1.Real-Time Typical Urodynamic Signal Recognition System Using Deep Learning
Xin LIU ; Ping ZHONG ; Di CHEN ; Limin LIAO
International Neurourology Journal 2025;29(1):40-47
Purpose:
Gold-standard urodynamic examination is widely used in the diagnosis and treatment of lower urinary tract dysfunction. The purpose of urodynamic quality control is to standardize urodynamic examination and ensure its clinical reference value. In our study, we attempted to use a deep learning (DL) algorithm model, mainly for the recognition of typical urodynamic signal, to help physicians complete high-quality urodynamic examinations.
Methods:
Urodynamic image data from 2 cohorts of adult patients with neurogenic bladder were used: (1) 300 patients with neurogenic bladder in our center from 2012 to 2018 (1,960 images used to train and validate the DL model); and (2) 100 patients with neurogenic bladder from 2020 to 2021 (695 images used to test the performance of the DL model). This resulted in a total of 2,655 images to train, validate and test the DL algorithm to predict the urdynamic signals.
Results:
Yolov5l had the best detection performance and the highest comprehensive index score (F1, 0.81; mean average precision, 0.83). Our study is a retrospective single-center study, and the generalization ability of the model has not been verified.
Conclusions
DL algorithms can help operators identify typical urodynamic signals in real time, improve the interpretation and quality of urodynamic examination, and benefit patients.
2.Real-Time Typical Urodynamic Signal Recognition System Using Deep Learning
Xin LIU ; Ping ZHONG ; Di CHEN ; Limin LIAO
International Neurourology Journal 2025;29(1):40-47
Purpose:
Gold-standard urodynamic examination is widely used in the diagnosis and treatment of lower urinary tract dysfunction. The purpose of urodynamic quality control is to standardize urodynamic examination and ensure its clinical reference value. In our study, we attempted to use a deep learning (DL) algorithm model, mainly for the recognition of typical urodynamic signal, to help physicians complete high-quality urodynamic examinations.
Methods:
Urodynamic image data from 2 cohorts of adult patients with neurogenic bladder were used: (1) 300 patients with neurogenic bladder in our center from 2012 to 2018 (1,960 images used to train and validate the DL model); and (2) 100 patients with neurogenic bladder from 2020 to 2021 (695 images used to test the performance of the DL model). This resulted in a total of 2,655 images to train, validate and test the DL algorithm to predict the urdynamic signals.
Results:
Yolov5l had the best detection performance and the highest comprehensive index score (F1, 0.81; mean average precision, 0.83). Our study is a retrospective single-center study, and the generalization ability of the model has not been verified.
Conclusions
DL algorithms can help operators identify typical urodynamic signals in real time, improve the interpretation and quality of urodynamic examination, and benefit patients.
3.Real-Time Typical Urodynamic Signal Recognition System Using Deep Learning
Xin LIU ; Ping ZHONG ; Di CHEN ; Limin LIAO
International Neurourology Journal 2025;29(1):40-47
Purpose:
Gold-standard urodynamic examination is widely used in the diagnosis and treatment of lower urinary tract dysfunction. The purpose of urodynamic quality control is to standardize urodynamic examination and ensure its clinical reference value. In our study, we attempted to use a deep learning (DL) algorithm model, mainly for the recognition of typical urodynamic signal, to help physicians complete high-quality urodynamic examinations.
Methods:
Urodynamic image data from 2 cohorts of adult patients with neurogenic bladder were used: (1) 300 patients with neurogenic bladder in our center from 2012 to 2018 (1,960 images used to train and validate the DL model); and (2) 100 patients with neurogenic bladder from 2020 to 2021 (695 images used to test the performance of the DL model). This resulted in a total of 2,655 images to train, validate and test the DL algorithm to predict the urdynamic signals.
Results:
Yolov5l had the best detection performance and the highest comprehensive index score (F1, 0.81; mean average precision, 0.83). Our study is a retrospective single-center study, and the generalization ability of the model has not been verified.
Conclusions
DL algorithms can help operators identify typical urodynamic signals in real time, improve the interpretation and quality of urodynamic examination, and benefit patients.
4.Clinical guidelines for the treatment of ankylosing spondylitis combined with lower cervical fracture in adults (version 2024)
Qingde WANG ; Yuan HE ; Bohua CHEN ; Tongwei CHU ; Jinpeng DU ; Jian DONG ; Haoyu FENG ; Shunwu FAN ; Shiqing FENG ; Yanzheng GAO ; Zhong GUAN ; Hua GUO ; Yong HAI ; Lijun HE ; Dianming JIANG ; Jianyuan JIANG ; Bin LIN ; Bin LIU ; Baoge LIU ; Chunde LI ; Fang LI ; Feng LI ; Guohua LYU ; Li LI ; Qi LIAO ; Weishi LI ; Xiaoguang LIU ; Hongjian LIU ; Yong LIU ; Zhongjun LIU ; Shibao LU ; Yong QIU ; Limin RONG ; Yong SHEN ; Huiyong SHEN ; Jun SHU ; Yueming SONG ; Tiansheng SUN ; Yan WANG ; Zhe WANG ; Zheng WANG ; Hong XIA ; Guoyong YIN ; Jinglong YAN ; Wen YUAN ; Zhaoming YE ; Jie ZHAO ; Jianguo ZHANG ; Yue ZHU ; Yingjie ZHOU ; Zhongmin ZHANG ; Wei MEI ; Dingjun HAO ; Baorong HE
Chinese Journal of Trauma 2024;40(2):97-106
Ankylosing spondylitis (AS) combined with lower cervical fracture is often categorized into unstable fracture, with a high incidence of neurological injury and a high rate of disability and morbidity. As factors such as shoulder occlusion may affect the accuracy of X-ray imaging diagnosis, it is often easily misdiagnosed at the primary diagnosis. Non-operative treatment has complications such as bone nonunion and the possibility of secondary neurological damage, while the timing, access and choice of surgical treatment are still controversial. Currently, there are no clinical practice guidelines for the treatment of AS combined with lower cervical fracture with or without dislocation. To this end, the Spinal Trauma Group of Orthopedics Branch of Chinese Medical Doctor Association organized experts to formulate Clinical guidelines for the treatment of ankylosing spondylitis combined with lower cervical fracture in adults ( version 2024) in accordance with the principles of evidence-based medicine, scientificity and practicality, in which 11 recommendations were put forward in terms of the diagnosis, imaging evaluation, typing and treatment, etc, to provide guidance for the diagnosis and treatment of AS combined with lower cervical fracture.
5.Predilection site and risk factor of second primary cancer: A pan-cancer analysis based on the SEER database.
Shan XIONG ; Hengrui LIANG ; Peng LIANG ; Xiuyu CAI ; Caichen LI ; Ran ZHONG ; Jianfu LI ; Bo CHENG ; Feng ZHU ; Limin OU ; Zisheng CHEN ; Yi ZHAO ; Hongsheng DENG ; Zhuxing CHEN ; Zhichao LIU ; Zhanhong XIE ; Feng LI ; Jianxing HE ; Wenhua LIANG
Chinese Medical Journal 2023;136(12):1500-1502
6.Clinical guideline for diagnosis and treatment of adult ankylosing spondylitis combined with thoracolumbar fracture (version 2023)
Jianan ZHANG ; Bohua CHEN ; Tongwei CHU ; Yirui CHEN ; Jian DONG ; Haoyu FENG ; Shunwu FAN ; Shiqing FENG ; Yanzheng GAO ; Zhong GUAN ; Yong HAI ; Lijun HE ; Yuan HE ; Dianming JIANG ; Jianyuan JIANG ; Bin LIN ; Bin LIU ; Baoge LIU ; Dechun LI ; Fang LI ; Feng LI ; Guohua LYU ; Li LI ; Qi LIAO ; Weishi LI ; Xiaoguang LIU ; Yong LIU ; Zhongjun LIU ; Shibao LU ; Wei MEI ; Yong QIU ; Limin RONG ; Yong SHEN ; Huiyong SHEN ; Jun SHU ; Yueming SONG ; Honghui SUN ; Tiansheng SUN ; Yan WANG ; Zhe WANG ; Zheng WANG ; Yongming XI ; Hong XIA ; Jinglong YAN ; Liang YAN ; Wen YUAN ; Gang ZHAO ; Jie ZHAO ; Jianguo ZHANG ; Xiaozhong ZHOU ; Yue ZHU ; Yingze ZHANG ; Dingjun HAO ; Baorong HE
Chinese Journal of Trauma 2023;39(3):204-213
Ankylosing spondylitis (AS) combined with spinal fractures with thoracic and lumbar fracture as the most common type shows characteristics of unstable fracture, high incidence of nerve injury, high mortality and high disability rate. The diagnosis may be missed because it is mostly caused by low-energy injury, when spinal rigidity and osteoporosis have a great impact on the accuracy of imaging examination. At the same time, the treatment choices are controversial, with no relevant specifications. Non-operative treatments can easily lead to bone nonunion, pseudoarthrosis and delayed nerve injury, while surgeries may be failed due to internal fixation failure. At present, there are no evidence-based guidelines for the diagnosis and treatment of AS combined with thoracic and lumbar fracture. In this context, the Spinal Trauma Academic Group of Orthopedics Branch of Chinese Medical Doctor Association organized experts to formulate the Clinical guideline for the diagnosis and treatment of adult ankylosing spondylitis combined with thoracolumbar fracture ( version 2023) by following the principles of evidence-based medicine and systematically review related literatures. Ten recommendations on the diagnosis, imaging evaluation, classification and treatment of AS combined with thoracic and lumbar fracture were put forward, aiming to standardize the clinical diagnosis and treatment of such disorder.
7.Evidence-based guideline for clinical diagnosis and treatment of acute combination fractures of the atlas and axis in adults (version 2023)
Yukun DU ; Dageng HUANG ; Wei TIAN ; Dingjun HAO ; Yongming XI ; Baorong HE ; Bohua CHEN ; Tongwei CHU ; Jian DONG ; Jun DONG ; Haoyu FENG ; Shunwu FAN ; Shiqing FENG ; Yanzheng GAO ; Zhong GUAN ; Yong HAI ; Lijun HE ; Yuan HE ; Dianming JIANG ; Jianyuan JIANG ; Weiqing KONG ; Bin LIN ; Bin LIU ; Baoge LIU ; Chunde LI ; Fang LI ; Feng LI ; Guohua LYU ; Li LI ; Qi LIAO ; Weishi LI ; Xiaoguang LIU ; Yong LIU ; Zhongjun LIU ; Shibao LU ; Fei LUO ; Jianyi LI ; Yong QIU ; Limin RONG ; Yong SHEN ; Huiyong SHEN ; Jun SHU ; Yueming SONG ; Tiansheng SUN ; Jiang SHAO ; Jiwei TIAN ; Yan WANG ; Zhe WANG ; Zheng WANG ; Xiangyang WANG ; Hong XIA ; Jinglong YAN ; Liang YAN ; Wen YUAN ; Jie ZHAO ; Jianguo ZHANG ; Yue ZHU ; Xuhui ZHOU ; Mingwei ZHAO
Chinese Journal of Trauma 2023;39(4):299-308
The acute combination fractures of the atlas and axis in adults have a higher rate of neurological injury and early death compared with atlas or axial fractures alone. Currently, the diagnosis and treatment choices of acute combination fractures of the atlas and axis in adults are controversial because of the lack of standards for implementation. Non-operative treatments have a high incidence of bone nonunion and complications, while surgeries may easily lead to the injury of the vertebral artery, spinal cord and nerve root. At present, there are no evidence-based Chinese guidelines for the diagnosis and treatment of acute combination fractures of the atlas and axis in adults. To provide orthopedic surgeons with the most up-to-date and effective information in treating acute combination fractures of the atlas and axis in adults, the Spinal Trauma Group of Orthopedic Branch of Chinese Medical Doctor Association organized experts in the field of spinal trauma to develop the Evidence-based guideline for clinical diagnosis and treatment of acute combination fractures of the atlas and axis in adults ( version 2023) by referring to the "Management of acute combination fractures of the atlas and axis in adults" published by American Association of Neurological Surgeons (AANS)/Congress of Neurological Surgeons (CNS) in 2013 and the relevant Chinese and English literatures. Ten recommendations were made concerning the radiological diagnosis, stability judgment, treatment rules, treatment options and complications based on medical evidence, aiming to provide a reference for the diagnosis and treatment of acute combination fractures of the atlas and axis in adults.
8.Clinical guideline for surgical treatment of symptomatic chronic osteoporotic vertebral fractures
Bohua CHEN ; Qixin CHEN ; Liming CHENG ; Tongwei CHU ; Zhongliang DENG ; Jian DONG ; Haoyu FENG ; Shiqing FENG ; Shunwu FAN ; Yanzheng GAO ; Zhong GUAN ; Yong HAI ; Dingjun HAO ; Baorong HE ; Dianming JIANG ; Jianyuan JIANG ; Chunde LI ; Fang LI ; Feng LI ; Li LI ; Weishi LI ; Zhongshi LI ; Qi LIAO ; Bin LIU ; Guodong LIU ; Xiaoguang LIU ; Zhongjun LIU ; Shibao LU ; Xinlong MA ; Limin RONG ; Huiyong SHEN ; Yong SHEN ; Jun SHU ; Yueming SONG ; Tiansheng SUN ; Jiwei TIAN ; Huan WANG ; Hong XIA ; Jianzhong XU ; Zhengwei XU ; Huilin YANG ; Jie ZHAO ; Yue ZHOU ; Yue ZHU
Chinese Journal of Trauma 2020;36(7):577-586
According to the pathological characteristics of symptomatic chronic thoracic and lumbar osteoporotic vertebral fracture (SCOVF), the different clinical treatment methods are selected, including vertebral augmentation, anterior-posterior fixation and fusion, posterior decompression fixation and fusion, and posterior correction osteotomy. However, there is still a lack of a unified understanding on how to choose appropriate treatment method for SCOVF. In order to reflect the new treatment concept and the evidence-based medicine progress of SCOVF in a timely manner and standardize its treatment, the clinical guideline for surgical treatment of SCOVF is formulated in compliance with the principle of scientificity, practicability and advancement and based on the level of evidence-based medicine.
9.Safety and efficacy of sacral neuromodulation therapy for lower urinary tract dysfunction in elderly people: A multicenter study
Xiaodong LIU ; Jiawen WANG ; Lingfeng MENG ; Wei ZHANG ; Guanghui DU ; Qing LING ; Xiaodong ZHANG ; Peng ZHANG ; Zhongqing WEI ; Baixin SHEN ; Limin LIAO ; Guoqing CHEN ; Hong SHEN ; Deyi LUO ; Zhihui XU ; Jianwei LYU ; Jiayi LI ; Tie ZHONG ; Qi CHEN ; Wei WEN ; Yaoguang ZHANG
Chinese Journal of Geriatrics 2020;39(4):418-423
Objective:To investigate the safety and efficacy of sacral neuromodulation(SNM)therapy for the treatment of lower urinary tract dysfunction(LUTD)in elderly patients.Methods:Clinical data of 91 elderly patients with LUTD from multiple medical institutions who received SNM during the period from January 2012 to December 2016 were retrospectively analyzed.Patients were divided into four groups: the interstitial cystitis(IC)group(n=28), the neurogenic bladder(NB)group(n=36), the overactive bladder syndrome(OAB)group(n=13)and the idiopathic dysuria(ID)group(n=14). Different sets of evaluation parameters were used for different diseases.Patients’ baseline data and data in stage I(test phase)and stage Ⅱ(permanent SNM)were recorded, statistically analyzed and compared.Results:Ninety-one people underwent SNM treatment.Of them, 53 patients received permanent implants(stage Ⅱ), and the total conversion rate of stage I to stage Ⅱ was 58.2%(53/91). Patients receiving permanent implants(stage Ⅱ)had a preoperative period ranging from 3 months to 30 years, and were followed up for 2 to 58 months after treatment, with an average follow-up of 19.6 months.The improvement rates in stage I for urinary urgency, daily urination frequency, daily nocturnal urination frequency, maximum urine volume, daily average urine volume, daily urine leakage frequency, and quality of life score were 35.4%, 31.6%, 33.7%, 32.6%, 49.2%, 43.2% and 13.2%, respectively.The improvement rates in stage Ⅱ for urinary urgency, daily urination frequency, daily nocturnal urination frequency, maximum urine volume, daily average urine volume, daily urine leakage frequency, and quality of life score were 43.2%, 40.0%, 37.8%, 50.5%, 70.5%, 70.4% and 43.2%, respectively.Three adverse events occurred, including 1 case of recurrent symptoms, 1 case of moderate infection, and 1 case of electrical lead dislocation.Conclusions:Sacral nerve stimulation has definitive and consistent curative effects on LUTD in elderly people.The follow-up time should be extended to further study the safety of sacral nerve stimulation.
10.Comparison and differentiation between intrahepatic cholangiocarcinoma and atypical liver abscess in MRI
Bingrong LI ; Yangrui XIAO ; Xiangchao LUO ; Liyan LEI ; Xuemiao ZHAO ; Yi ZHONG ; Limin ZHOU ; Jiansong JI
Chinese Journal of Radiology 2019;53(5):370-374
Objective To access the value of MRI in differential diagnosis between intrahepatic cholangiocarcinoma and atypical hepatic abscess. Methods Retrospectively collecting and analyzing the clinical and MRI imaging data of 19 patients with intrahepatic cholangiocarcinoma (ICC) and 17 patients with atypical hepatic abscess, confirmed by reexamination after anti‐inflammation therapy, surgery or puncture etiology, from June 2011 to July 2018 in Central Hospital of Lishui City.They were divided into ICC and abscess groups.All patients underwent routine liver plain MRI, DWI and contrast‐enhanced MR scan. The MRI features of the two groups (including morphology, boundary, cystic change and necrosis, pseudocapsule, hemorrhage, lipid composition, the signature of lesion in different phases of MRI and surrounding tissue) were studied. Fisher exact test and t test were used. Result This study showed that there was statistical difference between the two groups in the following aspects, the presence of cystic degeneration, the degree of annular enhancement in arterial phase, the homogeneous enhancement in portal venous phase and balanced phase and the central filling enhancement sign (P<0.05).The results showed that necrotic cystic lesion was more common in the abscess group (15/17 cases) than in the ICC group (0/19 cases);in the cases with annular enhancement in arterial phase,the degree of enhancement in the ICC group (13/16 cases) was higher than that in the abscess group (2/9 cases); the enhancement of the central parenchyma of lesion on out‐of‐phase images (1/19 cases) was slower in the ICC group than that in the abscess group (14/17 cases);and the ICC group was likely to present as central filling enhancement compared to the abscess group. Conclusion The presence of cystic lesions in DWI, the enhancement degree of marginal parenchyma, the enhancement speed of central parenchyma and the whole enhancement pattern are essential signs for differentiating intrahepatic cholangiocarcinoma and atypical hepatic abscess. 图1 女,53岁,右肝脓肿.病灶最大径4.0 cm,病灶中的小囊变区在DWI上呈高信号(↑) 图2 女,39岁,右肝脓肿.病灶最大径3.1 cm,病灶中的小囊变区在DWI上呈高信号(↑) 图3 女,66岁,右肝肝内胆管细胞癌(ICC).病灶最大径5.3 cm,横轴面T2WI病灶整体呈不均匀高信号,内见相对更高信号的富黏液区(↑) 图4 男,45岁,右肝ICC.病灶最大径5.8 cm,横轴面T2WI病灶整体呈高低混杂信号,内见散在片状低信号的凝固性坏死区(↑) 图5 与图1为同一患者.横轴面T2WI病灶实质部分呈均匀高信号,小囊变区呈明显高信号(↑) 图6 与图2为同一患者.横轴面T2WI病灶实质部分呈等信号,小囊变区呈明显高信号(↑)图7 与图3为同一患者.增强扫描动脉期横轴面示病灶边缘轻度不规则环形强化 图8 与图4为同一患者.增强扫描动脉期横轴面示病灶强化环有多处中断征象(↑) 图9,10 男,45岁,右肝ICC.病灶最大径5.8 cm,增强扫描动脉期横轴面(图9)示病灶边缘局部显著环形强化,局部强化环明显中断(↑).平衡期横轴面像(图10)示病灶中央有填充强化 图11 与图3,7为同一患者.平衡期横轴面示病灶内富黏液区出现轻微中央填充强化(↑) 图12 与图4、8为同一患者.平衡期横轴面像示病灶中央有填充强化 图13,14 男,59岁,右肝脓肿.病灶最大径4.3 cm,动脉期横轴面像(图13)示脓壁散在强化,周围见片状异常灌注.平衡期横轴面像(图14)示脓壁均匀强化,其内囊变区无强化 图15 与图2,6为同一患者.平衡期横轴面像示脓壁均匀强化呈相对等信号,其内囊变区无强化(↑) 图16 与图1,5为同一患者.平衡期横轴面像示脓壁均匀强化呈相对等信号,其内囊变区无强化(↑)

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