1.Automatic recognition and segmentation of brachial plexus in ultrasonic images based on deep learning
Duo SHI ; Han ZHANG ; Peipei LIU ; Ruichao ZHANG ; Qingyu LIU ; Hao SUN ; Xiaofang FU ; Mengjie DOU ; Junpu HU ; Changqin SUN ; Keyan LI ; Jianqiu HU ; Guangquan ZHOU ; Ligang CUI ; Ping ZHOU ; Faqin LYU
Chinese Journal of Ultrasonography 2025;34(9):737-744
Objective:To propose a deep learning(DL)-based ultrasound imaging auxiliary tool for automatic segmentation and recognition of the brachial plexus(BP),and to enhance the accuracy and safety of clinical procedures.Methods:It was a multicenter study that collected 773 healthy subjects from Peking University Third Hospital and its branch campuses,the Third Medical Center of the Chinese PLA General Hospital,and Shanghai Eighth People's Hospital between August 2024 and February 2025. Brachial plexus(BP)images in the interscalene groove were captured used high-frequency ultrasound by senior sonographers,a dataset comprising 1 289 standardized images were constructed and the improved model(CHA-TransUNet)was trained. The test set was input into 6 different models(CHA-TransUNet,R50-Unet,TransUnet,SegFormer,SwinUnet,MISSFormer)for segmentation. Segmentation accuracy was evaluated using metrics including the Dice similarity coefficient(DSC),95% Hausdorff distance(HD95)and mean intersection over union(mIoU),and was compared with the segmentation results of 3 ultrasound physicians with varying experience levels(junior physicians and senior physicians)to validate the model's segmentation efficacy.Results:The CHA-TransUNet model established based on a dataset of 1 289 standardized images achieved segmentation results for the BP with a DSC of 90.15%,mIoU of 91.02%,and HD95 of 8.08. Its accuracy was higher than other mainstream models(DSC:90.15% vs. 87.60%,87.77%,81.35%,84.78%,84.55%),significantly better than junior physicians(DSC:90.15% vs. 68.73%, Z=-127.76, P<0.001),and approached the level of senior physician(DSC:90.15% vs. 86.15%, Z=-31.33, P=0.549). The model demonstrated superior boundary recognition in complex anatomical structures(e.g.,C6/C7 nerve roots)compared to ultrasound physicians(junior and senior)(HD95:8.08 vs. 26.34,17.44,56.80). Conclusions:This study proposes an analysis model for BP ultrasound images,CHA-TransUNet. This model achieves segmentation and recognition of the BP with relatively complex pathways and structures. The model exhibits high accuracy and stability,outperforming current mainstream network models and junior physicians while approaching the performance level of senior physicians. It assists junior physicians or trainees in more accurately identifying and localizing the BP.
2.Analysis of Service Efficiency of County-level Public Hospitals in Shandong Province Based on Deta Envelopment Analysis Method
Jibing QIAO ; Qi ZHANG ; Lin CHENG ; Yujing BAI ; Ligang XU ; Weifeng LI
Chinese Hospital Management 2025;45(10):88-91
Objective To analyze the service efficiency and changes of county-level public hospitals in Shandong Province from 2017 to 2023,and to provide references for improving the service efficiency of county-level public hospitals.Methods Based on the deta envelopment analysis method,BCC model was used to evaluate the static service efficiency of county-level public hospitals in 16 cities in Shandong Province in 2023,and to dynamically track the change trend of efficiency from 2017 to 2023 based on Malmquist index model.Results In 2023,the average comprehensive efficiency of county-level public hospitals in Shandong Province is 0.971,and the efficiency value of county-level public hospitals in 8 of the 16 cities is 1,which is in DEA effective state;From 2017 to 2023,the average total factor productivity of county-level public hospitals in Shandong Province was 0.906,with an overall decline of 9.4%in service efficiency.Conclusion The overall service efficiency of county-level public hospitals in Shandong Province is high,but regional differences are obvious,and the technical progress index is the key to further indicate the service efficiency.Local governments need to reasonably control the scale of county-level public hospitals,continuously improve their technical level,and strengthen their internal management,so as to improve their service efficiency.
3.Hierarchical differences in brain functional networks in unilateral mesial temporal lobe epilepsy patients with different outcomes after surgery
Kanlin LIN ; Shangwen XU ; Xiaoyang WANG ; Ligang SONG ; Sifan QIU ; Lidan LIN ; Yaling CHEN ; Yusi ZHANG ; Ailing XIONG ; Huanyun XU ; Qingqing ZHANG
Chinese Journal of Medical Imaging Technology 2025;41(9):1473-1476
Objective To observe hierarchical differences in brain functional networks in unilateral mesial temporal lobe epilepsy(mTLE)patients with different outcomes after surgery.Methods A total of 69 unilateral mTLE patients who underwent resection of epileptogenic lesion on the affected side were retrospectively enrolled.Based on Engel classification 1 year after surgery,the patients were divided into seizure free(SF)group and non-seizure free(NSF)group.Functional connectivity gradient analysis was employed to extract principal gradient explaining the highest variance on preoperative resting-state functional MRI(rs-fMRI),then the whole-brain gradient characteristics and principal gradient values within specific functional networks were compared between groups.Results Principal gradient connected default mode network(DMN)with sensorimotor network(SMN)along a continuous axis.Compared to SF group,NSF group showed a contracted gradient range at both ends(DMN and SMN)of the functional network and weakened hierarchical differentiation,and principal gradient value of DMN was higher,while that of SMN was lower than those in SF group(both P<0.05).Conclusion Hierarchical differences in brain functional networks in unilateral mTLE patients with different outcomes after surgery mainly present as enhanced DMN and weakened SMN in NSF ones,and the latter two might serve as important neuroimaging markers for evaluating postoperative seizure recurrence.
4.A survey of clinical application of stereotactic radiotherapy technology in China in 2024
Xiaoxue KOU ; Jiayi YU ; Jingwei ZHANG ; Nan BI ; Xuwei CAI ; Guanghui CHENG ; Yufei LU ; Yanyang WANG ; Ligang XING ; Yonggang XU ; Jianxin XUE ; Li ZHANG ; Hongqing ZHUANG ; Anhui SHI
Chinese Journal of Radiation Oncology 2025;34(9):897-904
Objective:To investigate the current status of application of stereotactic body radiation therapy (SBRT) in China, aiming to provide reference for promoting the development of this technology.Methods:From January to March 2024, a questionnaire was designed and distributed online, targeting member units of the Professional Committee of Stereotactic Radiosurgery Treatment, which covers 175 radiotherapy units in 30 provinces and regions nationwide. The survey focused on the current application of SBRT technology and its utilization in the treatment of early-stage non-small cell lung cancer (NSCLC). A statistical description of the survey results was presented.Results:Of 175 questionnaires distributed, a total of 130 valid responses were collected, with an effective response rate of 74.3%. A total of 81.5% (106/130) of the units had implemented SBRT technology, and 99.1% of the respondents believed it was necessary to further promote SBRT technology, yet the actual training rate was only 67.0%. SBRT equipment configuration: there were a total of 267 SBRT equipment, featuring a diverse range of types, with traditional linear accelerators as the mainstays, accounting for 76.0% ( n=203), followed by 12.0% ( n=32) for TOMO, 6.4% ( n=17) for Cyber knife, 3.7% ( n=10) for Gamma knife, and proton/heavy ion equipment at 1.5% ( n=4), respectively. The percentage of units with multi-leaf collimator leaf widths ≤0.5 cm was 93.4% (99/106). The application of SBRT: the first radiotherapy unit commenced SBRT in 2000, and this technology entered a period of rapid growth after 2015, sustaining a steady increase over the past decade; SBRT technology was mainly applied in the brain, lung, liver, bone, adrenal gland, and kidney, with application rates of 97.2%, 94.3%, 86.8%, 71.7%, 56.6%, and 27.4%, respectively, while the application rates for the pancreas, metastatic lymph nodes, and other parts were less than 5%. Current status of SBRT technology application in early-stage NSCLC: 90.6% (96/106) of units had implemented SBRT; pre-treatment multi-disciplinary diagnosis and treatment accounted for 77% (74/96); the proportion of application units for peripheral and central type lung cancer lesions both exceeded 57.3%, whereas the application rate for ultra-central type and lesions > 5 cm lung cancer was less than 30%; there was significant variability in the selection of reference guidelines, dose fractionation patterns, and the concept of central type among units. Conclusions:The development of SBRT technology in China is in a period of steady growth, but several issues such as low training rate and lack of standardization still exist. The survey results provide important reference for clinical training and promotion of SBRT technology in China.
5.Protective mechanism of nitrooleic acid on submandibular gland cell radiation injury in rats
Peiqi LIN ; Qinliang LUO ; Ligang ZHANG ; Guilin HUANG ; Jianhong TANG ; Nini ZHANG
Chinese Journal of Tissue Engineering Research 2025;29(26):5520-5527
BACKGROUND:Recent studies have found that Nrf2/ARE signaling pathway activators have the characteristics of low toxicity and control,and have a protective effect against radiation tissue damage.OBJECTIVE:To investigate whether nitrooleic acid can protect submandibular gland epithelial cells from radiation injury by regulating the Nrf2/ARE signaling pathway.METHODS:Rat submandibular gland epithelial cells were cultured in vitro and CCK-8 assay was used to screen the optimal concentration and time of nitrooleic acid administration.Submandibular gland epithelial cells were divided into non-radiation group,radiation control group,nitrooleic acid group,nitrooleic acid+ML385(Nrf2/ARE signaling pathway specific inhibitor)group,and ML385 group.Submandibular gland cells were pretreated with nitrooleic acid and ML385 for 24 hous according to the experimental groups,and then irradiated with 5 Gy radiation to establish the models.At 48 hours after irradiation,CCK-8 assay was used to detect the cell proliferation rate.Real-time quantitative PCR was used to detect the expression of Nrf2,HO-1,and NQO1 mRNA in the cells.Real-time quantitative PCR and enzyme-linked immunosorbent assay were used to detect the cell secretion function and the expression of inflammatory factors.DCFH-DA fluorescent probe kit was used to detect the level of intracellular reactive oxygen species.RESULTS AND CONCLUSION:(1)Compared with the radiation control group,the proliferation rate of submandibular gland epithelial cells and the expression levels of secretion function related factors aquaporin 5 and α-amylase in the nitrooleic acid group of rats increased(P<0.05),and the expression levels of Nrf2,HO-1,and NQO1 mRNA increased(P<0.05),while the expression levels of inflammatory factors interleukin-1β,interleukin-6,and tumor necrosis factor-αdecreased(P<0.05),and reactive oxygen species generation reduced(P<0.01).(2)Compared with the nitrooleic acid group,the addition of nitrooleic acid and ML385 group resulted in a decrease in cell proliferation rate and expression levels of secretion function related factors aquaporin 5 and α-amylase(P<0.05),and mRNA expressions of Nrf2,HO-1,and NQO1 were all decreased(P<0.05),while the expression levels of inflammatory factors interleukin-1β,interleukin-6,and tumor necrosis factor-α increased(P<0.05),and generation of reactive oxygen species increased(P<0.05).(3)Results indicated that in the radiation environment,nitrooleic acid has a certain protective effect on the proliferation ability and secretion function of rat submandibular gland epithelial cells,reduces the expression of inflammatory factors,lowers intracellular reactive oxygen species levels,and alleviates the damage of rat submandibular gland epithelial cells caused by radiation.This function may be related to the activation of Nrf2/ARE signaling pathway.
6.Analysis of Surgical Treatment Outcomes in 709 Cases of Infective Endocarditis
Chaoji ZHANG ; Zining WU ; Xingrong LIU ; Guotao MA ; Shangdong XU ; Jianzhou LIU ; Sheng YANG ; Yanxue ZHAO ; Xinpei LIU ; Xiaocui WANG ; Xiaojun MA ; Ligang FANG ; Chunhua YU ; Huaiwu HE ; Qi MIAO ; Jun ZHENG
Medical Journal of Peking Union Medical College Hospital 2025;17(1):197-203
To review the clinical characteristics, short-term outcomes, and risk factors of patients with infective endocarditis(IE) who underwent surgical treatment at a single center, and to summarize treatment experience. Consecutive patients diagnosed with IE who underwent cardiac surgery at the Department of Cardiac Surgery, Peking Union Medical College Hospital between May 2012 and June 2024 were enrolled. Statistical analyses were performed on their baseline characteristics, comorbidities, IE predisposing factors, surgical indications, pathogen distribution, surgical strategies, short-term outcomes, and associated risk factors. A total of 709 IE patients meeting the inclusion and exclusion criteria were included. IE involved left-sided valves in 85.3% of cases. The median age was 48(35, 58) years, and 68.0% were male. Prosthetic valve endocarditis accounted for 8.7%. Patients with left-sided IE had a higher prevalence of comorbidities. Streptococcus was the causative pathogen in 43.2% of patients, while right-sided IE was more frequently associated with Significant differences in pathogen distribution were observed between patients with left-sided and right-sided IE. Heart failure was identified as an independent risk factor for both perioperative mortality and adverse outcomes in surgically treated patients. Through strict timing of surgical intervention and optimized perioperative management, surgical treatment may effectively reduce mortality and improve prognosis in patients with IE.
7.A study on the correlation between regional hemodynamics and plaque morphology of middle cerebral artery in atherosclerotic stenosis using four-dimensional flow MRI
Yuanbin ZHAO ; Xiaoyan BAI ; Chao ZHANG ; Xue ZHANG ; Tong CHEN ; Xun PEI ; Yuehua PU ; Ligang SONG ; Binbin SUI
Chinese Journal of Radiology 2025;59(3):261-268
Objective:To explore the hemodynamic characteristics of the middle cerebral artery (MCA) in atherosclerotic stenosis using four-dimensional flow (4D Flow) MRI, and combining high-resolution magnetic resonance vessel wall imaging (HR VW-MRI) to analyze the relationship between hemodynamics and the degree of stenosis, as well as the morphological characteristics of plaques.Methods:The study was a cross-sectional study. A total of 24 patients with middle cerebral artery(MCA) M1 atherosclerotic stenosis and 10 age and sex matched healthy controls (HC group) were prospectively recruited from September 2018 to March 2021 at Beijing Tiantan Hospital, Capital Medical University. All subjects underwent MRI examination. The hemodynamic of MCA were collected by 4D Flow MRI, and the hemodynamic parameters of proximal and distal MCA stenosis were calculated by blood flow post-processing software, including average blood flow rate (FR avg), average blood flow velocity (V avg), peak blood flow velocity (V pk), time average wall shear stress (TAWSS), minimum wall shear stress (WSS min) and oscillatory shear index (OSI). The differences in hemodynamic parameters among the proximal and distal ends of MCA stenosis and the HC group were compared using one-way ANOVA or Kruskal-Wallis H test. The stenosis rate and characteristics of MCA plaque were analyzed by HR VW-MRI, including remodeling index (RI), normalized wall index (NWI) and plaque length. Pearson or Spearman correlation analysis was used to explore the correlation between stenosis rate and hemodynamic parameters. Taking the stenosis rate as the control variable, partial correlation analysis was used to explore the correlation between plaque morphological characteristics and hemodynamic parameters. Results:There were statistically significant differences in FR avg, V avg, V pk, TAWSS, OSI, WSS min among the proximal and distal stenosis of MCA and HC groups ( P<0.05). The proximal end of the MCA stenosis had significantly higher FR avg, V avg, TAWSS and WSS min than those of the distal end of the stenosis ( P<0.01). The FR avg, V avg, V pk, TAWSS, and WSS min in the distal end of MCA stenosis were lower than those in the HC group, while the OSI was higher than that in the HC group ( P<0.01). The correlation analysis results showed that the MCA proximal V pk ( r=-0.425, P=0.027) and distal V pk ( r=-0.538, P=0.004) were negatively correlated with the diameter stenosis rate. When the stenosis rate was taken as the control factor, in the MCA proximal stenosis, V avg ( r=0.553, P=0.003), TAWSS ( r=0.543, P=0.004) and WSS min ( r=0.547, P=0.004) were positively correlated with RI, proximal OSI was negatively correlated with RI ( r=-0.492, P=0.011), and was positively correlated with the plaque length ( r=0.437, P=0.026). At the distal end of the stenosis, V pk was negatively correlated with NWI ( r=-0.556, P=0.003), OSI was negatively correlated with RI ( r=-0.511, P=0.008), NWI ( r=-0.390, P=0.049). TAWSS was positively correlated with RI ( r=0.393, P=0.047). Conclusions:The 4D Flow MRI demonstrates characteristic hemodynamic changes in the proximal and distal ends of the stenotic MCA. The local hemodynamic characteristics of the stenotic MCA are correlated with plaque morphological parameters, including lumen stenosis, plaque load, and RI. It suggests an interaction between the occurrence and development of MCA plaque and local hemodynamic changes.
8.Safety and Efficacy of Same-day Discharge Following Radiofrequency Catheter Ablation for Arrhythmia:a Pilot Study
Yu XIA ; Qin XU ; Guanzhi CHEN ; Nianqin ZHANG ; Zhicheng HU ; Lingmin WU ; Lihui ZHENG ; Ligang DING ; Yan YAO
Chinese Circulation Journal 2025;40(7):646-652
Objectives:To preliminarily investigate the safety and efficacy of same-day discharge(SDD)following radiofrequency catheter ablation for arrhythmia.Methods:A total of 50 consecutive patients who underwent radiofrequency catheter ablation for arrhythmia in the SDD strategy at Fuwai Hospital from 8 July 2024 to 18 September 2024 were included in this analysis.The study evaluated the immediate success rate of the ablation,the rate of all-cause and arrhythmia-related readmission,outpatient or emergency visits and incidence of complications within 30 days post ablation,and recurrence rate of arrhythmias over a 3-month follow-up period.Results:The average age of the 50 patients was(47.2±16.1)years old,32 patients(64.0%)were male.Radiofrequency catheter ablation was performed in 47 patients(94.0%),including 18(36.0%)atrial fibrillation(AF)ablation.Three patients(6.0%)underwent electrophysiological study only.The immediate success rate for ablation patients was 100%(47/47).None of the patients developed vascular puncture-related or ablation-related complications.The average hospital stay and postoperative observation time were(6.84±1.13)hours and(3.40±1.12)hours,respectively.The all-cause and arrhythmia-related readmission,outpatient or emergency visits rates within 30 days were 12.0%(6/50)and 2.0%(1/50),respectively.Two patients(4.0%)post ablation experienced AF recurrence during the 3-months follow-up period.Conclusions:Radiofrequency catheter ablation for arrhythmias in SDD strategy is safe,effective,and feasible.
9.Safety and Efficacy of Same-day Discharge Following Radiofrequency Catheter Ablation for Arrhythmia:a Pilot Study
Yu XIA ; Qin XU ; Guanzhi CHEN ; Nianqin ZHANG ; Zhicheng HU ; Lingmin WU ; Lihui ZHENG ; Ligang DING ; Yan YAO
Chinese Circulation Journal 2025;40(7):646-652
Objectives:To preliminarily investigate the safety and efficacy of same-day discharge(SDD)following radiofrequency catheter ablation for arrhythmia.Methods:A total of 50 consecutive patients who underwent radiofrequency catheter ablation for arrhythmia in the SDD strategy at Fuwai Hospital from 8 July 2024 to 18 September 2024 were included in this analysis.The study evaluated the immediate success rate of the ablation,the rate of all-cause and arrhythmia-related readmission,outpatient or emergency visits and incidence of complications within 30 days post ablation,and recurrence rate of arrhythmias over a 3-month follow-up period.Results:The average age of the 50 patients was(47.2±16.1)years old,32 patients(64.0%)were male.Radiofrequency catheter ablation was performed in 47 patients(94.0%),including 18(36.0%)atrial fibrillation(AF)ablation.Three patients(6.0%)underwent electrophysiological study only.The immediate success rate for ablation patients was 100%(47/47).None of the patients developed vascular puncture-related or ablation-related complications.The average hospital stay and postoperative observation time were(6.84±1.13)hours and(3.40±1.12)hours,respectively.The all-cause and arrhythmia-related readmission,outpatient or emergency visits rates within 30 days were 12.0%(6/50)and 2.0%(1/50),respectively.Two patients(4.0%)post ablation experienced AF recurrence during the 3-months follow-up period.Conclusions:Radiofrequency catheter ablation for arrhythmias in SDD strategy is safe,effective,and feasible.
10.Hierarchical differences in brain functional networks in unilateral mesial temporal lobe epilepsy patients with different outcomes after surgery
Kanlin LIN ; Shangwen XU ; Xiaoyang WANG ; Ligang SONG ; Sifan QIU ; Lidan LIN ; Yaling CHEN ; Yusi ZHANG ; Ailing XIONG ; Huanyun XU ; Qingqing ZHANG
Chinese Journal of Medical Imaging Technology 2025;41(9):1473-1476
Objective To observe hierarchical differences in brain functional networks in unilateral mesial temporal lobe epilepsy(mTLE)patients with different outcomes after surgery.Methods A total of 69 unilateral mTLE patients who underwent resection of epileptogenic lesion on the affected side were retrospectively enrolled.Based on Engel classification 1 year after surgery,the patients were divided into seizure free(SF)group and non-seizure free(NSF)group.Functional connectivity gradient analysis was employed to extract principal gradient explaining the highest variance on preoperative resting-state functional MRI(rs-fMRI),then the whole-brain gradient characteristics and principal gradient values within specific functional networks were compared between groups.Results Principal gradient connected default mode network(DMN)with sensorimotor network(SMN)along a continuous axis.Compared to SF group,NSF group showed a contracted gradient range at both ends(DMN and SMN)of the functional network and weakened hierarchical differentiation,and principal gradient value of DMN was higher,while that of SMN was lower than those in SF group(both P<0.05).Conclusion Hierarchical differences in brain functional networks in unilateral mTLE patients with different outcomes after surgery mainly present as enhanced DMN and weakened SMN in NSF ones,and the latter two might serve as important neuroimaging markers for evaluating postoperative seizure recurrence.

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