1.Establishing a risk prediction model for the onset of female stress urinary incontinence based on machine learning
Xinran SHI ; Zhen PANG ; Ting QIAO ; Jingjing LI ; Qinzhang WANG
Journal of Modern Urology 2025;30(3):196-206
Objective: To construct prediction models of female stress urinary incontinence (SUI), and evaluate the efficacy of each model, so as to provide reference for the early diagnosis of SUI. Methods: Female SUI patients treated in our hospital during Oct. 2019 and Oct. 2023 and healthy women undergoing physical examination during the same period were involved. Women 42 days after delivery were included in the postpartum group (n=611), and perimenopausal and postmenopausal women were included in the non-postpartum group (n=409). The number of random seeds was set and the participants were divided into the training and verification sets in a ratio of 7∶3. Relevant clinical data were collected, and meaningful variables were screened using single factor and Lasso regression, which were then incorporated into the K-nearest neighbor method (KNN), support vector machine (SVM),decision tree (DT) and random forest (RF) algorithms. The sensitivity, specificity, accuracy and area under the receiver operating characteristic curve (AUC) of the models were calculated to screen out the optimal model. Results: There were 352 SUI patients (57.6%) in the postpartum group. According to single factor and Lasso regression, significant variables included age, body mass index (BMI), maximum rapid muscle stage, parity, bladder neck mobility (BND), urethral rotation angle (URA), lateral perineal incision, past incontinence, and constipation. In the verification set, the AUC of KNN,SVM,DT and RF models were 0.881,0.878,0.750 and 0.905,respectively; the AUC, accuracy, F1 index and Kappa value of RF model were the largest. In the non-postpartum group, there were 260 SUI patients, accounting for 63.6%. The significant variables were age,BMI, maximum value and recovery time of fast muscle stage, mean value of slow muscle stage, post-resting stage variability, vaginal delivery, past incontinence, and constipation. In the verification set, the AUC of KNN,SVM,DT and RF models were 0.819,0.805,0.603 and 0.830, respectively; the AUC, accuracy, Kappa value of the RF model were the largest. Conclusion: This study successfully established 4 prediction models for the incidence of SUI in women at 42 days postpartum, perimenopausal and postmenopausal women based on machine learning. Among them, the model adopting the RF algorithm had the best prediction efficiency.
2.Multi-Parameter Cardiac Magnetic Resonance in Evaluating Ventricular Function Changes of Severe Alcohol Use Disorder Patients
Jun CHENG ; Shutian AN ; Liangjun PANG ; Zhen WANG ; Yuguo LI ; Yongqiang YU ; Xiaohu LI
Chinese Journal of Medical Imaging 2025;33(7):745-750
Purpose To explore the application value of cardiac magnetic resonance(CMR)mapping and strain techniques in assessing ventricular function changes in patients with severe alcohol use disorder(AUD).Materials and Methods A retrospective analysis was conducted on 32 male patients with severe AUD as the study group in Hefei Fourth People's Hospital from January 2023 to April 2024,compared with 30 age-and gender-matched healthy subjects as the control group.Clinical data and CMR results were collected for all participants.CMR parameters included conventional functional parameters such as left and right ventricular ejection fraction,volume index and mass index;tissue characterization parameters such as Native T1,T2 mapping and extracellular volume fraction(ECV);and strain parameters including global longitudinal strain(GLS),global circumferential strain(GCS)and global radial strain(GRS)for both ventricles.The differences in the above indexes between the two groups were compared.Results The left ventricular end-diastolic volume index in the AUD group was significantly higher than in the control group(t=3.799,P<0.001).The left ventricular strain values(GLS,GCS,GRS)in the AUD group were significantly lower than those in the control group(t=4.459,4.435,-4.759,all P<0.001).The Native T1,T2 and ECV in the AUD group were significantly higher than those in the control group(t=6.301,5.650,7.069,all P<0.001).For the right ventricle,only right ventricular GLS and right ventricular GCS were significantly lower than in the control group(t=8.703,-2.814,both P<0.01).Conclusion CMR feature tracking technology can early identify ventricular function abnormalities in AUD patients.The increase in Native T1,T2 mapping and ECV suggests the presence of myocardial edema and fibrosis in AUD patients,which is closely related to left ventricular dysfunction.Multi-parameter CMR evaluation provides important diagnostic evidence for the early detection of cardiac involvement in severe AUD patients.
3.The development and validation of the quick self-assessment questionnaire for cochlear implant out-come
Carol PANG ; Qingyuan FENG ; Li YIN ; Yongmao CAO ; Shanxian GAO ; Yanni CHEN ; Xiaoqiang ZHANG ; Qiaoling SHI ; Zhen SU ; Mingyuan SUN
Journal of Audiology and Speech Pathology 2025;33(5):454-459
Objective To develop and validate a"quick self-assessment questionnaire for cochlear implant out-come(QSACI)".Methods A research team,composed of audiologists,otolaryngologists,data analysis experts,and cochlear implant(CI)recipients,was formed to establish objectives,research subject criteria,and framework of the QSACI.An item pool was creaed through literature review and brainstorming.Question items were evaluated and screened,and the framework and answer options of the questionnaire were established.The comprehensibility,etc.,was analyzed and refined through pilot test,interviews,and expert consultation,leading to the development of the final version.A total of 39 post-lingually deafened adults with known stable outcomes completed the question-naire.The split-half and test-retest reliabilty of the questionnaire was analyzed,and the validity was quantitatively analyzed by comparing scores with the categories of auditory performance(CAP)scores.Results The initial item pool of the questionnaire had 18 items,and the final questionnaire consisted of 12 questions in four dimensions:com-munication status,audiological status,medical factors,and other factors.The average score of 39 recipients was 88.81±6.17 and CAP was 6.19±0.94.The questionnaire showed good reliability and validity,with a Cronbach's alpha coefficient of 0.71 and a test-retest reliability of 0.824(P<0.05).The criterion-related validity,assessed by the correlation between the self-assessment questionnaire scores and CAP scores,showed a significant moderate pos-itive correlation(r=0.512,P<0.05).The correlation coefficient between self-assessment and professional assess-ment was 0.720(P<0.05),indicating a significant correlation.The area under the receiver operating characterstic(ROC)curve was 0.82(P<0.05),the cutoff values corresponding to the maximal Youden index were 82.5 and 88.6,therefore score of 85 was taken as the median threshold score of judgement.Conclusion The QSACI reflects the post-imlplant outcomes,and it can serve as a tool for people with postlingually deafness and their families to un-derstand the eligbility of CI and the expected outcomes,helping to establish realistic expectations before CI surgery.
4.Overexpression of multimerin-2 promotes cutaneous melanoma cell invasion and migration and is associated with poor prognosis.
Jinlong PANG ; Xinli ZHAO ; Zhen ZHANG ; Haojie WANG ; Xingqi ZHOU ; Yumei YANG ; Shanshan LI ; Xiaoqiang CHANG ; Feng LI ; Xian LI
Journal of Southern Medical University 2025;45(7):1479-1489
OBJECTIVES:
To investigate the inhibitory effect of multimerin-2 (MMRN2) overexpression on growth and metastasis of cutaneous melanoma cells.
METHODS:
Clinical data of patients with cutaneous melanoma were obtained from the GEO database to compare MMRN2 expressions between normal and tumor tissues. A protein-protein interaction network was constructed using the STRING database, and the intersecting genes from GEPIA2.0 were subjected to GO and KEGG enrichment analysis. The prognostic relevance of MMRN2 expression level was assessed using Cox regression and "timeROC". The correlations of MMRN2 expression level with immune infiltration and angiogenesis-related genes were analyzed using GSCA database and the ssGSEA algorithm. Colony-forming assay, Transwell assay, and wound healing assay were used to examine the changes in proliferation and migration of cultured cutaneous melanoma cells following MMRN2 knockdown. In a mouse model bearing cutaneous melanoma xenograft, the effect of MMRN2 knockdown on vital organ pathologies, survival of the mice and GM-CSF, CXCL9, and TGF‑β1 protein expressions were analyzed.
RESULTS:
MMRN2 was significantly upregulated in metastatic cutaneous melanoma (P<0.001). Protein interaction network analysis identified 15 intersecting genes, which were enriched in endothelium development and cell-cell junctions. In patients with cutaneous melanoma, a high MMRN2 expression was correlated with a poor prognosis, an advanced T stage, a greater Breslow depth, and ulceration (P<0.05). MMRN2 expression level was strongly correlated with 24 immune cell types (P<0.001), fibroblasts, endothelial cells, and expressions of the pro-angiogenic genes (KCNJ8, SLCO2A1, NRP1, and COL3A1; P<0.001). In cultured B16F10 cells, MMRN2 knockdown significantly suppressed cell proliferation, migration and invasion and caused remo-deling of the immunosuppressive microenvironment.
CONCLUSIONS
MMRN2 overexpression drives progression of cutaneous melanoma by enhancing tumor metastasis, angiogenesis and immune evasion, highlighting its potential as a therapeutic target for melanomas.
Humans
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Melanoma/metabolism*
;
Animals
;
Cell Movement
;
Prognosis
;
Skin Neoplasms/metabolism*
;
Mice
;
Cell Proliferation
;
Neoplasm Invasiveness
;
Cell Line, Tumor
;
Protein Interaction Maps
5.Guideline for Adult Weight Management in China
Weiqing WANG ; Qin WAN ; Jianhua MA ; Guang WANG ; Yufan WANG ; Guixia WANG ; Yongquan SHI ; Tingjun YE ; Xiaoguang SHI ; Jian KUANG ; Bo FENG ; Xiuyan FENG ; Guang NING ; Yiming MU ; Hongyu KUANG ; Xiaoping XING ; Chunli PIAO ; Xingbo CHENG ; Zhifeng CHENG ; Yufang BI ; Yan BI ; Wenshan LYU ; Dalong ZHU ; Cuiyan ZHU ; Wei ZHU ; Fei HUA ; Fei XIANG ; Shuang YAN ; Zilin SUN ; Yadong SUN ; Liqin SUN ; Luying SUN ; Li YAN ; Yanbing LI ; Hong LI ; Shu LI ; Ling LI ; Yiming LI ; Chenzhong LI ; Hua YANG ; Jinkui YANG ; Ling YANG ; Ying YANG ; Tao YANG ; Xiao YANG ; Xinhua XIAO ; Dan WU ; Jinsong KUANG ; Lanjie HE ; Wei GU ; Jie SHEN ; Yongfeng SONG ; Qiao ZHANG ; Hong ZHANG ; Yuwei ZHANG ; Junqing ZHANG ; Xianfeng ZHANG ; Miao ZHANG ; Yifei ZHANG ; Yingli LU ; Hong CHEN ; Li CHEN ; Bing CHEN ; Shihong CHEN ; Guiyan CHEN ; Haibing CHEN ; Lei CHEN ; Yanyan CHEN ; Genben CHEN ; Yikun ZHOU ; Xianghai ZHOU ; Qiang ZHOU ; Jiaqiang ZHOU ; Hongting ZHENG ; Zhongyan SHAN ; Jiajun ZHAO ; Dong ZHAO ; Ji HU ; Jiang HU ; Xinguo HOU ; Bimin SHI ; Tianpei HONG ; Mingxia YUAN ; Weibo XIA ; Xuejiang GU ; Yong XU ; Shuguang PANG ; Tianshu GAO ; Zuhua GAO ; Xiaohui GUO ; Hongyi CAO ; Mingfeng CAO ; Xiaopei CAO ; Jing MA ; Bin LU ; Zhen LIANG ; Jun LIANG ; Min LONG ; Yongde PENG ; Jin LU ; Hongyun LU ; Yan LU ; Chunping ZENG ; Binhong WEN ; Xueyong LOU ; Qingbo GUAN ; Lin LIAO ; Xin LIAO ; Ping XIONG ; Yaoming XUE
Chinese Journal of Endocrinology and Metabolism 2025;41(11):891-907
Body weight abnormalities, including overweight, obesity, and underweight, have become a dual public health challenge in Chinese adults: overweight and obesity lead to a variety of chronic complications, while underweight increases the risks of malnutrition, sarcopenia, and organ dysfunction. To systematically address these issues, multidisciplinary experts in endocrinology, sports science, nutrition, and psychiatry from various regions have held multiple weight management seminars. Based on the latest epidemiological data and clinical evidence, they expanded the guideline to include assessment and intervention strategies for underweight, in addition to the core content of obesity management. This guideline outlines the etiological mechanisms, evaluation methods, and multidimensional management strategies for overweight and obesity, covering key areas such as diagnosis and assessment, medical nutrition therapy, exercise prescription, pharmacological intervention, and psychological support. It is intended to provide a scientific and standardized approach to weight management across the adult population, aiming to curb the rising prevalence of obesity, mitigate complications associated with abnormal body weight, and improve nutritional status and overall quality of life.
6.Genetic findings and pregnancy outcomes in fetuses with omphalocele: an analysis of 502 cases
Wei HE ; Li ZHEN ; Pingshan PANG ; Qi YANG ; Peng HUANG ; Feiwen LONG ; Linlin WANG ; Dongzhi LI
Chinese Journal of Perinatal Medicine 2025;28(9):762-769
Objective:To investigate genetic findings and pregnancy outcomes in fetuses with omphalocele.Methods:This retrospective study analyzed data from 502 fetuses with prenatally diagnosed omphalocele who underwent genetic testing at Guangzhou Women and Children's Medical Center and Maternal and Child Health Hospital of Guangxi Zhuang Autonomous Region between January 2014 and March 2024. Testing methods included karyotyping, chromosomal microarray analysis (CMA), methylation-specific multiplex ligation-dependent probe amplification, and whole-exome sequencing (WES). Cases were categorized as non-isolated ( n=340) or isolated ( n=162) based on ultrasound findings. Differences in genetic abnormality detection rates and pregnancy outcomes were analyzed using Mann-Whitney U test, independent samples t-test, and Chi-square test (or Fisher's exact test). Results:Among 502 fetuses, karyotyping plus CMA detected chromosomal abnormalities in 223 cases (44.4%, 223/502), including trisomy 18 (57.0%, 127/223) and trisomy 13 (23.3%, 52/223). CMA additionally identified nine pathogenic copy number variations (1.8%, 9/502) and five uniparental disomies (1.0%, 5/502), increasing the total diagnostic yield from 44.4% to 47.2%. The genetic abnormality rate was significantly lower in isolated (14.8%, 24/162) versus non-isolated omphalocele (64.7%, 220/340) ( χ2=109.34, P<0.001). WES detected variants in nine of 16 karyotype/CMA-negative cases, including five pathogenic variants involving PIK3CA and CDKN1C. Eight imprinting disorders (1.6%, 8/502) were identified, including five Beckwith-Wiedemann syndrome cases. Among 499 cases with follow-up, 401 (80.4%, 401/499) underwent pregnancy termination. Live birth rate was higher in isolated versus non-isolated groups [42.5% (69/162) vs. 8.5% (29/340), χ2=77.67, P<0.001]. Three cases were lost to follow-up. The one-year survival rate was 93.9% (92/98) in live-born infants. Conclusion:Aneuploidy (particularly trisomy 18) is the primary genetic etiology of omphalocele. CMA and WES significantly improve diagnostic yield. Isolated omphalocele has a more favorable prognosis, while non-isolated cases show significantly higher genetic abnormality rates. A stratified testing strategy is recommended: karyotyping plus CMA for isolated cases and prioritization of WES for multiple anomalies.
7.Multi-Parameter Cardiac Magnetic Resonance in Evaluating Ventricular Function Changes of Severe Alcohol Use Disorder Patients
Jun CHENG ; Shutian AN ; Liangjun PANG ; Zhen WANG ; Yuguo LI ; Yongqiang YU ; Xiaohu LI
Chinese Journal of Medical Imaging 2025;33(7):745-750
Purpose To explore the application value of cardiac magnetic resonance(CMR)mapping and strain techniques in assessing ventricular function changes in patients with severe alcohol use disorder(AUD).Materials and Methods A retrospective analysis was conducted on 32 male patients with severe AUD as the study group in Hefei Fourth People's Hospital from January 2023 to April 2024,compared with 30 age-and gender-matched healthy subjects as the control group.Clinical data and CMR results were collected for all participants.CMR parameters included conventional functional parameters such as left and right ventricular ejection fraction,volume index and mass index;tissue characterization parameters such as Native T1,T2 mapping and extracellular volume fraction(ECV);and strain parameters including global longitudinal strain(GLS),global circumferential strain(GCS)and global radial strain(GRS)for both ventricles.The differences in the above indexes between the two groups were compared.Results The left ventricular end-diastolic volume index in the AUD group was significantly higher than in the control group(t=3.799,P<0.001).The left ventricular strain values(GLS,GCS,GRS)in the AUD group were significantly lower than those in the control group(t=4.459,4.435,-4.759,all P<0.001).The Native T1,T2 and ECV in the AUD group were significantly higher than those in the control group(t=6.301,5.650,7.069,all P<0.001).For the right ventricle,only right ventricular GLS and right ventricular GCS were significantly lower than in the control group(t=8.703,-2.814,both P<0.01).Conclusion CMR feature tracking technology can early identify ventricular function abnormalities in AUD patients.The increase in Native T1,T2 mapping and ECV suggests the presence of myocardial edema and fibrosis in AUD patients,which is closely related to left ventricular dysfunction.Multi-parameter CMR evaluation provides important diagnostic evidence for the early detection of cardiac involvement in severe AUD patients.
8.Optimization and clinical validation of ISET-ICC technical system for de-tection of circulating tumor cells
Zhi-kun ZHAO ; Ying MA ; Pang LI ; Sheng LI ; Zhen-dan WANG
Chinese Journal of Current Advances in General Surgery 2025;28(1):12-16
Objective:To optimize the previously established Improved Membrane Filtration(ISET)method for de-tecting circulating tumor cells(CTCs)and to develop and validate a new,reliable CTC detection method by combining it with immunofluorescence techniques.Methods:The study involved optimizing the CTC detection system using mixed samples of gastric cancer 803 cell lines and peripheral blood(PB)from healthy volunteers to simulate the peripheral blood of cancer patients.The optimized system was validated using peripheral blood samples from 23 patients with ad-vanced(Ⅲ/Ⅳ)cancer,employing the ISET technique combined with immunocytochemistry(ICC)and paraffin block im-munohistochemistry(IHC)identification techniques.A cohort of 74 patients with various cancer types was used to com-pare the diagnostic performance of the membrane filtration combined with immunofluorescence(ISET-ICC)system against the CTC-Biopsy and CellSearchTM methods.Results:By adding a red blood cell lysis step and increasing the membrane pore size to 10 μm,the filtration time of the ISET method was reduced by threefold.The ISET-ICC detection method achieved a CTC positivity rate of 65.2%.The combination of the ISET-ICC system with the cell paraffin block-IHC method enhanced the reliability of identifying circulating tumor cells undergoing epithelial-mesenchymal transition(EMT-CTCs).The ISET-ICC technique demonstrated a significantly higher CTC positivity rate(17.6%;13/74)within the study cohort compared to the CellSearchTM method,which showed a CTC positivity rate of 12.2%(9/74;x2=10.21,P=0.007).The difference in positive detection rates among patients at different stages was statistically significant(x2=3.64,P=0.029),with a notably higher CTC detection rate in stage Ⅳ patients compared to those in stages Ⅰ-Ⅲ(x2=6.76,P=0.001).Conclusion:The improved ISET-ICC system effectively detects CTCs across various cancer types and dem-onstrates greater accuracy compared to the CellSearchTM system.
9.The development and validation of the quick self-assessment questionnaire for cochlear implant out-come
Carol PANG ; Qingyuan FENG ; Li YIN ; Yongmao CAO ; Shanxian GAO ; Yanni CHEN ; Xiaoqiang ZHANG ; Qiaoling SHI ; Zhen SU ; Mingyuan SUN
Journal of Audiology and Speech Pathology 2025;33(5):454-459
Objective To develop and validate a"quick self-assessment questionnaire for cochlear implant out-come(QSACI)".Methods A research team,composed of audiologists,otolaryngologists,data analysis experts,and cochlear implant(CI)recipients,was formed to establish objectives,research subject criteria,and framework of the QSACI.An item pool was creaed through literature review and brainstorming.Question items were evaluated and screened,and the framework and answer options of the questionnaire were established.The comprehensibility,etc.,was analyzed and refined through pilot test,interviews,and expert consultation,leading to the development of the final version.A total of 39 post-lingually deafened adults with known stable outcomes completed the question-naire.The split-half and test-retest reliabilty of the questionnaire was analyzed,and the validity was quantitatively analyzed by comparing scores with the categories of auditory performance(CAP)scores.Results The initial item pool of the questionnaire had 18 items,and the final questionnaire consisted of 12 questions in four dimensions:com-munication status,audiological status,medical factors,and other factors.The average score of 39 recipients was 88.81±6.17 and CAP was 6.19±0.94.The questionnaire showed good reliability and validity,with a Cronbach's alpha coefficient of 0.71 and a test-retest reliability of 0.824(P<0.05).The criterion-related validity,assessed by the correlation between the self-assessment questionnaire scores and CAP scores,showed a significant moderate pos-itive correlation(r=0.512,P<0.05).The correlation coefficient between self-assessment and professional assess-ment was 0.720(P<0.05),indicating a significant correlation.The area under the receiver operating characterstic(ROC)curve was 0.82(P<0.05),the cutoff values corresponding to the maximal Youden index were 82.5 and 88.6,therefore score of 85 was taken as the median threshold score of judgement.Conclusion The QSACI reflects the post-imlplant outcomes,and it can serve as a tool for people with postlingually deafness and their families to un-derstand the eligbility of CI and the expected outcomes,helping to establish realistic expectations before CI surgery.
10.Optimization and clinical validation of ISET-ICC technical system for de-tection of circulating tumor cells
Zhi-kun ZHAO ; Ying MA ; Pang LI ; Sheng LI ; Zhen-dan WANG
Chinese Journal of Current Advances in General Surgery 2025;28(1):12-16
Objective:To optimize the previously established Improved Membrane Filtration(ISET)method for de-tecting circulating tumor cells(CTCs)and to develop and validate a new,reliable CTC detection method by combining it with immunofluorescence techniques.Methods:The study involved optimizing the CTC detection system using mixed samples of gastric cancer 803 cell lines and peripheral blood(PB)from healthy volunteers to simulate the peripheral blood of cancer patients.The optimized system was validated using peripheral blood samples from 23 patients with ad-vanced(Ⅲ/Ⅳ)cancer,employing the ISET technique combined with immunocytochemistry(ICC)and paraffin block im-munohistochemistry(IHC)identification techniques.A cohort of 74 patients with various cancer types was used to com-pare the diagnostic performance of the membrane filtration combined with immunofluorescence(ISET-ICC)system against the CTC-Biopsy and CellSearchTM methods.Results:By adding a red blood cell lysis step and increasing the membrane pore size to 10 μm,the filtration time of the ISET method was reduced by threefold.The ISET-ICC detection method achieved a CTC positivity rate of 65.2%.The combination of the ISET-ICC system with the cell paraffin block-IHC method enhanced the reliability of identifying circulating tumor cells undergoing epithelial-mesenchymal transition(EMT-CTCs).The ISET-ICC technique demonstrated a significantly higher CTC positivity rate(17.6%;13/74)within the study cohort compared to the CellSearchTM method,which showed a CTC positivity rate of 12.2%(9/74;x2=10.21,P=0.007).The difference in positive detection rates among patients at different stages was statistically significant(x2=3.64,P=0.029),with a notably higher CTC detection rate in stage Ⅳ patients compared to those in stages Ⅰ-Ⅲ(x2=6.76,P=0.001).Conclusion:The improved ISET-ICC system effectively detects CTCs across various cancer types and dem-onstrates greater accuracy compared to the CellSearchTM system.

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