1.Prognosis-guided optimization of intensity-modulated radiation therapy plans for lung cancer.
Huali LI ; Ting SONG ; Jiawen LIU ; Yongbao LI ; Zhaojing JIANG ; Wen DOU ; Linghong ZHOU
Journal of Southern Medical University 2025;45(3):643-649
OBJECTIVES:
To propose a new method for optimizing radiotherapy planning for lung cancer by incorporating prognostic models that take into account individual patient information and assess the feasibility of treatment planning optimization directly guided by minimizing the predicted prognostic risk.
METHODS:
A mixed fluence map optimization objective was constructed, incorporating the outcome-based objective and the physical dose constraints. The outcome-based objective function was constructed as an equally weighted summation of prognostic prediction models for local control failure, radiation-induced cardiac toxicity, and radiation pneumonitis considering clinical risk factors. These models were derived using Cox regression analysis or Logistic regression. The primary goal was to minimize the outcome-based objective with the physical dose constraints recommended by the clinical guidelines. The efficacy of the proposed method for optimizing treatment plans was tested in 15 cases of non-small cell lung cancer in comparison with the conventional dose-based optimization method (clinical plan), and the dosimetric indicators and predicted prognostic outcomes were compared between different plans.
RESULTS:
In terms of the dosemetric indicators, D95% of the planning target volume obtained using the proposed method was basically consistent with that of the clinical plan (100.33% vs 102.57%, P=0.056), and the average dose of the heart and lungs was significantly decreased from 9.83 Gy and 9.50 Gy to 7.02 Gy (t=4.537, P<0.05) and 8.40 Gy (t=4.104, P<0.05), respectively. The predicted probability of local control failure was similar between the proposed plan and the clinical plan (60.05% vs 59.66%), while the probability of radiation-induced cardiac toxicity was reduced by 1.41% in the proposed plan.
CONCLUSIONS
The proposed optimization method based on a mixed objective function of outcome prediction and physical dose provides effective protection against normal tissue exposure to improve the outcomes of lung cancer patients following radiotherapy.
Humans
;
Lung Neoplasms/radiotherapy*
;
Radiotherapy Planning, Computer-Assisted/methods*
;
Prognosis
;
Radiotherapy, Intensity-Modulated/methods*
;
Carcinoma, Non-Small-Cell Lung/radiotherapy*
;
Radiotherapy Dosage
;
Female
;
Male
;
Middle Aged
2.The efficacy of staged carotid artery stenting and coronary artery bypass grafting in the treatment of coronary heart disease complicated with carotid stenosis
Tao SHI ; Lequn TENG ; Yongbao ZHANG ; Jie FANG ; Jialiang LI ; Chenyang SHEN
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(07):1014-1019
Objective To evaluate the efficacy of staged carotid artery stenting and coronary artery bypass grafting in the treatment of coronary heart disease complicated with carotid stenosis. Methods The clinical data of patients with coronary heart disease and carotid stenosis treated in Fuwai Hospital from November 2019 to September 2021 were retrospectively analyzed. All patients underwent staged carotid artery stenting and coronary artery bypass grafting. The incidence and risk factors of severe complications such as myocardial infarction, cerebral infarction and death during the perioperative period and follow-up were analyzed. Results A total of 58 patients were enrolled, including 47 males and 11 females with an average age of 52-77 (64.2±5.6) years. No complications occurred before coronary artery bypass grafting. There was 1 myocardial infarction, 1 cerebral infarction and 1 death after the coronary artery bypass grafting. The early complication rate was 5.2%. During the follow-up of 18.3 months, 1 cerebral infarction and 2 deaths occurred, and the overall complication rate was 10.3%. According to Kaplan-Meier survival curve analysis, patients with symptomatic carotid stenosis (log-rank, P=0.037) and placement of close-cell (log-rank, P=0.030) had a higher risk of postoperative ischemic cerebrovascular event, and patients with previous cerebral infarction had a higher risk of postoperative severe complications (log-rank, P=0.044). Conclusion Staged carotid artery stenting and coronary artery bypass grafting is safe and feasible for the treatment of coronary heart disease complicated with carotid stenosis.
3.Application of ArcherQA for independent dose verification of MR-guided online adaptive radiotherapy plans
Meining CHEN ; Shouliang DING ; Yongbao LI ; Bin WANG ; Bo CHENG ; Xi PEI ; Xiaoyan HUANG ; Hongdong LIU
Chinese Journal of Radiological Medicine and Protection 2024;44(5):379-385
Objective:To explore the feasibility of applying ArcherQA to independent dose verification of MR-guided online adaptive radiotherapy (ART) plans performed on Elekta Unity 1.5 Tesla (T) magnetic resonance-linear accelerator (MR-Linac).Methods:The dose calculation accuracy of ArcherQA under a specific magnetic field was validated using a homogeneous water phantom. A total of 32 patients who received MR-guided online ART on Elekta Unity were randomly selected by lottery, with 32 offline plans and 177 online plans for five treatment sites (brain, mediastinum, liver, kidney, and vertebral body) enrolled. Finally, the γ pass rates (threshold: 10%; criteria: 3 mm/3% and 2 mm/2%) were compared among the result upon independent dose verification of ArcherQA, measurements of ArcCheck, and calculations using the Monaco treatment planning system (TPS) to quantitatively evaluate the accuracy and efficiency of ArcherQA in independent dose verification of online plans on Elekta Unity.Results:ArcherQA was proven accurate in calculating the dose distribution of therapeutic photon beams under the specific magnetic field. With the 3 mm/3% criterion, the γ pass rates of verification result exceeded 99% in all square fields of a water phantom. Under the stricter 2 mm/2% criterion, the γ pass rates also surpassed 95% in all square fields except 20 cm × 20 cm field. Regarding the verification of treatment plans, the ArcherQA result were found to be highly consistent with those measured or calculated using ArcCheck and Monaco TPS, with the average γ pass rates exceeding 99% under the 3 mm/3% criterion and above 97% under the 2 mm/2% criterion. ArcherQA was acceptably efficient for independent dose verification of online plans, with 50 to 150 s, (108 s on average) required to complete the independent dose verification of 177 online plans.Conclusions:ArcherQA allows for accurately and efficiently calculating the dose distribution of therapeutic photon beams under a specific magnetic field, establishing it as an effective supplementary tool for independent dose calculation of MR-guided offline and online ART plans, thereby ensuring the safety of patient treatment plans.
4.Study of three-dimensional dose distribution based-deep learning in predicting distant metastasis in head and neck cancer
Jiajun CAI ; Yongbao LI ; Fan XIAO ; Mengke QI ; Xingyu LU ; Linghong ZHOU ; Ting SONG
Chinese Journal of Radiation Oncology 2023;32(5):422-429
Objective:To investigate the role of three-dimensional dose distribution-based deep learning model in predicting distant metastasis of head and neck cancer.Methods:Radiotherapy and clinical follow-up data of 237 patients with head and neck cancer undergoing intensity-modulated radiotherapy (IMRT) from 4 different institutions were collected. Among them, 131 patients from HGJ and CHUS institutions were used as the training set, 65 patients from CHUM institution as the validation set, and 41 patients from HMR institution as the test set. Three-dimensional dose distribution and GTV contours of 131 patients in the training set were input into the DM-DOSE model for training and then validated with validation set data. Finally, the independent test set data were used for evaluation. The evaluation content included the area under receiver operating characteristic curve (AUC), balanced accuracy, sensitivity, specificity, concordance index and Kaplan-Meier survival curve analysis.Results:In terms of prognostic prediction of distant metastasis of head and neck cancer, the DM-DOSE model based on three-dimensional dose distribution and GTV contours achieved the optimal prognostic prediction performance, with an AUC of 0.924, and could significantly distinguish patients with high and low risk of distant metastasis (log-rank test, P<0.001). Conclusion:Three-dimensional dose distribution has good predictive value for distant metastasis in head and neck cancer patients treated with IMRT, and the constructed prediction model can effectively predict distant metastasis.
5.The predictive value of VEGF, SCCAg and miRNA let-7a in the metastasis and recurrence of laryngeal carcinoma
Yongbao WANG ; Yuehua XIAO ; Wei LIU ; Meilun ZHANG ; Xuyu ZHANG ; Donglei LI
Journal of Chinese Physician 2022;24(3):401-405,410
Objective:To investigate the predictive value of serum vascular endothelial growth factor (VEGF), squamous cell carcinoma-associated antigen (SCCAg) and miRNA let-7a in lymph node metastasis and postoperative recurrence in patients with laryngeal cancer.Methods:A total of 82 patients with laryngeal cancer in the Second Central Hospital of Baoding from November 2017 to October 2019 were selected as the research subjects, including 18 cases of lymph node metastasis (metastasis group) and 64 cases of non metastasis (non metastasis group). The blood routine was tested before operation, and the baseline data, serum VEGF, SCCAg and miRNA let-7a levels were compared between the two groups. Logistic regression was used to analyze the related influencing factors of lymph node metastasis in patients with laryngeal cancer. The correlation between serum VEGF, SCCAg, miRNA let-7a levels and clinicopathological characteristics was analyzed. The receiver operating characteristic (ROC)curve was used to analyze the value of each index and the combined diagnosis of lymph node metastasis in patients with laryngeal cancer. After 1 year of follow-up, the serum VEGF, SCCAg and miRNA let-7a levels of patients with or without recurrent laryngeal cancer were compared. ROC curve was used to evaluate the value of VEGF, SCCAg, and miRNA let-7a in predicting the recurrence of laryngeal cancer.Results:There were statistically significant differences in tumor node metastasis (TNM) stage, degree of infiltration, degree of differentiation, serum VEGF, SCCAg, and miRNA let-7a levels between the metastasis group and non metastasis group (all P<0.05). Serum VEGF, SCCAg, miRNA let-7a levels in patients with laryngeal cancer were related to TNM stage, degree of infiltration and degree of differentiation (all P<0.05). The combined diagnosis of serum VEGF, SCCAg and miRNA let-7a levels in the diagnosis of lymph node metastasis in patients with laryngeal cancer showed that the diagnostic sensitivity and specificity were 88.89% and 70.31%, respectively. The serum VEGF and SCCAg levels of patients with recurrence after operation were higher than those without recurrence, and the level of miRNA let-7a was lower than those without recurrence (all P<0.05). The sensitivity and specificity of combined serum VEGF, SCCAg and miRNA LET-7a levels in predicting postoperative recurrence of laryngeal cancer were 72.97% and 91.11%, respectively. Conclusions:VEGF, SCCAg, miRNA let-7a in patients with laryngeal cancer have a certain correlation with clinicopathological characteristics, which can assist in the diagnosis of lymph node metastasis and help clinical prediction of postoperative recurrence in patients with laryngeal cancer, and provide a reference for the formulation of clinical treatment plans.
6.Dosimetric effects of isocenter on intensity-modulated radiotherapy for MR-Linac
Shouliang DING ; Hongdong LIU ; Yongbao LI ; Bin WANG ; Xiaoyan HUANG
Chinese Journal of Radiological Medicine and Protection 2022;42(6):433-437
Objective:To analyze the dosimetric effects on off-center tumour treatment plan resulting from the MR-Linac-based isocenter position radiotherapy plan.Methods:The cases of 19 patients who were treated in Sun Yat-sen University Cancer Center in 2020 were collected in this study. Two different IMRT plans were designed for each patient with off-center tumor both for group A with planned isocenter position as IMRT and group B with planed target center position as geometric center. The conformity index and homogeneity index of target, the dose normal tissue and the number of MU were compared between two plans.Results:The two IMRT plans met clinical dosimetric requirements. No statistical differences were found both in homogeneity index and conformity index ( P>0.05). Also there was no differences found in doses to normal tissues. However, the MU number (1 149±903, t=2.804, P=0.012) in group A was higher than that in group B (970±652). Conclusions:It is feasible to perform MR-Linac-based off-center treatment plan.
7.Drug-coated balloons versus bare metal stent for treatment of femoropopliteal lesions:36 month follow-up results of single center
Jie FANG ; Chengjia QU ; Yongbao ZHANG ; Lequn TENG ; Jialiang LI ; Chenyang SHEN
Chinese Journal of Surgery 2021;59(12):975-979
Objective:To examine the therapeutic effects of drug-coated balloon (DCB) and bare metal stent (BMS) on primary femoropopliteal disease (FPAD) in the real world.Methods:This was a retrospective analysis of single-center follow-up results at 12,24,and 36 months of patients with FPAD lesions that were treated with DCB and BMS at Department of Aortic and Vascular Surgery, Fu Wai Hospital.One-to-one propensity score matching(PSM) was performed to balance the covariance between DCB group (137 cases) and BMS group (100 cases). Freedom from clinically driven target lesion reintervention rate(fCD-TLR) was determined by Kaplan-Meier curve.Log-rank test was used to compare the rates of fCD-TLR between DCB and BMS groups at 12,24,36 months post-operation.Results:After PSM, there were both 71 patients in each group,aged (68.0±9.6) years(range: 46 to 90 years) and (68.8±7.3) years(range: 48 to 87 years),lesion lengths were (119.6±14.2)mm(range:40 to 380 mm) and (110.8±13.1)mm(range:40 to 400 mm). The median follow-up period were 24.3 months (range:5.8 to 55.1 months).There was no death,amputation or reintervention within the 30 days after operation.The rates of fCD-TLR for DCB group at 12,24 and 36 months were 97.2%,85.9%,69.1%, and 95.8%,83.1%,59.2% for BMS group.There was no statistical difference between the two groups by Log-rank test ( P=0.551). Conclusion:DCB and BMS can both maintain favorable clinical effects in FPAD patients at 12,24,36 months post-operation.
8.Drug-coated balloons versus bare metal stent for treatment of femoropopliteal lesions:36 month follow-up results of single center
Jie FANG ; Chengjia QU ; Yongbao ZHANG ; Lequn TENG ; Jialiang LI ; Chenyang SHEN
Chinese Journal of Surgery 2021;59(12):975-979
Objective:To examine the therapeutic effects of drug-coated balloon (DCB) and bare metal stent (BMS) on primary femoropopliteal disease (FPAD) in the real world.Methods:This was a retrospective analysis of single-center follow-up results at 12,24,and 36 months of patients with FPAD lesions that were treated with DCB and BMS at Department of Aortic and Vascular Surgery, Fu Wai Hospital.One-to-one propensity score matching(PSM) was performed to balance the covariance between DCB group (137 cases) and BMS group (100 cases). Freedom from clinically driven target lesion reintervention rate(fCD-TLR) was determined by Kaplan-Meier curve.Log-rank test was used to compare the rates of fCD-TLR between DCB and BMS groups at 12,24,36 months post-operation.Results:After PSM, there were both 71 patients in each group,aged (68.0±9.6) years(range: 46 to 90 years) and (68.8±7.3) years(range: 48 to 87 years),lesion lengths were (119.6±14.2)mm(range:40 to 380 mm) and (110.8±13.1)mm(range:40 to 400 mm). The median follow-up period were 24.3 months (range:5.8 to 55.1 months).There was no death,amputation or reintervention within the 30 days after operation.The rates of fCD-TLR for DCB group at 12,24 and 36 months were 97.2%,85.9%,69.1%, and 95.8%,83.1%,59.2% for BMS group.There was no statistical difference between the two groups by Log-rank test ( P=0.551). Conclusion:DCB and BMS can both maintain favorable clinical effects in FPAD patients at 12,24,36 months post-operation.
9.Dose evaluation of adaptive radiotherapy using high-field MR-Linac systems for head and neck cancers
Shouliang DING ; Hongdong LIU ; Bin WANG ; Yongbao LI ; Biaoshui LIU ; Yunfei XIA ; Xiaoyan HUANG ; Dehua WU
Chinese Journal of Radiological Medicine and Protection 2021;41(7):499-503
Objective:To investigate the feasibilityof the adaptive radiotherapy using high-field MR-Linac systems for head neck cancers and perform the evaluation of target coverage and dose criteria.Methods:This study investigated 128 treatment plans of six patients who were treated on 1.5T MR-Linacsystems in Sun Yat-sen University Cancer Center in 2019, compared the differences in target coverage and dose criteria between the dose accumulation in the adaptive radiotherapy using MR-Linac systems and the reference plans, and evaluated the target coverage and dose criteria of each fraction of adaptive plan based on daily MRI anatomy.Results:There was no significant change in the target coverage and dose criteria for each treatment fraction(<1%). However, the change of lens dose was significant (maximum 98%). In addition, the result showed that there was no significant difference in target coverage and dose criteria between the dose accumulation in adaptive radiotherapy using MR-Linac systems and reference plans.In contrast, the average dose to lens was increased by 31.7%.Conclusions:It is feasible to perform adaptive radiotherapy using 1.5T MR-Linacsystems for head neck cancers according tothe evaluation of target coverage and dose criteria. Additionally, since the actual dose tolens was quite different from the reference plan, the lens exposure should be considered in clinical practice.
10.A preliminary study on the out-of-field in-air electron streaming effect in MRI guided radiotherapy
Hongdong LIU ; Shouliang DING ; Lu YANG ; Bin WANG ; Yongbao LI ; Xiaoyan HUANG
Chinese Journal of Radiological Medicine and Protection 2021;41(9):647-652
Objective:To investigate the impacts of electron streaming effect (ESE) on out-of-field dose distribution in 1.5 T MRI-guided radiotherapy.Methods:Firstly, the Monaco v5.40.1 (Elekta AB, Stockholm, Sweden) treatment planning system (TPS) was implemented to investigate the ESE in a square field (5 cm × 5 cm) at the entry and exit sides of a special homogeneous water phantom. Afterward, a retrospective investigation was conducted into one laryngeal cancer case and one breast cancer case who had been treated on a conventional linear particle accelerator (linac). Then doses were recalculated in the Monaco system using a Unity machine model. Meanwhile, the out-of-field skin dose enhancement induced by ESE was investigated.Results:ESE-induced dose variations were observed at both the entry and exit sides of the phantom surface in the presence of a magnetic field, with the ESE on the exit side notably stronger than that on the entry side. For the laryngeal cancer case, the ESE was not notable and had insignificant impacts on the out-of-field skin dose. In contrast, ESE-induced in-air high-dose region outside the body stretched to the chin area for the breast cancer case. This led to the skin dose escalation of the chin at D1 cm 3 454.6 cGy. After the application of 1 cm bolus, the corresponding skin dose of the chin D1 cm 3 reduced to as low as 113.6 cGy, which is almost equivalent to that in the absence of a magnetic field ( D1 cm 3=92.5 cGy). Conclusions:The ESE in a magnetic field can alter out-of-field dose and lead to local dose enhancement along the electron path. Although the ESE had insignificant impacts on the out-of-field dose of the laryngeal cancer case, it reached the chin area of the breast cancer case. ESE can be effectively shielded by adding protective bolus.

Result Analysis
Print
Save
E-mail