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.Analysis of passive smoking exposure and its influencing factors in non-smokers aged ≥18 in Tianjin
Lili FAN ; Wenlong ZHENG ; Peng XIN ; Jing LI ; Changkun LI ; Limin LI
Chinese Journal of Health Management 2024;18(2):135-140
Objective:To analyze the passive smoking exposure and its influencing factors in non-smokers aged≥18 in Tianjin.Methods:This was a cross-sectional study. Based on the 2018 Tianjin Adults Noncommunicable Disease and Nutrition Surveillance, non-smokers aged≥18 years old at 7 surveillance sites were selected as the research objects, taking 2018 population data of Tianjin as the standard population, the sample data were weighted to analyze the general demographic characteristics, the level of passive smoking exposure, the cognition of tobacco harm, and the influencing factors of passive smoking exposure. Pearson χ 2 test was used to compare the rate between groups, and the influencing factors were analyzed by unconditional logistic regression. Results:After weighted, the passive smoking exposure rate was 51.5%, among non-current smokers, the awareness rates of smoking related lung cancer and passive smoking related adult lung cancer were 83.3% and 80.0%, respectively. The awareness rates of smoking related stroke and passive smoking related heart disease in adults were 61.4% and 66.4%, respectively. The awareness rate that smoking related stroke was higher in the non-passive smoking exposed group than in the secondhand smoke exposed group (62.7% vs 60.3%, P<0.05). There was no statistical difference in the awareness rate of smoking related heart attacks and lung cancer as well as passive smoking related adult heart disease, adult lung cancer, and lung disease in children between the passive smoking exposed group and the non-passive smoking exposed group (all P>0.05). The awareness rate of smoking related three diseases (stroke, heart attack and lung cancer) was 57.9% and the awareness rate of passive smoking related three diseases (heart disease in adults, lung cancer and lung disease in children) was 64.9% in non-current smokers. Among men, undergraduate or above was a protective factor for second-hand smoke exposure. Heads, clerical and related personnel of state organs, party and mass organizations, enterprises and public institutions were risk factors for secondhand smoke exposure. Among women, age ≥60 years and high education were protective factors for secondhand smoke exposure. Conclusions:Non smokers aged 18 and above in Tianjin have a higher level of passive smoking exposure, and the awareness rate of tobacco exposure related cardiovascular diseases is low. In future, the health education of relevant knowledge should be strengthened.
5.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.
6.Effects of Angelicae Sinensis Radix-Paeoniae Radix alba Combined with BM-MSCs Transplantation on Liver Inflammation and Hepatocytes Regeneration in Mice with NASH Related Cirrhosis
Ning YAO ; Yuhan WANG ; Xin WANG ; Fangli YANG ; Xin WANG ; Xiaoning ZUO ; Ying QIN ; Yanqing XIA ; Jinxiao HAN ; Limin TIAN
Chinese Journal of Information on Traditional Chinese Medicine 2024;31(11):129-135
Objective To observe the effects of Angelicae Sinensis Radix-Paeoniae Radix alba combined with bone marrow mesenchymal stem cells(BM-MSCs)transplantation on liver inflammation and hepatocytes regeneration in non-alcoholic steatohepatitis(NASH)associated cirrhosis;To discuss its possible mechanism.Methods West diet combined with carbon tetrachloride was used to prepare the NASH related cirrhosis model.The mice were randomly divided into control group,model group,Angelicae Sinensis Radix-Paeoniae Radix alba group,BM-MSCs group,and Angelicae Sinensis Radix-Paeoniae Radix alba+BM-MSCs group,with 12 mice in each group.After successful modeling,corresponding interventions were given according to grouping for 4 consecutive weeks.HE staining was used to observe the morphology of liver tissue;the contents of serum ALT,AST,TBil,TG,ALB,AFP,as well as the contents of IL-1β,TNF-α and HGF in liver tissue were detected;RT-qPCR was used to detect TLR9,MyD88,TRAF6 and NF-κBp65 mRNA expression in liver cells;primary liver cells were separated,CpG ODN 2216 stimulation was induced in vitro,cells supernatant was extracted,and IL-1β and TNF-α content were detected.Results Compared with the control group,inflammatory cell infiltrated in liver tissue of model group mice,accompanied by hepatocyte necrosis and collagen deposition,forming pseudo lobules;the contents of serum ALT,AST,TBil and TG increased,the content of ALB decreased,the content of HGF in liver tissue decreased,the contents of IL-1β and TNF-α increased,with statistical significance(P<0.05);the mRNA expressions of TLR9,MyD88,TRAF6 and NF-κBp65 in liver cells increased(P<0.05),and the contents of IL-1β and TNF-α in cells supernatant increased after CpG ODN 2216 induction(P<0.05).Compared with the model group,the inflammatory infiltration in liver tissue and necrosis of liver cells were reduced and the degree of liver fibrosis was alleviated in the Angelicae Sinensis Radix-Paeoniae Radix alba+BM-MSCs group,the liver tissue damage in Angelicae Sinensis Radix-Paeoniae Radix alba group and BM-MSCs group were slightly improved;except for the TG content in BM-MSCs group,all detection indicators showed significant improvement in each intervention group(P<0.05).Compared with the Angelicae Sinensis Radix-Paeoniae Radix alba group and BM-MSCs group,the Angelicae Sinensis Radix-Paeoniae Radix alba+BM-MSCs group showed statistical significance in related detection indicators(P<0.05),and demonstrated a synergistic effect.Conclusion Angelicae Sinensis Radix-Paeoniae Radix alba combined with BM-MSCs transplantation could effectively improve the liver function and promote liver cell regeneration.The mechanism is associated with the down-regulation of TLR9/NF-κB signaling pathway expressions and function,the inhibition of inflammatory cytokines secretions,and the improvement of liver inflammatory microenviroment.
7.Expression and diagnostic value of lymphocyte subsets and activation status in non-Hodgkin's lymphoma-associated hemophagocytic lymphohistiocytosis
Guangli YIN ; Jujuan WANG ; Tian TIAN ; Limin DUAN ; Xin GAO ; Ziwei FANG ; Ji XU ; Hongxia QIU ; Lei FAN
Chinese Journal of Hematology 2024;45(8):748-754
Objective:To determine the expression and diagnostic value of peripheral blood lymphocytes and functional activation status in non-Hodgkin lymphoma with hemophagocytic lymphohistiocytosis (NHL-HLH) .Methods:We retrospectively analyzed clinical data from 30 newly diagnosed NHL-HLH patients admitted to Jiangsu Province Hospital from September 2022 to September 2023. We assessed peripheral blood lymphocytes and activation status by flow cytometry. Forty newly diagnosed patients with NHL who received treatment at our hospital during the same period and had lymphocyte and functional activation indexes were selected as the control group. The differences in relative and absolute lymphocyte counts and functional activation indexes between the two groups were compared. The optimal cutoff values for continuous variables were calculated from the receiver operating characteristic curve and logistic regression analysis was used to evaluate the risk factors in NHL patients with HLH.Results:A total of 30 NHL-HLH patients were evaluated, including 12 T-cell lymphoma and 18 B-cell lymphoma patients. Forty individuals were in the control group, which included 19 T-cell lymphoma and 21 B-cell lymphoma patients. The absolute counts of CD3 + T, CD4 + T, CD8 + T, and NK cells, along with the relative count of NK cells, were significantly lower in the HLH group compared with that in the control group (all P values<0.01) . The expression of CD38 and HLA-DR on CD8 + T-cell activated subgroups was significantly higher in the NHL-HLH group compared with that in the control group (CD8 +CD38 +/CD8 + T expression median: 57.4% vs 21.5%, P<0.001; CD8 +CD38 +/CD8 + T expression median: 49.7% vs 33.5%, P=0.028, respectively) . In addition, CD28 expression on CD4 + and CD8 + T cells was significantly higher in NHL-HLH patients ( P<0.01) . ROC curve and multivariate logistic regression analyses revealed that absolute NK cell count ≤72.0 cells/μl, CD4 +CD28 +/CD4 + T >94.2%, and CD8 +CD28 +/CD8 + T >38.4% were risk factors for predicting the occurrence of NHL-HLH patients. The sensitivity and specificity of the regression model were 86.7% and 86.1%, respectively, with an area under the curve of 0.94 ( P<0.001) . Conclusions:In NHL patients with HLH, there was a significant reduction in the absolute number of peripheral blood lymphocyte subpopulations, whereas T-cell function was notably activated. Specifically, absolute counts of NK cells ≤72.0 cells/μl, CD4 +CD28 +/CD4 + T >94.2%, and CD8 +CD28 +/CD8 + T >38.4% were identified as risk factors for predicting the development of NHL-HLH patients. This will assist in early clinical diagnosis and treatment.
8.Improvement effects of aucubin on ADHD-like behaviors in mice via the inhibition of excessive astrocytic activation
Nana LIU ; Yudong SHAN ; Jingjing SHAO ; Yue XIN ; Han WANG ; Limin ZHANG
Chinese Journal of Behavioral Medicine and Brain Science 2023;32(7):577-583
Objective:To investigate the effect of aucubin on behaviors and excessive activation of astrocytic in attention deficit/hyperactivity disorder (ADHD) model mice.Methods:Twelve wild-type C57BL/6 pregnant mice (female, clean grade) were intraperitoneally administered with esketamine (15 mg/kg) to establish an ADHD model in offspring mice. The offspring mice were divided into control+ saline group, control+ aucubin group, Ketamine+ saline group and Ketamine+ aucubin group according to the nest matching principle with 15 in each group.At 14 days after birth, mice in the control+ aucubin group and Ketamine+ aucubin group were administered with aucubin (5 mg/kg, once a day) by gavage for 5 days. Mice in control+ saline group and Ketamine+ saline group were administered with equal volume of 0.9% sodium chloride solution. The offspring mice were housed with their mothers in the same cage until 21 days after birth. Twenty-one days after birth, the offspring mice were evaluated by open field test and elevated plus maze tests. Immunofluorescence assay was used to detect the expression of glutamate decarboxylase 2 (GAD2), γ- aminobutyric acid (GABA) and glial fibrillary acidic protein (GFAP) in the amygdala. The morphological changes of astrocytes were quantitatively analyzed by Sholl analysis. GraphPad Prim 9.0.1 software was used for statistical analysis. The comparison of multiple groups was conducted by one-way ANOVA or Kruskal-Wallis test.Results:(1)The results of behavioral experiments showed that the total distance traveled in the open field test and the residence time in open arm of the elevated plus maze were statistically significant ( F=236.90, H=39.92, both P<0.001). The total distance ((7 044±249)mm, (22 891±2 175)mm, P<0.05) and the residence time in open arm(12.69(9.86, 17.24)s, 2.72(0.57, 3.87)s, P<0.05) of mice in Ketamine+ saline group were both higher than those in control+ saline group.The total distance((22 891±2 175)mm, (8 252±839)mm, P<0.05) and the the residence time in open arm(5.45(1.13, 10.99)s, 12.69(9.86, 17.24)s, P<0.05) of Ketamine+ aucubin group were both lower than those of Ketamine+ saline group.(2)The immunofluorescence results showed that the levels of GAD2, GABA and GFAP intensity in amygdala of mice in the four groups were statistically significant ( F=145.50, 50.08, 53.83, all P<0.05). Compared with control+ saline group, the fluorescence intensities of GAD2 ((100.00±9.60)%, (24.86±4.14)%, P<0.05) and GABA ((100.00±16.84))%, (25.48±5.70)%, P<0.05) of Ketamine+ saline group were down-regulated, and the GFAP((100.00±18.02)%, (223.80±25.85)%, P<0.05) was up-regulated. Compared with Ketamine+ saline group, the fluorescence intensities of GAD2 ((24.86±4.14)%, (56.08±6.55)%, P<0.05) and GABA((25.48±5.70)%, (52.59±15.74)%, P<0.05) in Ketamine+ aucubin group were up-regulated, but the fluorescence intensity of GFAP ((223.80±25.85)%, (157.10±22.10)%, P<0.05) was down-regulated.(3)Sholl analysis indicated that the number of the intersections between the astrocyte processes or the branches of astrocyte processes was statistically significant in the 4 groups ( F=12.47, P<0.05). Compared with control+ saline group, the number of the intersections in Ketamine+ saline group((2.07±0.48), (1.67±0.72), P<0.05) increased. While the number of the intersections in Ketamine+ aucubin group was lower than that of Ketamine+ saline group ((1.20±0.78), (2.07±0.48), P<0.05). Conclusion:Aucubin administration can alleviate ADHD-like behaviors in offspring mice, and the mechanism may be associated with the inhibition of excessive astrocytic activation.
9.lncR-GAS5 upregulates the splicing factor SRSF10 to impair endothelial autophagy, leading to atherogenesis.
Yuhua FAN ; Yue ZHANG ; Hongrui ZHAO ; Wenfeng LIU ; Wanqing XU ; Lintong JIANG ; Ranchen XU ; Yue ZHENG ; Xueqing TANG ; Xiaohan LI ; Limin ZHAO ; Xin LIU ; Yang HONG ; Yuan LIN ; Hui CHEN ; Yong ZHANG
Frontiers of Medicine 2023;17(2):317-329
Long noncoding RNAs (lncRNAs) play a critical role in the regulation of atherosclerosis. Here, we investigated the role of the lncRNA growth arrest-specific 5 (lncR-GAS5) in atherogenesis. We found that the enforced expression of lncR-GAS5 contributed to the development of atherosclerosis, which presented as increased plaque size and reduced collagen content. Moreover, impaired autophagy was observed, as shown by a decreased LC3II/LC3I protein ratio and an elevated P62 level in lncR-GAS5-overexpressing human aortic endothelial cells. By contrast, lncR-GAS5 knockdown promoted autophagy. Moreover, serine/arginine-rich splicing factor 10 (SRSF10) knockdown increased the LC3II/LC3I ratio and decreased the P62 level, thus enhancing the formation of autophagic vacuoles, autolysosomes, and autophagosomes. Mechanistically, lncR-GAS5 regulated the downstream splicing factor SRSF10 to impair autophagy in the endothelium, which was reversed by the knockdown of SRSF10. Further results revealed that overexpression of the lncR-GAS5-targeted gene miR-193-5p promoted autophagy and autophagic vacuole accumulation by repressing its direct target gene, SRSF10. Notably, miR-193-5p overexpression decreased plaque size and increased collagen content. Altogether, these findings demonstrate that lncR-GAS5 partially contributes to atherogenesis and plaque instability by impairing endothelial autophagy. In conclusion, lncR-GAS5 overexpression arrested endothelial autophagy through the miR-193-5p/SRSF10 signaling pathway. Thus, miR-193-5p/SRSF10 may serve as a novel treatment target for atherosclerosis.
Humans
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Atherosclerosis/genetics*
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Autophagy/genetics*
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Cell Cycle Proteins/metabolism*
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Endothelial Cells/metabolism*
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Endothelium/metabolism*
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MicroRNAs/metabolism*
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Repressor Proteins/metabolism*
;
RNA Splicing Factors
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Serine-Arginine Splicing Factors/genetics*
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RNA, Long Noncoding/metabolism*
10.Development of fluorine-substituted NH2-biphenyl-diarylpyrimidines as highly potent non-nucleoside reverse transcriptase inhibitors: Boosting the safety and metabolic stability.
Xin JIN ; Shuai WANG ; Limin ZHAO ; Wenjuan HUANG ; Yinxiang ZHANG ; Christophe PANNECOUQUE ; Erik DE CLERCQ ; Ge MENG ; Huri PIAO ; Fener CHEN
Acta Pharmaceutica Sinica B 2023;13(3):1192-1203
Our recent studies for nonnucleoside reverse transcriptase inhibitors identified a highly potent compound JK-4b against WT HIV-1 (EC50 = 1.0 nmol/L), but the poor metabolic stability in human liver microsomes (t 1/2 = 14.6 min) and insufficient selectivity (SI = 2059) with high cytotoxicity (CC50 = 2.08 μmol/L) remained major issues associated with JK-4b. The present efforts were devoted to the introduction of fluorine into the biphenyl ring of JK-4b, leading to the discovery of a novel series of fluorine-substituted NH2-biphenyl-diarylpyrimidines with noticeable inhibitory activity toward WT HIV-1 strain (EC50 = 1.8-349 nmol/L). The best compound 5t in this collection (EC50 = 1.8 nmol/L, CC50 = 117 μmol/L) was 32-fold in selectivity (SI = 66,443) compared to JK-4b and showed remarkable potency toward clinically multiple mutant strains, such as L100I, K103N, E138K, and Y181C. The metabolic stability of 5t was also significantly improved (t 1/2 = 74.52 min), approximately 5-fold higher than JK-4b in human liver microsomes (t 1/2 = 14.6 min). Also, 5t possessed good stability in both human and monkey plasma. No significant in vitro inhibition effect toward CYP enzyme and hERG was observed. The single-dose acute toxicity test did not induce mice death or obvious pathological damage. These findings pave the way for further development of 5t as a drug candidate.

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