of 53 radiotherapy plans. Then the two plans were compared with normal plans to characterize the response of the SSIM.Results:There was no correlation between HI and SSIM in positive lymph nodes(PGTVnd) due to the decrease in the HI sensitivity, while there was a significant negative correlation between them in regions where PGTVnd was removed from the planning target volume(PTV, R=-0.86, P<0.01). Meanwhile, there was a significant positive correlation between CI and SSIM in PGTVnd ( R=0.83, P<0.01). Therefore, the SSIM can be used to identify the artificial design defects in plans by determining abnormal dose gradients. Conclusions:Apart from reducing the defects of previous assessment parameters, the SSIM has the capability to assess the quality of radiotherapy plans by combining the uniformity and conformity of dose distribution and can provide accurate feedback on the spatial locations of quality defects.
6.Fully automatic volumetric modulated arc therapy planning based on dose prediction combined with an iterative optimization algorithm
Jiacheng LIU ; Hanlin WANG ; Qingying WANG ; Kaining YAO ; Meijiao WANG ; Haizhen YUE ; Ruoxi WANG ; Yi DU ; Hao WU
Chinese Journal of Radiological Medicine and Protection 2021;41(11):830-835
Objective:To develope an automatic volumetric modulated arc therapy (VMAT) planning for rectal cancer based on a dose-prediction model for organs at risk(OARs) and an iterative optimization algorithm for objective parameter optimization.Methods:Totally 165 VMAT plans of rectal cancer patients treated in Peking University Cancer Hospital & Institute from June 2018 to January 2021 were selected to establish automatic VMAT planning. Among them, 145 cases were used for training the deep-learning model and 20 for evaluating the feasibility of the model by comparing the automatic planning with manual plans. The deep learning model was used to predict the essential dose-volume histogram (DVH) index as initial objective parameters(IOPs) and the iterative optimization algorithm can automatically modify the objective parameters according to the result of protocol-based automatic iterative optimization(PBAIO). With the predicted IOPs, the automatic planning model based on the iterative optimization algorithm was achieved using a program mable interface.Results:The IOPs of OARs of 20 cases were effectively predicted using the deep learning model, with no significantly statistical difference in the conformity index(CI) for planning target volume(PTV)and planning gross tumor volume(PGTV)between automatic and manual plans( P>0.05). The homogeneity index (HI) of PGTV in automatic and manual plans was 0.06 and 0.05, respectively( t=-6.92, P< 0.05). Compared with manual plans, the automatic plans significantly decreased the V30 for urinary bladder by 2.7% and decreased the V20 for femoral head sand auxiliary structure(avoidance)by 8.37% and 15.95%, respectively ( t=5.65, 11.24, P< 0.05). Meanwhile, the average doses to bladder, femoral heads, and avoidance decreased by 1.91, 4.01, and 3.88 Gy, respectively( t=9.29, 2.80, 10.23, P< 0.05) using the automatic plans. The time of automatic VMAT planning was (71.49±25.48)min in 20 cases. Conclusions:The proposed automatic planning based on dose prediction and an iterative optimization algorithm is feasible and has great potential for sparing OARs and improving the utilization rate of clinical resources.
7.Deep learning models semi-automatic training system for quality control of transthoracic echocardiography
Sunnan QIAN ; Hexiang WENG ; Hanlin CHENG ; Zhongqing SHI ; Xiaoxian WANG ; Guanjun GUO ; Aijuan FANG ; Shouhua LUO ; Jing YAO ; Zhanru QI
Chinese Journal of Medical Imaging Technology 2024;40(8):1140-1145
Objective To explore the value of deep learning(DL)models semi-automatic training system for automatic optimization of clinical image quality control of transthoracic echocardiography(TTE).Methods Totally 1 250 TTE videos from 402 patients were retrospectively collected,including 490 apical four chamber(A4C),310 parasternal long axis view of left ventricle(PLAX)and 450 parasternal short axis view of great vessel(PSAXGv).The videos were divided into development set(245 A4C,155 PLAX,225 PSAXGV),semi-automated training set(98 A4C,62 PLAX,90 PSAXGV)and test set(147 A4C,93 PLAX,135 PSAXGV)at the ratio of 5:2:3.Based on development set and semi-automatic training set,DL model of quality control was semi-automatically iteratively optimized,and a semi-automatic training system was constructed,then the efficacy of DL models for recognizing TTE views and assessing imaging quality of TTE were verified in test set.Results After optimization,the overall accuracy,precision,recall,and F1 score of DL models for recognizing TTE views in test set improved from 97.33%,97.26%,97.26%and 97.26%to 99.73%,99.65%,99.77%and 99.71%,respectively,while the overall accuracy for assessing A4C,PLAX and PSAXGV TTE as standard views in test set improved from 89.12%,83.87%and 90.37%to 93.20%,90.32%and 93.33%,respectively.Conclusion The developed DL models semi-automatic training system could improve the efficiency of clinical imaging quality control of TTE and increase iteration speed.
8.Pleiotropic effects of herbs characterized with blood-activating and stasis-resolving functions on angiogenesis.
Li TAO ; Sheng WANG ; Yang ZHAO ; Ai-Yun WANG ; Lei ZHANG ; Jun-Shan RUAN ; Fang-Tian FAN ; Yu-Ping LIU ; Yao LI ; Zhi-Qiang YUE ; Wen-Hui QIAN ; Wen-Xing CHEN ; Yin LU
Chinese journal of integrative medicine 2016;22(10):795-800
Accumulative evidences have underpinned the nature candidates from Chinese medicine (CM), particularly CM served as blood activating and stasis resolving (BASR, Huoxue Huayu in Chinese) by targeting tumor-associated angiogenesis. However, recent experiment research on the therapeutic angiogenesis by BASR-CM attracts wide attention and discussion. This opinion review focused on the underlying link between two indications and anticipated that (1) BASR-CM might emphasize on a balanced multi-cytokines network interaction; (2) BASR-CM might address on the nature of diseases prior to differently affecting physiological and pathological angiogenesis; (3) BASR-CM might mainly act on perivascular cells, either promotes arteriogenesis by increasing arteriogenic factors in ischemic diseases, or simultaneously keep a quiescent vasculature to impede angiogenesis in tumor context.
Angiogenesis Inhibitors
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chemistry
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therapeutic use
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Animals
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Antineoplastic Agents
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therapeutic use
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Drugs, Chinese Herbal
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chemistry
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therapeutic use
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Humans
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Models, Biological
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Neovascularization, Pathologic
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blood
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drug therapy