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.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.
6.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.
7.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.
8.Occupational classification and core competencies of rehabilitation-therapy professionals
Dunwu XIAO ; Yubo WANG ; Chen LI ; Yufei JI ; Limin LIAO
Chinese Journal of Rehabilitation Theory and Practice 2024;30(10):1160-1171
Objective To investigate the international occupational classification of rehabilitation-therapy professionals,and analyze the core competencies,to improve the occupational system of rehabilitation-therapy professionals in China. Methods According to Standard Country or Area Codes for Statistical Use that prepared by the Statistics Division of the United Nations and Human Development Index of each country or area,the occupational classification of rehabil-itation-therapy professionals in the International Labour Organization(ILO)and 17 typical countries or areas was compared,and rehabilitation competency framework(RCF)was used to analyze the core competencies. Results The occupational classification or similar documents of ILO and 15 countries or areas were obtained.Except China categorizing rehabilitation-therapy professionals as technicians,all the documents set detailed occupations of rehabilitation-therapy professionals such as physical therapist and speech therapist as formal full-time occupa-tion;and ILO and 14 countries or areas defined these detailed occupations as professional occupation.The core competencies of technicians only involved a very small number of competencies and activities in RCF,while the core competencies of detailed occupations of rehabilitation-therapy professionals covered the vast majority of competencies and activities in RCF.There were differences in RCF competencies and activities involved in the core competencies of detailed occupations of rehabilitation-therapy professionals. Conclusion The core competencies are different between rehabilitation-therapy professionals and technicians,and among different detailed occupations of rehabilitation-therapy professionals.It is important for China to establish the detailed occupations of rehabilitation-therapy professionals as formal full-time occupation.The education re-lated to therapy and rehabilitation in China is gradually aligning with international standards,legislation on occu-pational qualification admission for rehabilitation-therapy professionals should be carried out,and make the reha-bilitation-therapy professionals to be professional occupation.
9.Analysis on the use of HIV post-exposure prophylaxis and related factors in men who have sex with men in Qingdao
Rong SU ; Limin ZHU ; Guihua HUANG ; Peilong LI ; Lin GE ; Meizhen LIAO ; Yong FU ; Xin SONG ; Dongmin LI
Chinese Journal of Epidemiology 2024;45(1):134-138
Objective:To understand the use of post-exposure prophylaxis (PEP) and analyze related factors among men who have sex with men (MSM) in Qingdao, and provide a reference for the AIDS prevention and control in this population.Methods:A cross-sectional survey conducted from April 2022 to February 2023. Relying on MSM social groups in Qingdao, a snowball sampling method was applied to recruit research subjects who met the inclusion criteria of age ≥18 years old, having had homosexual anal or oral sex in the past six months, and HIV-negative or infection status unknown. The sample size was estimated at 566. Data on demographic characteristics, sexual behavior characteristics, PEP use, and others of the research subjects was collected through on-site questionnaires. The logistic regression model was used to analyze the factors associated with using PEP.Results:A total of 811 participants were recruited, mainly aged 25-34 (53.6%, 435/811), unmarried (74.7%, 606/811), with an average monthly income of ≥5 000 yuan (52.2%, 423/811), and having lived in Qingdao for ≥10 years (75.6%, 613/811). The proportion of those who knew the HIV status of their sexual partners in the last six months was 67.1% (544/811), and those with HIV-positive partners were 3.6% (29/811). In the last six months, the proportion of participants who had group sex (86.4%, 701/811), unprotected anal sex (98.2%, 796/811), and use of club drugs (80.3%, 651/811) was high. Moreover, 28.4% (230/811) had used PEP. The multivariate logistic regression analysis showed that the factors related to the use of PEP included divorced or widowed (a OR=5.46,95% CI:1.96-15.17), average monthly income ≥5 000 yuan (a OR=2.04,95% CI:1.44-2.89), same-sex sexual orientation (a OR=0.40,95% CI:0.22-0.71), having HIV-positive sexual partners in the last six months (a OR=2.54,95% CI:1.13-5.71) and having been tested for HIV ≥3 times in the last six months (a OR=1.46,95% CI:1.04-2.06). Conclusions:The prevalence of risk behaviors among MSM in Qingdao was high, and the use of PEP was low. In the future, it is essential to increase HIV/AIDS prevention education among MSM, promote MSM to know the HIV status of their sexual partners, and reduce the prevalence of risk behaviors among this population. Additionally, explore medical insurance reimbursement plans for PEP to reduce utilization costs and promote the use of PEP by MSM after HIV exposure occurs as soon as possible.
10.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.

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