1.Application of machine vision in fractionated radiotherapy
Xiaolin CHEN ; Yangchao XIE ; Xingfu LIN ; Fenpen HUANG ; Tingying CHEN ; Wanquan CHEN ; Shaofeng WANG
Chinese Journal of Radiological Medicine and Protection 2024;44(3):202-206
Objective:To monitor intra-fractional set-up errors in tumor radiotherapy using a real-time intelligent capture system for precision displacement.Methods:A simulated radiotherapy environment was created in both the laboratory and the treatment room. A three-axis ( xyz) displacement platform (LD60-LM) and dial gauges were used as displacement measurement tools. Moreover, a real-time intelligent capture system for precision displacement was developed for displacement monitoring. With 23 patients treated with radiotherapy enrolled in this study, the above system was employed to monitor their intra-fractional set-up errors in fractionated radiotherapy. Descriptive analyses were conducted on the deviations between the data captured by cameras and the actual displacement, obtaining the mean values and standard deviation. Results:The monitoring calibration data from the laboratory revealed displacement differences of ≤ 0.5 mm within 20 mm and a maximum displacement difference of 1.47 mm for 50 mm. In contrast, the calibration result from the treatment room exhibited deviations of ± 0.2 mm on the y- z axes, as displayed by both the left and right cameras, and ± 0.31 mm on the x- z axes, as displayed by the middle camera. During 37 radiotherapy sessions in 23 patients, the monitoring result from the middle camera revealed five deviations exceeding the threshold of 5 mm, with the maximum deviation duration and displacement of 57.2 s and 9.24 mm, respectively. Conclusions:The real-time intelligent capture system for precision displacement based on machine vision can achieve real-time monitoring of set-up errors during tumor radiotherapy. Nevertheless, further improvements and service testing are necessary for this system.
2.Diagnostic Value of Texture Analysis Based on Quantitative Susceptibility Mapping in Parkinson's Disease
Huifang GU ; Xianping MENG ; Xu WANG ; Shaofeng DUAN
Chinese Journal of Medical Imaging 2024;32(1):48-53
Purpose To explore the value of texture analysis in the diagnosis and course evaluation of Parkinson's disease(PD)by analyzing the texture features of gray matter nuclei and white matter on quantitative susceptibility mapping(QSM)sequences.Materials and Methods A total of 30 PD patients and 22 normal controls from July 2019 to November 2020 in Jiangyin People's Hospital were prospectively enrolled to perform enhanced gradient echo T2* weighted angiography(ESWAN)sequence scanning.All QSM images were obtained through post-processing.Region of interest was manually obtained,including bilateral caudate heads,globus pallidus,putamen,substantia nigra,red nucleus,cerebellar dentate nucleus and white matter at the center of the semicircle.The texture features of the region of interest were extracted.After dimension reduction and screening,a set of optimal texture parameters were obtained,and a random forest prediction model was constructed.The diagnostic efficiency of the model was analyzed and evaluated and the reliability of the model was evaluated.The correlation between the selected texture features and the clinical scale of PD patients was analyzed.Results A group(n=5)of the best texture feature parameters were obtained from QSM map.The area under curve range of independent prediction PD was 0.697-0.823,the area under curve of random forest model was 0.910,and the accuracy of cross validation was 0.888.Texture feature(r4_wavelet_LLL_firstorder_Energy)of PD group was negatively correlated with the scores of the mini mental state examination(r=-0.470,P=0.011).Conclusion The texture analysis based on QSM has a high diagnostic value for PD,and the texture features of the left putamen have a certain correlation with the cognitive function of PD patients.
3.Imaging features of severe unilateral transverse sinus and sigmoid sinus thromboses and efficacy and safety of intravascular interventional therapy in them
Tengfei LI ; Qi TIAN ; Shuailong SHI ; Jie YANG ; Ye WANG ; Zhen CHEN ; Yuncai RAN ; Baohong WEN ; Dong GUO ; Shaofeng SHUI ; Xinwei HAN ; Xiao LI ; Ji MA
Chinese Journal of Neuromedicine 2024;23(1):42-47
Objective:To summarize the imaging features of severe unilateral transverse sinus and sigmoid sinus thromboses, and evaluate the efficacy and safety of intravascular interventional therapy in them.Methods:Thirty-seven patients with severe unilateral transverse sinus and sigmoid sinus thromboses clinically mainly manifested as intracranial hypertension and accepted endovascular intervention in Department of Interventional Radiology, First Affiliated Hospital of Zhengzhou University from June 2012 to September 2022 were chosen; their clinical data were retrospectively analyzed and imaging features were summarized. Short-term efficacy was evaluated according to blood flow restoration degrees and pressure gradient reduction in the occlusive sinus and modified neurological symptoms before and after endovascular intervention. Hospitalized complications were observed; safety and long-term efficacy were evaluated according to postoperative clinical follow-up and imaging results 6-12 months after endovascular intervention.Results:(1) Preoperative brain MRI and (or) CT showed different degrees of swelling of the brain tissues, with the affected side as the target; mixed signals/density shadow could be seen in the blocked transverse sinus and sigmoid sinus; venous cerebral infarction or post-infarction cerebral hemorrhage could be combined in some patients. MRV, CTV and DSA showed poor or completely occluded transverse sinus and sigmoid sinus while normal in the contralateral side; obvious thrombus filling-defect was observed in the occluded venous sinus after mechanical thrombolysis. (2) Occlusive sinus blood flow was restored in all patients after endovascular intervention, and pressure gradient of the occlusive segment decreased from (16.6±3.3) mmHg before to (2.8±0.8) mmHg after endovascular intervention. Before discharge, clinical symptoms of all patients were significantly improved (modified Rankin scale [mRS] scores of 0 in 30 patients, 1 in 5 patients, 2 in 1 patient and 3 in 1 patient), and 2 patients had unilateral limb movement disorder (muscle strength grading III and IV, respectively). All patients received clinical follow-up for (9.6±3.0) months. At the last follow-up, neurological function obviously improved compared with that before endovascular intervention, without new neurosystem-related symptoms (mRS scores of 0 in 30 patients, 1 in 6, and 2 in 1 patient). In 34 patients received MRV or DSA follow-up, 28 had complete recanalization of occlusive sinus and 6 had partial recanalization, without obvious stenosis or recurrent occlusion.Conclusions:Severe unilateral transverse sinus and sigmoid sinus thrombosis can cause local intracranial venous blood stasis, and then cause "increased regional venous sinus pressure", which is manifested as unilateral brain tissue swelling and even venous cerebral infarction or post-infarction cerebral hemorrhage. Early diagnosis and endovascular intervention can obviously improve the prognosis of these patients, enjoying good safety.
4.Review of Traditional Chinese Medicine Treatment of Alzheimer's Disease Based on Turbidity Theory:Focusing on Brain Cholesterol Homeostasis
Xueqing DUAN ; Shaofeng WANG ; Keshangjing WU ; Jiaxin LI ; Yanwei HAO ; Li LI ; Bin LI
World Science and Technology-Modernization of Traditional Chinese Medicine 2024;26(4):902-907
Alzheimer's disease(AD),the most common progressive neurodegenerative disease in dementia,is also a special lipid disease.From the perspective of modern medicine,cholesterol homeostasis is an important risk factor for AD.Amyloid-beta plaque deposition,neurofibrillary tangles,and large amount of lipid granule accumulation are typical pathological features of AD.From the perspective of TCM,turbidity is the key to the pathogenesis of AD.Phlegm turbid,stasis turbid and turbid toxin are the concrete derivation of turbidity,which are the standard of AD.Cholesterol is the greasy lipid which is produced from of the essence of water and food,the disturbance of cholesterol homeostasis is a typical embodiment of the pathogenesis mechanism of endogenous turbidity.Regulating cholesterol homeostasis by traditional Chinese medicine may be a new direction for the treatment of AD in the future.Focusing on the modern research of cholesterol homeostasis,taking the theory of turbidity as the starting point,this paper analyzed the correlation between the connotation of turbidity theory and the imbalance of cholesterol homeostasis as well as the pathogenesis mechanism,and further elucidated the clinical application results in the treatment of AD from the aspects of phlegm turbid,stasis turbid and turbid toxin,so as to better guide clinical practice and scientific research.
5.Interventional treatment of chylous leakage in 60 cases: a preliminary study
Wen ZHOU ; Pengxu DING ; Chao LIU ; Shaofeng SHUI ; Miao XU ; Ling WANG ; Lei YAN ; Xinwei HAN
Chinese Journal of Radiology 2023;57(2):201-205
Objective:To evaluate the feasibility, safety, treatment outcome, and the individualized surgical procedure selection of the interventional treatments of chylous leakage.Methods:From July 2019 to January 2022, the clinical data of 60 consecutive patients with chylous leakage underwent interventional treatment were respectively analyzed. The cases included chylothorax ( n=37), chylous ascites ( n=10), chyluria ( n=4), chylothorax combined with chylous ascites ( n=5), chylothorax combined with chylopericardium ( n=2), and pelvic chylous effusion ( n=2). Conservative treatment was considered to have failed for all patients. The lymphangiography was firstly performed to detect chylous leakage, then an individualized procedure was selected according to the lymphangiography results. The treatment outcomes and complications were recorded, and follow-up was performed. Results:Lymphangiography was technically successful in 55 of 60 patients (91.7%), and no cisterna chyli and thoracic duct opacification was observed in 5 patients. The procedures for the patients included lymphangiography alone ( n=23), thoracic duct embolization ( n=23), thoracic duct disruption ( n=5), lymphatic embolization for pelvic chylous effusion ( n=4), and balloon plasty for thoracic duct ( n=5). Clinical success was achieved in 53 of 60 cases (88.3%). The complication rate was 8.3% (5/60), and all complications were minor. The median follow-up time was 11 months (range 0.5-30 months) for 56 patients, and 4 patients were lost to follow-up. There was one patient presenting the reoccurrence of symptom, and 8 patients died. Conclusions:The interventional treatment of chylous leakage is safe with good outcomes and low complication rate. Individualized treatment procedures based on the lymphangiography findings is feasible and with good curative effect.
6.Influencing factors of depressive symptoms among rural elderly patients with chronic diseases
WU Shaofeng ; WANG Suzhen ; ZHU Xiuyuan ; LI Jing ; FENG Meiling ; ZHANG Delin
Journal of Preventive Medicine 2023;35(4):277-281
Objective:
To investigate the influencing factors of depressive symptoms among rural elderly patients with chronic diseases in China, so as to provide insights into depression prevention and control among the rural elderly patients with chronic diseases.
Methods:
The basic demographics, health status, and lifestyle of rural residents at ages of 65 years and older who had at least one chronic disease were retrieved from The Chinese Longitudinal Healthy Longevity Survey (CLHLS) database in 2018, and participants' depressive symptoms were assessed with The Center for Epidemiological Studies Depression-10 (CES-D-10) scale. Factors affecting the depressive symptoms were identified with a multivariable logistic regression model.
Results:
Totally 5 146 rural elderly patients with chronic diseases were enrolled, including 2 373 men (46.11%) and 2 773 women (53.89%). The prevalence of depressive symptoms was 27.13%. Multivariable logistic regression analysis identified having two and more children (OR=0.614, 95%CI: 0.387-0.975), living alone (OR=1.450, 95%CI: 1.192-1.764), life satisfaction (general, OR=1.933, 95%CI: 1.651-2.264; low, OR=5.366, 95%CI: 3.488-8.254), self-assessed health status (general, OR=2.697, 95%CI: 2.284-3.185; poor, OR=5.338, 95%CI: 4.262-6.685), disability in instrumental activities of daily living (OR=1.592, 95%CI: 1.328-1.908), sleep duration (normal, OR=0.502, 95%CI: 0.429-0.586; too long, OR=0.494, 95%CI: 0.405-0.603), exercise (OR=0.721, 95%CI: 0.607-0.856), watching TV (OR=0.787, 95%CI: 0.664-0.933), and gardening activities (OR=0.781, 95%CI: 0.626-0.975) as factors affecting depressive symptoms among rural elderly patients with chronic diseases.
Conclusions
The prevalence of depressive symptoms was 27.13% among rural elderly patients with chronic diseases. Number of children, living style, life satisfaction, health status, sleep duration, exercise, watching TV, and gardening activities are associated with the development of depressive symptoms among rural elderly patients with chronic diseases.
7.Detection of plasma interleukin-6, C-reactive protein, D-dimer and fibrinogen among 96 patients with pneumoconiosis
ZHANG Shaofeng ; LI Zhiheng ; WANG Zhongfeng
Journal of Preventive Medicine 2023;35(4):320-322
Objective:
To investigate the plasma levels of interleukin-6 (IL-6), C-reactive protein (CRP), D-dimer (D-D) and fibrinogen (Fib) among patients with pneumoconiosis, so as to provide insights into the prevention of thrombosis among patients with pneumoconiosis.
Methods:
Ninety-six male coal workers with stable-stage pneumoconiosis admitted to China Pingmei Shenma Group Occupational Disease Prevention and Control Hospital from February 2019 to February 2021 were included in the pneumoconiosis group, and 43 male healthy volunteers in the hospital during the same period were selected as the control group. The plasma D-D, Fib, IL-6 and CRP levels were detected from subjects in the two groups. The associations of plasma D-D and Fib levels with IL-6 and CRP levels were examined using Pearson correlation analysis among pneumoconiosis patients.
Results:
Participants in the pneumoconiosis group and the control group had a mean age of (52.91±3.89) and (52.64±4.12) years, D-D of (1.28±0.91) and (0.44±0.11) mg/L, Fib of (4.41±0.98) and (2.88±0.61) g/L, IL-6 of (0.63±0.19) and (0.42±0.06) ng/L and CRP of (3.30±1.65) and (1.35±0.12) mg/L, respectively. Higher plasma D-D, Fib, IL-6 and CRP levels were detected in the pneumoconiosis group than in the control group (all P<0.05). The plasma D-D level correlated positively with IL-6 level among pneumoconiosis patients (r=0.347, P<0.001).
Conclusion
High plasma IL-6, CRP, D-D and Fib levels are detected among patients with pneumoconiosis, and the plasma D-D level correlates positively with IL-6 level among patients with pneumoconiosis.
8.Correction of tibial multiplanar deformities using single Taylor external fixator combined with biplanar osteotomy.
Shaofeng JIAO ; Sihe QIN ; Zhenjun WANG ; Yue GUO ; Hongsheng XU ; Zhijie LIU ; Jianwen CHEN
Chinese Journal of Reparative and Reconstructive Surgery 2023;37(7):839-845
OBJECTIVE:
To investigate the effectiveness of single Taylor external fixator combined with biplanar osteotomy on correction of tibial multiplanar deformities.
METHODS:
Between October 2016 and December 2021, 11 patients with tibial multiplanar deformities (20 sides) were treated with single Taylor external fixator and biplanar osteotomy. Of them, 4 were male and 7 were female; the average age ranged from 13 to 33 years (mean, 21.9 years). Diagnosis included rickets severe genu varum deformity (7 cases, 14 sides), rickets severe genu valgum deformity (2 cases, 4 sides), multiple osteochondromatosis calf deformity (1 case, 1 side), neurofibromatosis medial lower leg anterior arch deformity with short of leg (1 case, 1 side). After fibular osteotomy and tibial multiplanar osteotomy, a Taylor external fixator was installed. After operation, the deformities were corrected successively and fixed completely. The osteotomy healed, then the external fixator was removed. Before operation and at 12 months after operation, the full-length X-ray films were taken. The leg-length discrepancy, medial proximal tibial angle (MPTA), lateral distal tibial angle (LDTA), posterior proximal tibial angle (PPTA), anterior distal tibial angle (ADTA), and tibial rotation angle were measured. The degree of lower limb deformity was scored with reference to a customized tibial mechanical axis scoring table.
RESULTS:
Osteotomy was successfully completed without neurovascular injury and other complications. The external fixator was adjusted for 28-46 days, with an average of 37 days, and the external fixator was worn for 136-292 days, with an average of 169 days. Mild needle infection during the fixation period occurred in 3 sides, refracture at the distal tibial osteotomy in 1 side after removing the external fixator, and nonunion of the distal fibular osteotomy in 1 side. All patients were followed up 369-397 days (mean, 375 days). At 12 months after operation, the lower limb discrepancy decreased, but there was no significant difference ( P>0.05). MPTA, LDTA, PPTA, ADTA, and tibial rotation angle improved, and the differences in LDTA, ADTA, and tibial rotation angle were significant ( P<0.05). The score of lower limb deformity was significantly higher than that before operation ( P<0.05), and the results were excellent in 9 sides, good in 8 sides, fair in 3 sides, with the excellent and good rate of 85%.
CONCLUSION
Single Taylor external fixator combined with biplanar osteotomy is effective in the correction of tibial multiplanar deformities.
Humans
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Male
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Female
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Adolescent
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Young Adult
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Adult
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Tibia/surgery*
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Osteotomy/methods*
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Rickets
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External Fixators
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Retrospective Studies
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Treatment Outcome
9.Neuroprotective Effect of Chinese Medicinal Compounds Effective in Supplementing Qi and Resolving Phlegm on Alzheimer's Disease: A Review
Shaofeng WANG ; Yanwei HAO ; Jiaxin LI ; Shengnan YUE ; Qingsong LIU ; Bin LI
Chinese Journal of Experimental Traditional Medical Formulae 2023;29(13):222-229
Alzheimer's disease (AD) is a common chronic degenerative neurological disease in the elderly and is mainly manifested by the impairment of cognition, memory, and behaviors. At present, the etiology and pathogenesis of this disease have not been fully unraveled, and the research on related drugs for alleviating the disease progression is still in clinical trials. Traditional Chinese medicine (TCM) believes that the elderly have reduced visceral function. Deficiency of vital Qi and turbid phlegm obscuring orifices are the core pathogenesis of AD. Qi deficiency and phlegm obstruction run through the whole pathological process of AD, and the important role of therapeutic principles of supplementing Qi and resolving phlegm is emphasized in treatment. In recent years, the Chinese medicinal compounds effective in supplementing Qi and resolving phlegm represented by Kaixin Powder have been widely used in the clinical and basic research of AD. As reported, in addition to the improvement of the cognitive function of AD, it can also reduce β amyloid (Aβ) deposition, inhibit tau hyperphosphorylation, improve neurotransmitter activity, regulate neuronal synaptic plasticity, resist oxidant stress injury, and inhibit the central inflammatory response and neuronal apoptosis. Therefore, this article reviewed and analyzed the theoretical basis of the treatment of AD by supplementing Qi and resolving phlegm and the mechanism of Chinese medicinal compounds effective in supplementing qi and resolving phlegm against AD to provide theoretical support and a scientific basis for the clinical application of TCM in the prevention and treatment of AD.
10.Automated cephalometric landmark identification and location based on convolutional neural network
Beiwen GONG ; Qiao CHANG ; Feifei ZUO ; Xianju XIE ; Shaofeng WANG ; Yajie WANG ; Yaxi SUN ; Xiuchen GUAN ; Yuxing BAI
Chinese Journal of Stomatology 2023;58(12):1249-1256
Objective:To develop an automated landmark location system applicable to the case of landmark missing.Methods:Four and eighty-one lateral cephalograms, which contained 240 males and 241 females, with an average age of (24.5±5.6) years, taken from January 2015 to January 2021 in the Department of Orthodontics, Capital Medical University School of Stomatology, and met the inclusion criteria were collected. Five postgraduate orthodontic students were the annotators to manually locate 61 possible landmarks in 481 lateral cephalograms. Two assistant professors in the department as reviewers performed calibration. Two professors as arbitrators, made final decision. Data sets were established (341 were used as training set, 40 as validation set, and 100 as test set). In this paper, an automatic landmarks identification and location model based on convolutional neural networks (CNN), CephaNET, was developed. The model was trained by feeding the original image into the feature extraction module and convolutional pose machine (CPM) module to locate landmarks with high accuracy using deep supervision. Training set was enhanced to 1 684 images by histogram equalization, cropping, and adjustment of brightness. The model was trained to compare the Gaussian heat maps output from the network with the set threshold to identify landmark missing cases. Test set of 100 lateral cephalograms was used to test the accuracy of the model. The evaluation criteria used were success detection rate of missing landmark, mean radial error (MRE) and success detection rate (SDR) in the range of 2.0, 2.5, 3.0, 3.5 and 4.0 mm.Results:The model identified and located 61 commonly used landmarks in 0.13 seconds on average. It had an average accuracy of 93.5% in identifying missing landmarks. The MRE of our testing set was (1.19±0.91) mm. SDR of 2.0, 2.5, 3.0, 3.5 and 4.0 mm were 85.4%, 90.2%, 93.5%, 95.4%, 97.0% respectively.Conclusions:The model proposed in this paper could adapt to the absence of landmark in lateral cephalograms and locate 61 commonly used landmarks with high accuracy to meet the requirements of different cephalometric analysis methods.


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