1.A automatic segmentation model of bone lesion in bone SPECT/CT based on deep learning
Xueting WANG ; Weiming XIE ; Yujia MIAO ; Zhaomin YAO ; Yingxin DAI ; Fengmin LIU ; Guoxiu LU ; Guoxu ZHANG ; Zhiguo WANG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(11):666-671
Objective:To develop a deep learning-based segmentation model MT-UNet to automatically segment bone metastases and benign bone lesions in bone scintigraphy with SPECT/CT.Methods:A total of 93 patients (48 males and 45 females, age 28-84 years) who underwent bone SPECT/CT in the Department of Nuclear Medicine, General Hospital of Northern Theater Command from June 2023 to December 2023 were enrolled retrospectively in this study, with a total of 184 bone lesions (94 benign lesions and 90 metastatic tumors). The MT-UNet was employed to segment bone lesions in SPECT, CT and SPECT/CT images respectively. Comparative analysis with 8 segmentation models was performed. The training set and validation set were divided by using 5-fold cross-validation and transfer learning was introduced to further enhance the robustness of the model. An additional cohort of 22 patients (15 males and 7 females, age 37-87 years) who received bone SPECT/CT in the Department of Nuclear Medicine, General Hospital of Northern Theater Command from April 2023 to May 2023 were included, comprising 40 bone lesions (22 benign lesions and 18 metastatic tumors) as the test set of MT-UNet. Segmentation performance of different models was assessed using accuracy, sensitivity, specificity, AUC, intersection over union and Dice similarity coefficient (DSC). Delong test was used to compare the segmentation efficacy among different models in the test set.Results:In the validation set, MT-UNet demonstrated DSC of 0.940, 0.962, and 0.963 for SPECT, CT, and SPECT/CT bone lesion segmentation, respectively, which were outperformed other models. Following transfer learning implementation, the SPECT/CT model′s DSC was improved to 0.984. In the test set, MT-UNet maintained comparable segmentation performance to the validation set, with significant AUC differences among the three models ( Z values: from -15.42 to -9.27, all P<0.01). Compared with conventional image interpretation, MT-UNet-based segmentation reduced physician interpretation time from 164min to 102min. Conclusion:MT-UNet has shown good performance in automatic segmentation of bone metastases and benign bone lesions, and is expected to become an important part of SPECT/CT image intelligent diagnosis system for bone metastases.
2.Torso Simulation Research on Electromagnetic Compatibility of Implantable Neurostimulator.
Qifei LI ; Weiming WANG ; Weiqiang ZHANG ; Linzhi DAI ; Jiawei LIU
Chinese Journal of Medical Instrumentation 2025;49(2):212-218
In the YY 0989.3-2023 standard, clause 27.106 specifies the protection test against electromagnetic interference, but it only briefly describes the test level for electromagnetic exposure, and does not detail the parameters of the torso. This study aims to explore the internal field distribution for different torso parameters under electromagnetic exposure, and explore the patterns of field distribution through modeling and simulation. The results indicate that the parameters of the torso significantly affect the internal field distribution. The findings of this study provide a basis and reference for the electromagnetic compatibility test for implantable neurostimulator products.
Electromagnetic Fields
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Implantable Neurostimulators
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Computer Simulation
3.A automatic segmentation model of bone lesion in bone SPECT/CT based on deep learning
Xueting WANG ; Weiming XIE ; Yujia MIAO ; Zhaomin YAO ; Yingxin DAI ; Fengmin LIU ; Guoxiu LU ; Guoxu ZHANG ; Zhiguo WANG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(11):666-671
Objective:To develop a deep learning-based segmentation model MT-UNet to automatically segment bone metastases and benign bone lesions in bone scintigraphy with SPECT/CT.Methods:A total of 93 patients (48 males and 45 females, age 28-84 years) who underwent bone SPECT/CT in the Department of Nuclear Medicine, General Hospital of Northern Theater Command from June 2023 to December 2023 were enrolled retrospectively in this study, with a total of 184 bone lesions (94 benign lesions and 90 metastatic tumors). The MT-UNet was employed to segment bone lesions in SPECT, CT and SPECT/CT images respectively. Comparative analysis with 8 segmentation models was performed. The training set and validation set were divided by using 5-fold cross-validation and transfer learning was introduced to further enhance the robustness of the model. An additional cohort of 22 patients (15 males and 7 females, age 37-87 years) who received bone SPECT/CT in the Department of Nuclear Medicine, General Hospital of Northern Theater Command from April 2023 to May 2023 were included, comprising 40 bone lesions (22 benign lesions and 18 metastatic tumors) as the test set of MT-UNet. Segmentation performance of different models was assessed using accuracy, sensitivity, specificity, AUC, intersection over union and Dice similarity coefficient (DSC). Delong test was used to compare the segmentation efficacy among different models in the test set.Results:In the validation set, MT-UNet demonstrated DSC of 0.940, 0.962, and 0.963 for SPECT, CT, and SPECT/CT bone lesion segmentation, respectively, which were outperformed other models. Following transfer learning implementation, the SPECT/CT model′s DSC was improved to 0.984. In the test set, MT-UNet maintained comparable segmentation performance to the validation set, with significant AUC differences among the three models ( Z values: from -15.42 to -9.27, all P<0.01). Compared with conventional image interpretation, MT-UNet-based segmentation reduced physician interpretation time from 164min to 102min. Conclusion:MT-UNet has shown good performance in automatic segmentation of bone metastases and benign bone lesions, and is expected to become an important part of SPECT/CT image intelligent diagnosis system for bone metastases.
4.Comparison of flexible terminal suction ureteral access sheath versus negative pressure ureteral access sheath in the treatment of kidney stones with diameter<2 cm
Jianhang DAI ; Yunxin XIAO ; Weiming YANG ; Kaixuan CUI ; Chengjie ZHANG ; Guangyao CHEN
Journal of Modern Urology 2024;29(5):417-420
Objective To compare the safety and efficacy of flexible terminal suction ureteral access sheath(FTS-UAS)and negative pressure ureteral access sheath(NPUAS)in flexible ureteroscopic lithotripsy with holmium laser in treatment of renal calculi less than 2 cm in diameter.Methods A total of 68 patients(largest diameter of stone<2 cm)with renal calculi treated in Yangjiang Hospital Affiliated to Guangdong Medical University during Nov.2022 and Aug.2023 were divided into FTS-UAS group(n=34)and NPUAS group(n=34)according to different surgical methods.The perioperative parameters and stone-free rate(SFR)were compared between the two groups.Results The average SFR on the first day after operation was significantly higher in the FTS-UAS group than in the NPUAS group[85.3%(29/34)vs.61.8%(21/34),P=0.028].The operation time was significantly lower in the FTS-UAS group than in the NPUAS group[(65.85±13.16)min vs.(75.59±20.21)min,P=0.022].For lower calyceal renal calculi,the SFR was significantly higher in the FTS-UAS group than in the NPUAS group[82.4%(14/17)vs.43.8%(7/16),P=0.032].One month after operation,the SFR was higher in the FTS-UAS group than in the NPUAS group[94.1%(32/34)vs.85.3%(29/34),P=0.452].There were no significant differences in hemoglobin reduction,serum creatinine level,postoperative complications,hospital stay and hospitalization costs between the two groups(P>0.05).Conclusion FTS-UAS in flexible ureteroscopic lithotripsy can shorten the operation time and improve stone-clearance rate,which is safe,effective,and worthy of clinical promotion.
5.Association between liver sinusoidal endothelial cells and liver fibrosis
Weiming DAI ; Lungen LU ; Xiaobo CAI
Journal of Clinical Hepatology 2023;39(2):419-423
Liver sinusoidal endothelial cells (LSECs) are crucial to the maintenance of hepatic homeostasis under physiologic conditions, while under the conditions of pathological liver damage, LSEC can respond to the damage by changing their structure through the process called capillarization, thereby aggravating liver damage. In addition, the interaction between LSEC and other cells in the liver plays a certain role in the development and progression of liver fibrosis, especially the interaction between LSEC and hepatic stellate cells, which are the primary effector cells of liver fibrosis. This article mainly elaborates on the role of LSEC in the development and progression of liver fibrosis during chronic liver injury.
6.Clinical evidence-based guideline for the diagnosis and treatment of anterior cruciate ligament injury (2022 version)
Lunhao BAI ; Jiwu CHEN ; Jian CHEN ; Dongyang CHEN ; Xuesong DAI ; Zhenpeng GUAN ; Shengwei HE ; Jia JIANG ; Qing JIANG ; Hai LAN ; Ting LI ; Ning LIU ; Wei LU ; Yi QIAO ; Luning SUN ; Weiguo WANG ; Weiming WANG ; Bin XU ; Honggang XU ; Yongsheng XU ; Wenfeng XIAO ; Liang YANG ; Hongbo YOU ; Jiakuo YU ; Tengbo YU ; Xintao ZHANG ; Hui ZHANG ; Song ZHAO ; Weihong ZHU ; Jinzhong ZHAO
Chinese Journal of Trauma 2022;38(6):492-503
The anterior cruciate ligament (ACL) injury is a common sports injury that has a significant impact on knee function and patients′ mobility. With the popularity of national fitness campaign in China, the incidence of ACL injury is increasing year by year. Currently, there still lacks clinical standards or guidelines on how to choose appropriate treatment methods, surgical plans and rehabilitation protocols for ACL injury. In order to timely reflect the new treatment concept of ACL injury, standardize its diagnosis and treatment and improve the curative effect, the Sports Medicine Society of Chinese Research Hospital Association and the Editorial Board of Chinese Journal of Trauma organized domestic orthopedic and sports medicine experts to formulate the "clinical evidence-based guideline for the diagnosis and treatment of anterior cruciate ligament injury (2022 version)" based on the level of evidence-based medicine and in compliance with the principle of scientificity, practicability and advancement. The present guideline includes 12 recommendations for the diagnosis, treatment and rehabilitation of ACL injury in order to provide guidance and assistance for the clinical diagnosis and treatment of ACL injury in China.
7.The roles of two HIV self-testing models in promoting HIV-testing among men who have sex with men
Yi ZHOU ; Dan WU ; Weiming TANG ; Xiaofeng LI ; Shanzi HUANG ; Yawei LIU ; Xi HE ; Ying LU ; Yuxin NI ; Jiarun LI ; Wencan DAI
Chinese Journal of Epidemiology 2021;42(2):263-268
Objective:To evaluate the roles between two different HIV self-testing models in promoting HIV-testing among men who have sex with men (MSM).Methods:This paper focuses on two HIV self-testing service models. The first; is the online self-testing model (HIV self-testing conventional model) with the sexual health promotion network platform. The other one is an innovative HIV self-testing model (secondary distribution model), based on the previous program. The two different self-testing models, including the number of indexes and alters, the positive rate, and the demographics of indexes and alters, are compared. The influence of volunteers with or without leadership on the number of HIV self-test kits distributed or self-use is analyzed through the leadership survey scale.Results:The return rates of HIV self-testing results in the two models are 94.7%(323/341) and 99.2%(1 141/1 150), respectively, within 30 days. The proportion of alters in the secondary distribution is significantly higher (45.9%,281/612) than the conventional HIV self-testing (6.3%,20/318). In the secondary distribution model, the difference between the number of indexes and alters indicators including age, marital status, residence, sex orientation, anal sex with men in the past six months, and HIV test are statistically significant ( χ 2 test, all P<0.05). The opinion leader of MSM has significantly impacted the promotion of HIV self-testing ( P<0.05). Conclusions:Both models can promote HIV self-testing, result return, and HIV positive detection among MSM. In terms of expanding the testing and detection of HIV positive, the secondary distribution mode shows more obvious advantages, which significantly promotes a large number of MSM who have never been tested for HIV to undergo HIV testing. Influential indexes have a significant effect on increasing the HIV testing rate and promoting HIV testing among MSM.
8.Cost-effectiveness of HIV self-testing strategy in men who have sex with men
Shanzi HUANG ; Wencan DAI ; Xiaofeng LI ; Xiaohui JIANG ; Weiming TANG ; Yi ZHOU
Chinese Journal of Epidemiology 2020;41(5):753-757
Objective:To analyze the cost-effectiveness and willingness-to-pay of HIV self-testing (HIVST) strategy and facility-based HIV rapid testing (HIV-RDT) strategy in men who have sex with men (MSM) in Zhuhai, and provide scientific evidence for making health policy.Methods:From the perspective of health service providers, the data of the costs and effectiveness of two HIV testing strategies in MSM in Zhuhai during January-September 2019 were collected, and a decision-tree model of cohort of 10 000 MSM was constructed by using software TreeAge Pro 2019 to measure the cost-effectiveness ratio (CER) and the incremental cost-effectiveness ratio (ICER). One-way and probability sensitivity analysis was performed for the uncertainty of the parameters in the model, and the cost-effectiveness and affordability curve was introduced to estimate the affordability of two strategies.Results:After the mobilization of MSM community-based organization through Internet and social media, 2 303 MSM had HIVST, in whom 33 were HIV positive (1.7%), and 816 MSM received HIV-RDT, in whom 35 were HIV positive (4.3%). The cost for per screening was 60.45 yuan and 240.43 yuan (RMB) respectively, and the cost for per positive screening was 4 218 yuan and 5 606 yuan (RMB) rerspectively. The results of the decision-tree model showed that the mean cost for a MSM using HIVST and using HIV-RDT was 44.67 yuan and 148.42 yuan (RMB) respectively, and the ICER was negative. HIVST strategy was a more cost-effective option when the willing-to-pay was below 6 528 yuan (RMB) for per positive screening, and HIV-RDT strategy was a more cost-effective option when the investment was higher than 6 528 yuan (RMB).Conclusion:HIVST strategy in Zhuhai is a public health project with economic value, and policy makers should strengthen the support to MSM community-based organization to promote the application of HIVST among MSM.
9.Analysis on risk factors associated with early postoperative complications after laparoscopic total proctocolectomy plus ileal pouch anal anastomosis for ulcerative colitis patients
Xujie DAI ; Jianfeng GONG ; Weiming ZHU
Chinese Journal of Inflammatory Bowel Diseases 2020;04(2):109-113
Objective:To investigate the risk factors associated with early postoperative complications (within 30 days) after laparoscopic total proctocolectomy (TPC) plus ileal pouch anal anastomosis (IPAA) for patients with ulcerative colitis (UC) .Methods:Clinical data of UC patients undergoing laparoscopic TPC+IPAA treatment from January 2014 to June 2018 at the Inflammatory Bowel Disease Treatment Center, General Hospital of Eastern Theater Command were retrospectively collected. The patients were grouped according to whether complications occurred within 30 days after the operation. The occurrence of early postoperative complications and associated risk factors were analyzed by univariate and multivariate methods.Results:A total of 132 patients were enrolled, including 70 males and 62 females with median age of 42 (16 to 72) years old. Sixty cases of postoperative complications were found in 41 (31.1%) patients, including pouch bleeding occurred (9 cases, 6.8%) , pouch-associated leakage and abdominal or pelvic infection (10 cases, 7.6%) , small bowel obstruction (13 cases, 9.8%) , postoperative delayed gastric emptying (15 cases, 11.4%) , and operative incision infection and pulmonary infection (13 cases, 9.8%) . Preoperative albumin level <35.0 g/L ( P=0.012) and preoperative glucocorticoids usage ≥ 20 mg/d >6 weeks ( P=0.030) were independent risk factors of early postoperative complications. Conclusions:Laparoscopic TPC+IPAA is a safe and effective method in the treatment of patients with ulcerative colitis. Whenever possible, preoperative optimization including increasing the level of preoperative albumin and weaning off corticosteroids will be beneficial to reduce the above morbidity. A two-stage surgery does not increase the risk of postoperative complications.
10.Analysis on risk factors associated with early postoperative complications after laparoscopic total proctocolectomy plus ileal pouch anal anastomosis for ulcerative colitis patients
Xujie DAI ; Jianfeng GONG ; Weiming ZHU
Chinese Journal of Inflammatory Bowel Diseases 2020;04(2):109-113
Objective:To investigate the risk factors associated with early postoperative complications (within 30 days) after laparoscopic total proctocolectomy (TPC) plus ileal pouch anal anastomosis (IPAA) for patients with ulcerative colitis (UC) .Methods:Clinical data of UC patients undergoing laparoscopic TPC+IPAA treatment from January 2014 to June 2018 at the Inflammatory Bowel Disease Treatment Center, General Hospital of Eastern Theater Command were retrospectively collected. The patients were grouped according to whether complications occurred within 30 days after the operation. The occurrence of early postoperative complications and associated risk factors were analyzed by univariate and multivariate methods.Results:A total of 132 patients were enrolled, including 70 males and 62 females with median age of 42 (16 to 72) years old. Sixty cases of postoperative complications were found in 41 (31.1%) patients, including pouch bleeding occurred (9 cases, 6.8%) , pouch-associated leakage and abdominal or pelvic infection (10 cases, 7.6%) , small bowel obstruction (13 cases, 9.8%) , postoperative delayed gastric emptying (15 cases, 11.4%) , and operative incision infection and pulmonary infection (13 cases, 9.8%) . Preoperative albumin level <35.0 g/L ( P=0.012) and preoperative glucocorticoids usage ≥ 20 mg/d >6 weeks ( P=0.030) were independent risk factors of early postoperative complications. Conclusions:Laparoscopic TPC+IPAA is a safe and effective method in the treatment of patients with ulcerative colitis. Whenever possible, preoperative optimization including increasing the level of preoperative albumin and weaning off corticosteroids will be beneficial to reduce the above morbidity. A two-stage surgery does not increase the risk of postoperative complications.

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