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.Efficacy of implantable neuromuscular electrical stimulation system on stress urinary incontinence model in female rats
Bohong LONG ; Chen LI ; Han DENG ; Haoyu SUN ; Limin LIAO ; Xing LI
Journal of Modern Urology 2025;30(5):438-441
Objective: To investigate the efficacy of implantable neuromuscular electrical stimulation system on stress urinary incontinence (SUI) model in female rats. Methods: A total of 21 female infertile SD rats were randomly divided into the control,sham stimulation,and stimulation groups,with 7 rats in each group.All rats received vaginal dilation (VD) to simulate postpartum SUI.One week after VD,the control group was given normal feeding,stimulators were implanted in the pelvic floor muscles of the sham stimulation and stimulation groups.The sham stimulation group received normal feeding for 2 weeks,and the stimulation group received pelvic floor electrical stimulation (PFES) for 2 consecutive weeks.The leak point pressure (LPP) of each rat was measured with cystometry before VD (baseline value),1 week after VD,and 2 weeks after PFES. Results: In the control group and sham stimulation group,LPP increased after 2 weeks of treatment compared with that after 1 week of VD,but it still did not return to the baseline level (P<0.001).In the stimulation group,after 2 consecutive weeks of PFES,LPP increased significantly compared with that 1 week after VD,and returned to the baseline value (P>0.05).There was no significant difference in the LPP baseline values and levels after 1 week of VD among the 3 groups (P>0.05).The LPP in the stimulation group after 2 weeks of PFES was significantly higher than that in the sham stimulation group and stimulation group (P<0.001). Conclusion: The implantable neuromuscular electrical stimulation system is effective in short-term intervention of SUI in female rats,the further studies are needed to confirm the long-term efficacy and safety of the system,the optimal stimulation sites,optimal stimulation parameters,and potential mechanisms of action.
5.Long-term efficacy of artificial urinary sphincter implantation for post-traumatic urethral injury-related urinary incontinence:a single center retrospective study
Wei GUO ; Fan ZHANG ; Limin LIAO
Journal of Modern Urology 2025;30(12):1033-1037
Objective To investigate the long-term efficacy and postoperative complications of artificial urinary sphincter (AUS) implantation in patients with stress urinary incontinence caused by traumatic urethral injury, so as to provide reference for the treatment of this condition. Methods A retrospective study was conducted on the clinical data of 26 patients treated at our center during Apr.2002 and Dec.2024. All patients had severe persistent urinary incontinence due to traumatic urethral injury and underwent AUS implantation. The daily pad usage and visual analog scale (VAS) scores before surgery and 6 months to 1 year after surgery were compared to evaluate the efficacy. Complications were recorded and analyzed, and the survival was analyzed using the Kaplan-Meier method. Results The patients included 25 males and 1 female, with a mean age (41.8± 16.0) years, median disease duration of 10.0 (2.0,16.0) years and follow-up of (11.7±5.9) years. One month postoperatively, all patients successfully activated the AUS device. At the latest follow-up (Jun.2025),20 devices (including 3 revised) were functioning. The social continence rate was 61.5% (16/26), and complete continence rate 38.5% (10/26). Daily pad usage decreased significantly from a preoperative median of 3.5 (3.0,5.0) pads/day to 0.5 (0,1.0) pads/day (P<0.05). The median VAS score decreased from 8.0 (7.0,8.0) to 1.0 (0,1.0) (P<0.05). Complications occurred in 34.6% (9/26) patients, including urethral erosion (4 cases), fluid leakage (3 cases) and infection (2 cases). There was a significantly difference in age between patients with complications and those without complications [ (33.1±12.3) years vs. (46.4±16.1) years, P<0.05]. The median survival was 16 years, with the 5-year,10-year, and 15-year survival probabilities of 75.8%, 75.8% and 58.3%. Conclusion AUS implantation demonstrates good long-term efficacy and durability, and is a recommended treatment option.
6.Diagnosis and management of diabetes insipidus complicated with upper urinary tract dilatation: a single-center experience
Xuesheng WANG ; Zhonghan ZHOU ; Xing LI ; Xunhua LI ; Limin LIAO
Journal of Modern Urology 2024;29(1):12-17
【Objective】 To investigate the urinary tract characteristics of diabetes insipidus (DI) complicated with upper urinary tract dilatation (UUTD), and to summarize the treatment experience. 【Methods】 The clinical data of 28 DI patients treated in China Rehabilitation Research Center were retrospectively analyzed with UUTD and all urinary tract dysfunction (AUTD) systems to evaluate the urinary tract characteristics. The relevant laboratory results, video-urodynamic recordings (VUDS), UUTD, neurophysiologic tests, treatment regimens and follow-up data were summarized. 【Results】 There were 21 DI cases (75.0%) and 7 cases of DI with neurogenic bladder (NB). Polyuria, polydipsia, urine specific gravity, urine osmotic pressure and water deprivation vasopressin test had diagnostic value for DI. In addition, detailed history, neurological examination, VUDS and neurophysiologic tests had significant diagnostic value for DI with NB. Enterocystoplasty was recommended for 2 DI with NB patients with poor bladder capacity, compliance and renal impairment. For the remaining 26 patients, individualized medication combined with bladder neck incision and appropriate bladder management, including intermittent catheterization, catheter indwelling and regular voiding, achieved satisfactory results. High serum creatinine decreased from (269.8±105.7)μmol/L to (164.4±90.2)μmol/L in 13 patients with abnormal renal function. Forty-eight dilated ureters showed significant improvement in the UUTD grade, and the median grade decreased from 3 to 2. 【Conclusion】 Bladder distension, trabeculation and decreased or absent sensations were common features for DI patients with UUTD. Individualized therapy by medication combined with appropriate bladder management can improve the dilatation and renal function.
7.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.
8.Application of diffusion tensor imaging scanning of conus medullaris in lower urinary tract dysfunction
Haoyu SUN ; Yi GAO ; Juan WU ; Limin LIAO ; Huafang JING ; Siyu ZHANG ; Dong LI ; Chunsheng HAN
Chinese Journal of Rehabilitation Theory and Practice 2024;30(3):333-338
Objective To investigate the signal abnormality of conus medullaris in patients with overactive bladder(OAB)and un-deractive bladder(UAB)by MRI diffusion tensor imaging(DTI). Methods From May,2021 to April,2023,23 patients with lower urinary tract dysfunction without trauma and supraspi-nal lesions were enrolled(case group).All patients underwent imaging urodynamics and pelvic floor electromy-ography.Based on the bladder contraction during the filling phase of urodynamics,the patients were divided into UAB group and OAB group.Eight healthy subjects were included as the control group.All participants under-went T10 to L5 spinal segment MRI scans and DTI scans.The position of conus medullaris was determined by comparing the DTI sequences with the MRI scans.The fractional anisotropy(FA),apparent diffusion coefficient(ADC),and relative anisotropy(RA)of the conus medullaris intermediate segment were compared. Results Twelve cases were in UAB group,and eleven in OAB goup.Abnormalities were found in the pelvic floor elec-tromyography in the case group.There was significant difference in sacral reflex arc nerve conduction testing be-tween UAB and OAB groups(P = 0.036).Compared with the control group,ADC increased(t = 2.185,P = 0.037)in the case group;FA decreased(t = 3.439,P = 0.005)and ADC increased(t = 4.582,P<0.001)in UAB group. Conclusion DTI is helpful to find the potential lesion of spinal cord in patients with lower urinary tract dysfunction.FA and ADC are valuable indicators for the diagnosis of conus medullaris injury.
9.EAU 2024 highlights: advances in urology treatment and diagnosis
Hai HUANG ; Tianlong LUO ; Limin LIAO
Chinese Journal of Urology 2024;45(5):335-338
The 39th annual meeting of the European Association of Urology was successfully held in Paris, France from April 5 to April 8, 2024. This meeting deeply discussed many clinical hotspots and controversial topics in the field of urinary control. This article mainly introduces the diagnosis, treatment and related clinical translation research of lower urinary tract symptoms (LUTS), overactive bladder (OAB), neurourology, and urinary incontinence that were focused on at the conference.
10.Adhere to uphold fundamental principles and break new ground in neuromodulation of lower urinary tract dysfunction
Chinese Journal of Urology 2024;45(9):658-663
Sacral neuromodulation, tibial neuromodulation, and intravesical electrical bladder stimulation are the neuromodulation techniques widely used in the clinical practice of lower urinary tract dysfunction in China, and they are constantly innovated and developed, and various new devices and methods from China are innovated. At the same time, new imaging techniques, near infrared techniques, and their analytical methods are also applied to explore the central mechanism of the therapeutic effectiveness of the various neuromodulation techniques. This article focuses on the current status and progress of the above two aspects of national and international research, emphasizes the need to adhere to uphold fundamental principles and break new ground in the research and practice of neuromodulation of lower urinary tract dysfunction, and elaborates on the prospect of the research on the central mechanism of neuromodulation as well as the challenges that exist.

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