1.Prediction of gamma pass rate for thoracic intensity-modulated radiotherapy plan dose verification using a machine learning model based on planomics
Tiantian CUI ; Xiangyue LIU ; Nan MENG ; Yongqiang WANG ; Hong GE ; Zhaoyang LOU ; Bing LI
Chinese Journal of Radiation Oncology 2025;34(1):81-87
Objective:To construct a machine learning classification prediction model using planning-omics (planomics) features to predict the γ pass rate of intensity-modulated radiotherapy (IMRT) plan dose verification in fixed-field thoracic tumors, and evaluate the application of planomics in radiotherapy quality assurance.Methods:The fixed-field IMRT plans of 240 patients with chest tumors admitted to Department of Radiotherapy, Henan Cancer Hospital from August 2022 to March 2023 were retrospectively analyzed. All plans underwent dose verification using the electronic portal imaging system detector on the Varian accelerator to collect field dose data. The dose verification results were analyzed through Portal Dosimetry in the treatment planning system of Eclipse. The γ pass rate standard was set at 2%/2 mm with a 10% dose threshold. From the planning documents, 48 conventional planning features, 2476 planomics features, and the combination of the previous two feature sets were extracted. Subsequently, an auto-encoder classification model was constructed. To evaluate the classification efficacy of various feature sets, 20 random train-test divisions were conducted by calculating the area under the receiver operating characteristic curve (AUC) values along with the accuracy rates.Results:After the feature selection, 2 conventional features and 16 planomics features were finally selected. In the testing set, the AUC values for the model using combined features, planomics features, and conventional planned features were 0.802±0.030, 0.740±0.069, and 0.673±0.083, respectively. In contrast, in the training set, these AUC values were 0.844±0.074, 0.816±0.047, and 0.687±0.036, respectively. The accuracy rates were 0.752±0.083, 0.703±0.110, and 0.648±0.081 in the testing set, and 0.753±0.098, 0.751±0.075, and 0.624±0.054 in the training set for the combined, planomics, and conventional planning feature sets, respectively.Conclusions:For thoracic fixed-field adjusted radiotherapy planning, the machine learning method based on planomics features can be utilized to build a classification model for predicting the γ pass rate. Combining planomics features with conventional planned features can enhance the predictive performance of the classification models.
2.Prediction of gamma pass rate for thoracic intensity-modulated radiotherapy plan dose verification using a machine learning model based on planomics
Tiantian CUI ; Xiangyue LIU ; Nan MENG ; Yongqiang WANG ; Hong GE ; Zhaoyang LOU ; Bing LI
Chinese Journal of Radiation Oncology 2025;34(1):81-87
Objective:To construct a machine learning classification prediction model using planning-omics (planomics) features to predict the γ pass rate of intensity-modulated radiotherapy (IMRT) plan dose verification in fixed-field thoracic tumors, and evaluate the application of planomics in radiotherapy quality assurance.Methods:The fixed-field IMRT plans of 240 patients with chest tumors admitted to Department of Radiotherapy, Henan Cancer Hospital from August 2022 to March 2023 were retrospectively analyzed. All plans underwent dose verification using the electronic portal imaging system detector on the Varian accelerator to collect field dose data. The dose verification results were analyzed through Portal Dosimetry in the treatment planning system of Eclipse. The γ pass rate standard was set at 2%/2 mm with a 10% dose threshold. From the planning documents, 48 conventional planning features, 2476 planomics features, and the combination of the previous two feature sets were extracted. Subsequently, an auto-encoder classification model was constructed. To evaluate the classification efficacy of various feature sets, 20 random train-test divisions were conducted by calculating the area under the receiver operating characteristic curve (AUC) values along with the accuracy rates.Results:After the feature selection, 2 conventional features and 16 planomics features were finally selected. In the testing set, the AUC values for the model using combined features, planomics features, and conventional planned features were 0.802±0.030, 0.740±0.069, and 0.673±0.083, respectively. In contrast, in the training set, these AUC values were 0.844±0.074, 0.816±0.047, and 0.687±0.036, respectively. The accuracy rates were 0.752±0.083, 0.703±0.110, and 0.648±0.081 in the testing set, and 0.753±0.098, 0.751±0.075, and 0.624±0.054 in the training set for the combined, planomics, and conventional planning feature sets, respectively.Conclusions:For thoracic fixed-field adjusted radiotherapy planning, the machine learning method based on planomics features can be utilized to build a classification model for predicting the γ pass rate. Combining planomics features with conventional planned features can enhance the predictive performance of the classification models.
3.Phantom study based on MRI cine sequences: analysis of the accuracy of tumor motion range accuracy
Bing LI ; Yuan WANG ; Ronghu MAO ; Dong LIU ; Wenzheng SUN ; Xiangyue LIU ; Nan MENG ; Wei GUO ; Shuangliang CAO ; Xipan LI ; Chen CHENG ; Hui WU ; Hongyan TAO ; Dingjie LI ; Zhaoyang LOU ; Hongchang LEI ; Lingguang MENG ; Hong GE
Chinese Journal of Radiation Oncology 2024;33(12):1144-1151
Objective:To investigate the accuracy of magnetic resonance imaging (MRI) cine sequences in determining the range of tumor motion in radiotherapy, providing a basis for the precise delineation of the target volume in motion for radiation therapy.Methods:A modified chest motion phantom was placed in a MRI scanner, and a water-filled sphere was used to simulate a tumor. True fast imaging with steady precession (TrueFISP) MRI cine sequences from Siemens were used to capture the two-dimensional motion images of the simulated tumor. The phantom experiments were divided into three modes: head-foot motion mode, rotation motion mode, and actual respiratory waveform mode. In the head-foot motion mode, respiratory motion period (3, 4, 5, 6, 7 and 8 s), amplitude (5, 10 and 15 mm), and respiratory waveform of the simulated tumor (sin and cos4) were set, resulting in a total of 36 motion combinations. In the rotation motion mode, a cos4 waveform was used for respiration, with respiratory periods of 3, 4, 5, 6, 7 and 8 s, head-foot motion set amplitudes of 5, 10 and 15 mm, and anterior-posterior (AP) and left-right (LR) motion set amplitudes in three combinations ([2.5, 2.5] mm, [2.5, 5.0] mm, [5.0, 5.0] mm), resulting in a total of 54 motion combinations. In the actual respiratory waveform mode, respiratory waveforms of 5 randomly selected patients from Affiliated Cancer Hospital of Zhengzhou University were obtained. Under each motion combination, TrueFISP cine images (30 frames, with an acquisition time of 11 s per frame) were obtained. The code was used to automatically identify the two-dimensional coordinates of the center of the simulated tumor in each image, and sin and cos4 functions were separately employed to fit the tumor position in the motion direction, thereby obtaining the fitted motion period and amplitude. The difference between the maximum and minimum values of the tumor's center coordinates in the head-to-foot direction is taken as the range of movement, referred to as the calculated amplitude. For the actual respiratory waveform, the distance between the measured maximum and minimum positions is used to calculate the amplitude.Results:In the head-foot motion mode, the fitted amplitudes of both sin and cos4 waveforms deviated from the set amplitudes by 0-0.51 mm, with relative deviations of 0%-4.2%. The deviation range between the calculated amplitudes and the set amplitudes of the two waveforms were 0.08-0.94 mm, with relative deviations of 1.1%-6.3%. In the rotation motion mode, the fitted amplitudes deviated from the set amplitudes by 0-0.61 mm, with relative deviations of 0%-6.2%. And the deviation range between the calculated amplitudes and the set amplitudes were 0.16-0.94 mm, with relative deviations of 0%-6.3%. In the actual respiratory waveform motion mode, the deviation range between the calculated amplitudes and the set amplitudes were 0.10-0.48 mm, with relative deviations of 2.2%-8.6%.Conclusion:TrueFISP cine sequences show minimal deviations in determining the range of tumor head-foot motion and effectively captures the tumor's movement state, thereby providing important support for the precise definition of the tumor movement target area during radiotherapy .
4.Clinical analysis of 7 cases of acute B cell lymphoblastic leukemia with t (17;19) (q21-22;p13)/TCF3-HLF fusion
Yan PU ; Yin LIU ; Xiangyue ZHOU ; Baoquan SONG ; Jian ZHANG ; Wanhui YAN ; Qian WANG ; Jiannong CEN ; Hongjie SHEN ; Qinrong WANG ; Suning CHEN ; Jinlan PAN ; Huiying QIU
Chinese Journal of Hematology 2024;45(9):867-871
A retrospective analysis of the clinical data of seven acute B-lymphoblastic leukemia (B-ALL) patients with TCF3-HLF fusion gene-positive admitted to the First Affiliated Hospital of Soochow University from June 2017 to August 2022 was conducted to summarize their clinical features and prognoses. The seven B-ALL patients comprised four males and three females, with a median age of 18 (11-33) years. Five patients tested positive for CD33 expression, and four patients had a normal karyotype. Two patients had hypercalcemia at the initial diagnosis, and one patient developed hypercalcemia at relapse. Six patients presented with coagulation dysfunction at diagnosis. After induction chemotherapy, five out of seven patients achieved complete remission, of which four subsequently relapsed. Two patients did not achieve remission even after two rounds of induction chemotherapy, with one achieving complete remission after treatment with blinatumomab immunotherapy. Three patients underwent chimeric antigen receptor T cell therapy, whereas three patients subsequently underwent hematopoietic stem cell transplantation. Five patients died, while two patients survived with sustained complete remission. TCF3-HLF-positive B-ALL is rare and has a high relapse rate and poor prognosis.
5.The clinical value of recurrent laryngeal nerve dissection in the surgical treatment for congenital pyriform sinus fistula.
Liangzhong YAO ; Qifa LIN ; Liangsi CHEN ; Siqi WANG ; Xiangyue HAO ; Yanli ZHU ; Junjie LIU
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2023;37(10):801-808
Objective:To explore the clinical value of recurrent laryngeal nerve dissection in the surgical treatment for congenital pyriform sinus fistula(CPSF). Methods:The clinical data of 42 patients with CPSF were retrospectively analyzed. All patients were diagnosed and treated in the First Affiliated Hospital of Guangdong Pharmaceutical University. Results:During the operation, all patients' recurrent laryngeal nerves were dissected successfully, and fistulas were resected completely,no patients had complication of recurrent laryngeal nerve's damage.There were no recurrence cases during the 13 to 48 months of follow-up. Conclusion:The trend of congenital pyriform sinus fistula is closely related to recurrent laryngeal nerve, it's important to dissect the recurrent laryngeal nerve during the operation for congenital pyriform sinus fistula.
Humans
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Neck
;
Recurrent Laryngeal Nerve/surgery*
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Retrospective Studies
;
Pyriform Sinus/surgery*
;
Fistula/surgery*
6.Progress of research on the genetic diseases caused by variants of mitochondrial aminoacyl-tRNA synthase gene.
Xiangyue ZHAO ; Tingting YU ; Jian WANG
Chinese Journal of Medical Genetics 2022;39(12):1424-1428
As conserved enzymes with important functions, aminoacyl-tRNA synthetase are expressed ubiquitously in cells. These include cytoplasmic aminoacyl-tRNA synthetase, mitochondrial aminoacyl-tRNA synthetase and bifunctional aminoacyl-tRNA synthetase. Mitochondrial aminoacyl-tRNA synthetases catalyze the binding of amino acids with its corresponding tRNA in the mitochondria and participate in the translation of 13 subunits of oxidative phosphorylation enzyme complexes encoded by the mitochondrial genome. Mutations in genes encoding mitochondrial aminoacyl-tRNA synthase may cause a variety of genetic disorders. This review has summarized the clinical characteristics, molecular pathogenesis and treatment of genetic diseases caused by mutations of such genes.
Humans
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RNA, Transfer, Amino Acyl
;
Genes, Mitochondrial
;
Amino Acyl-tRNA Synthetases/genetics*
;
Genome, Mitochondrial
;
Mitochondria/genetics*
7. Role of Gastrointestinal Muscularis Macrophages in Regulation of Gastrointestinal Motility
Yan WANG ; Xiangyue GAO ; Lin LIN ; Yurong TANG
Chinese Journal of Gastroenterology 2022;27(7):429-433
Recent studies have found a special class of macrophages, muscularis macrophages (MMs), in the gastrointestinal tract, which interacts with enteric neuron (EN), interstitial cells of Cajal (ICC), and smooth muscle cells (SMC) to maintain normal intestinal motility. MMs can undergo phenotypic and other changes under altered intestinal microbiota, inflammation, or stress, and act on EN, ICC, or SMC through multiple mechanisms, ultimately affecting gastrointestinal motility. This article reviewed the mechanism of gastrointestinal MMs regulating gastrointestinal motility and role in gastrointestinal motility disorder diseases.
8.Tension reducing suspension suture technique in preventing alopecia after rhytidectomy
Lehao WU ; Xiangyue WANG ; Tailing WANG ; Jiaqi WANG
Chinese Journal of Medical Aesthetics and Cosmetology 2021;27(2):117-120
Objective:To discuss a surgical method that reduces the notch tension and assists in suspending and lifting the skin after reposition so as to relieve scar and to prevent alopecia and maintain long-term lifting effect.Methods:After forehead or temporal open incision rhytidectomy, 2-0 absorbable sutures were used to pass through the intradermal at the hairline and skin junction in front of the incision. After that, the sewing needle passed through the whole skin flap vertically from the two points of the suture inlet and outlet, and then sutured on the deep temporal fascia or galea aponeurotica, in order to reduce tension of the main anchor point of the incision and to assist suspending the elevated flap. Afterwards, the width of the skin excision was determined according to the skin relaxation, the subcutaneous relaxation suture of scalp incision was conducted and the incision closed with nailing device.Results:From June 2016 to October 2018, this method was applied in 33 cases of rhytidectomy. In the early postoperative period, the skin around the hairline had a slight appearance of accumulation due to the traction of sutures, which gradually disappeared with time. During the long-term follow-up, 2 patients had hair loss near the incision, and the hair density decreased. The remaining patients had no obvious scar hyperplasia and alopecia, and no long-term skin accumulation. The facial rejuvenation effect was good, and the satisfactory rate of patients was high.Conclusions:The technique of intradermal tension reduction combined with suspension suture redistributes the tension and significantly reduces the scar hyperplasia and baldness at the incision. Meanwhile, the suture also plays the role of accessory suspension, which helps to increase the stability and durability of facial tissue; the whole procedure is simple, safe, and long lasting.
9.Prevention of ectropion when using expanded skin flap to repair periorbital soft tissue defect
Xiangyue WANG ; Qianwen WANG ; Jiaqi WANG
Chinese Journal of Plastic Surgery 2021;37(1):84-87
Objective:To explore the method and effect of preventing eyelid ectropion when using expanded skin flap to repair periorbital soft tissue defect.Methods:From April 2015 to December 2019, 176 patients with periorbital soft-tissue defect were treated in the Plastic Surgery Hospital of Chinese Academy of Medical Sciences, including 79 males and 97 females, aged 4-53 years, the defect ranging from 1 cm×1 cm-6 cm×10 cm. According to the location and size of the defect, an appropriate expander was selected before the operation. In the first stage, the expander was embedded, and saline was injected regularly. In the second stage, the expanded flap was transferred to cover the periorbital defect wound, part of the capsule was removed, and the flap was fixed on the periosteum to restore the position and shape of the eyelid and prevent eyelid ectropion. After the operation, elastic headgear was worn for 3-6 months for shaping. The survival and complications of the flaps were followed up.Results:The expander volume was 30-400 ml, and the expansion time was 1-6 months. The size of the expanded flap was 3 cm×3 cm-6 cm×9 cm. All flaps survived after 2 months to 4 years follow-up. Among them, 13 cases had mild lagophthalmus, which was caused by insufficient skin expansion and did not affect the eyelid function, so the patients refused to retreat; 8 cases of lower eyelid ectropion, including 5 cases of scar contracture, 1 case of suture knot falling off, and 2 cases of lower eyelid support tissue relaxation caused by long-term stretching of expander, 5 cases were corrected after skin flap repair, 3 cases were not treated again; the rest were satisfactory. The depression left by the suture fixing flap disappears within 1 to 6 months after surgery.Conclusions:When using an expanded skin flap to repair periorbital soft-tissue defect, preoperative, intraoperative and postoperative interventions were implemented to reduce or disperse the retracting force of expanded skin flap, which could avoid eyelid ectropion and achieve good repair effect.
10.Progress in corrective treatment of sunken upper eyelid
Xiangyue WANG ; Qianwen WANG ; Jiaqi WANG
Chinese Journal of Plastic Surgery 2021;37(3):336-342
Sunken upper eyelid is a common eye defect, which seriously affects eye aesthetics and it has become an important issue of periorbital rejuvenation in recent years. This article introduces the mechanism, classification and degree of depression regarding sunken upper eyelid. The correction method of sunken upper eyelid, their indications, postoperative effects as well as the pros and cons of each method were comprehensively summarized and compared, trying to find appropriate corrective method according to the causes and degree of different sunken upper eyelid among patients.

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