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.Licorice-saponin A3 is a broad-spectrum inhibitor for COVID-19 by targeting viral spike and anti-inflammation
Yang YI ; Wenzhe LI ; Kefang LIU ; Heng XUE ; Rong YU ; Meng ZHANG ; Yang-Oujie BAO ; Xinyuan LAI ; Jingjing FAN ; Yuxi HUANG ; Jing WANG ; Xiaomeng SHI ; Junhua LI ; Hongping WEI ; Kuanhui XIANG ; Linjie LI ; Rong ZHANG ; Xin ZHAO ; Xue QIAO ; Hang YANG ; Min YE
Journal of Pharmaceutical Analysis 2024;14(1):115-127
Currently,human health due to corona virus disease 2019(COVID-19)pandemic has been seriously threatened.The coronavirus severe acute respiratory syndrome coronavirus 2(SARS-CoV-2)spike(S)protein plays a crucial role in virus transmission and several S-based therapeutic approaches have been approved for the treatment of COVID-19.However,the efficacy is compromised by the SARS-CoV-2 evolvement and mutation.Here we report the SARS-CoV-2 S protein receptor-binding domain(RBD)inhibitor licorice-saponin A3(A3)could widely inhibit RBD of SARS-CoV-2 variants,including Beta,Delta,and Omicron BA.1,XBB and BQ1.1.Furthermore,A3 could potently inhibit SARS-CoV-2 Omicron virus in Vero E6 cells,with EC50 of 1.016 pM.The mechanism was related to binding with Y453 of RBD deter-mined by hydrogen-deuterium exchange mass spectrometry(HDX-MS)analysis combined with quan-tum mechanics/molecular mechanics(QM/MM)simulations.Interestingly,phosphoproteomics analysis and multi fluorescent immunohistochemistry(mIHC)respectively indicated that A3 also inhibits host inflammation by directly modulating the JNK and p38 mitogen-activated protein kinase(MAPK)path-ways and rebalancing the corresponding immune dysregulation.This work supports A3 as a promising broad-spectrum small molecule drug candidate for COVID-19.
3.Impact of patient-centered care services on the treatment compliance among patients with multidrug-resistant or rifampicin-resistant pulmonary tuberculosis
Jingjing PAN ; Hui ZHOU ; Linmei QIAN ; Limei ZHU ; Qiao LIU
Chinese Journal of Schistosomiasis Control 2024;36(5):494-501
Objective To examine the effect of patient-centered care services on compliance to treatment among patients with multidrug-resistant (MDR) or rifampicin-resistant (RR) pulmonary tuberculosis (PTB), so as to provide the scientific evidence for promoting the widespread application of the appropriate nursing process of MDR/RR-PTB patients in the hospital. Methods The MDR/RR-PTB patients that were definitely diagnosed at the Sixth People’s Hospital of Nantong City during the period from January 2017 to October 2020 were enrolled. The patients with confirmed diagnosis of MDR/RR-PTB during the period January 2017 to December 2018 served as controls, who were given routine care in the hospital, and those with confirmed diagnosis of MDR/RR-PTB during the period January 2019 to October 2020 served as the care group, who were given patient-centered personalized care services, including one-to-one consultations, periodic group activities, informatization case management, and personal reminder for return visits. The proportion of inclusion into treatment, loss to follow-up, return visits and sputum examinations were compared between the care and control groups. Results A total of 104 MDR/RR-PTB patients were included, including 54 cases in the control group and 50 cases in the care group. There was no significant difference in gender and age distribution between the two groups (χ2 = 3.013, 1.336, P > 0.05). The proportion of inclusion into treatment was higher in the care group (100.00%, 50/50) than in the control group (87.04%, 47/54) (P = 0.013), and the proportion of loss to follow-up was lower in the care group (0, 0/43) than in the control group (19.05%, 8/42) (P = 0.002). In addition, the overall proportion of return visits was higher in the care group (93.09%, 377/405) than in the control group (83.56%, 371/444) (χ2 = 18.345, P < 0.001), and the proportion of sputum examinations was higher in the care group was (83.70%, 339/405) than in the control group (79.28%, 352/444) (χ2 = 2.737, P = 0.098). Conclusion Patient-centered care services facilitate the improvements in the proportion of inclusion into treatment and compliance to treatment and reduction in the proportion of loss to follow-up among MDR/RR-PTB patients, which deserves widespread applications.
4.Effect of group exercise therapy on improving sleep quality in patients with mild to moderate depressive disorder during the acute phase
Ruinan LI ; Jianjun GUO ; Wenyang LIU ; Yu QIAO ; Lu TIAN ; Shengtao JIA ; Jingjing ZHOU
Sichuan Mental Health 2024;37(6):492-496
BackgroundPatients with depressive disorder commonly experience sleep disturbances. Previous studies have indicated that group exercise therapy is beneficial in alleviating depressive symptom among patients with depressive disorder. However, there is a lack of research on the impact of group exercise therapy on improving sleep quality in patients with depressive disorder. ObjectiveTo explore the impact of group exercise therapy on sleep quality in patients with acute mild-to-moderate depression during the acute phase, so as to provide references for clinically improving the sleep quality of patients with mild to moderate depressive disorder during the acute phase. MethodsFrom December 2018 to July 2021, patients with mild-to-moderate depressive disorder during the acute phase (n=40), who met the diagnostic criteria for depressive disorder according to International Classification of Diseases, tenth edition (ICD-10) ,were recruited from the outpatient clinic of Beijing Anding Hospital, Capital Medical University. All participants underwent an 8-week moderate-intensity group exercise therapy program comprising three sessions per week, each lasting 60 minutes. Assessments were conducted at baseline and after 2, 4, 6 and 8 weeks of intervention using Visual Analogue Scale (VAS), Hamilton Depression Scale-17 item (HAMD-17) and Pittsburgh Sleep Quality Index (PSQI). The reduction scores at each time point relative to baseline treated as the dependent variables, time as the independent variable, baseline scores as covariates, with time as a fixed effect and baseline values as random effects. Data were analyzed using a linear mixed-effects model. ResultsThe PSQI scores of patients at baseline, 2, 4 , 6 and 8 weeks after the intervention were (10.62±5.12), (9.07±3.58), (7.39±3.66), (6.54±3.84) and (5.50±3.41), respectively. The results of linear mixed effect model analysis showed that after 2, 4, 6 and 8 weeks of intervention, patients scored lower than baseline, with statistically significant differences observed in all cases (P<0.01). The HAMD-17 sleep fcctor scores at baseline, 2, 4, 6 and 8 weeks were (2.25±1.56), (2.06±1.49), (1.36±1.27), (1.22±1.46) and (0.97±1.34), respectively. The results of linear mixed effects model analysis showed that the HAMD-17 sleep factor scores of 4, 6 and 8 weeks of intervention were lower than that of baseline, and the difference was statistically significant (P<0.05 or 0.01). The VAS scores at baseline, 2, 4, 6 and 8 weeks after the intervention were (3.18±2.17), (4.74±2.22), (6.01±2.31), (6.54±2.16) and (7.90±1.64), respectively. The results of linear mixed effect model analysis showed that VAS scores of 2, 4, 6 and 8 weeks of intervention were higher than baseline,and the difference was statistically significant (P<0.01). ConclusionGroup exercise therapy may improve sleep quality and alleviate depressive symptoms in patients with mild-to-moderate depressive disorder during the acute phase. [Funded by National Key Research and Development Plan Project (number, 2016YFC1307200); Beijing Municipal Hospital Scientific Research and Cultivation Plan Project (number, PX2024070)]
5.Transfer of modified free gracilis myocutaneous flap in reconstruction of digit flexion function in forearm
Xianjun HUANG ; Lei JIANG ; Jingjing BAO ; Zhengdong GUO ; Lin QIAO
Chinese Journal of Microsurgery 2024;47(4):410-415
Objective:To observe the surgical methods and clinical efficacy on reconstruction of digital flexion function using transfer of modified free gracilis myocutaneous flap.Methods:Between March 2014 and August 2022, 7 male patients, aged between 23 and 38 (average age 28) years old, were treated by reconstruction of forearm flexor function using modified free gracilis myocutaneous flap transfer to overcome the dysfunction in the Department of Hand and Foot Surgery, Zhejiang Rongjun Hospital. After the scar excision, the defects in forearm ranged from 15.0 cm × 4.5 cm to 28.0 cm × 6.5 cm, with flap excision areas of 17.0 cm × 5.5 cm to 30.0 cm × 8.0 cm. The nerve carried by the myocutaneous flap was anastomosed with the musculi branch of the median nerve, and the perforator artery and vein of the gracilis muscle were anastomosed with the brachial artery or the branch of ulnar artery and radial artery. Six patients had the flap donor sites directly closed primarily. A medium-thickness skin graft was taken from the ipsilateral groin area in 1 patient, to cover the remaining wound after the primary closure for wound reduction. Postoperative clinical efficacy was monitored through the follow-ups via visits of outpatient clinic, telephone calls or WeChat interviews.Results:After surgery, 1 patient experienced a vascular compromise of the flap, which was resolved after reanastomosis. One patient had a necrotic in distal flap about 2.0 cm×1.0 cm in size, which healed after dressing change. All other 5 flaps survived successfully. The postoperative follow-up ranged from 12 to 36 months, at 18 months in average. The flaps had good appearance and texture. Protective sensation recovered to varying degrees at 6 months after surgery. At 2 years after surgery, all of 7 patients showed significant improvement in hand and forearm appearance, along with restored finger flexion, grasping and partial hand function. According to the Evaluation Standard of Upper Limb Functional of Hand Surgery of Chinese Medical Association, flexion function recovered to excellent in 1 patient, good in 3 patients and fair in 3 patients. In the donor sites, there were only linear scars or mild pigmentation without significant loss of function.Conclusion:A modified free gracilis myocutaneous flap transfer is used to reconstruct digit flexion function. The procedure is safe and reliable, with a quick and relatively postoperative and satisfactory recovery in forearm flexion function, hence makes it an ideal surgical technique for reconstruction of digit flexion function.
6.Exploring the Mechanism of Action of Shenfu Yixin Granules in the Treatment of Heart Failure Based on Network Pharmacology,Molecular Docking and Experimental Verification
Bin WANG ; Xinlu WANG ; Lanxin LI ; Ludan ZHANG ; Lijie QIAO ; Jingjing WEI ; Mingjun ZHU
Traditional Chinese Drug Research & Clinical Pharmacology 2024;35(9):1352-1363
Objective This study aims to examine the potential mechanism of Shenfu Yixin Granules on heart failure(HF)based on network pharmacology,molecular docking,and experimental verification.Methods(1)The active components of herbs in Shenfu Yixin Granules were screened and retrieved through the Traditional Chinese Medicine Systems Pharmacology Database and Analysis Platform(TCMSP).PubChem database and Swiss Target Prediction platform were used to predict targets.GeneCards and OMIM databases were used to screen HF-related targets.The intersection of active ingredient targets of Shenfu Yixin Granules and HF-related targets was performed by using Venny 2.1.0 platform to obtain common targets,which were the potential targets for anti-HF effect of Shenfu Yixin Granules.The potential targets were imported into the STRING database to construct a protein-protein interaction(PPI)network and screen the core targets of Shenfu Yixin Granules for the treatment of HF.GO functional and KEGG pathway enrichment analysis of potential targets were carried out by using DAVID database.AutoDock Vina software was used for molecular docking validation of key active ingredients and core targets.(2)SD rats were randomly allocated into sham operation group,model group,Shenfu Yixin Granules(5.28 g·kg-1)group,and positive control group(sacubitril-valsartan,20.8 mg·kg-1),with eight rats in each group.A rat model of HF after myocardial infarction was established by ligating the left anterior descending coronary artery.The rats were subsequently administered orally with the corresponding drugs once daily for a period of four weeks.Cardiac function including left ventricular ejection fraction(LVEF)and left ventricular fraction shortening(LVFS)in rats was assessed by echocardiography.Additionally,the histopathological alterations in rat heart tissue were examined using hematoxylin-eosin(HE)staining and Masson staining.The serum levels of brain natriuretic peptide(BNP),artial natriuretic peptide(ANP),and aldosterone(ALD)were determined by enzyme-linked immunosorbent assay(ELISA).Furthermore,real-time quantitative PCR and Western Blot were employed to detect mRNA and protein expressions of CAV1、F2 and MAPK1 in heart tissue.Results(1)A total of 210 active ingredients and 1 196 targets of Shenfu Yixin Granules,as well as 801 HF-related targets were obtained.Venny 2.1.0 platform was used to acquire 97 potential targets(common targets)of Shenfu Yixin Granules for the treatment of HF.Key active ingredients,such as quercetin,luteolin,arachidonic acid,kaempferol,and tanshinaldehyde were screened by"drugs-active ingredients-disease-targets"network analysis.The core targets including MAPK1、F2、CAV1、EDN1 and GJA1 were identified through PPI network analysis.The potential targets are mainly concentrated in multiple biological processes,namely,the positive regulation of gene expression,cardiac development,and the positive regulation of MAPK cascade,and involve multi key pathways including MAPK signaling pathway,HIF-1 signaling pathway and PI3K/Akt signaling pathway etc.Good binding activities were observed between MAPK1,CAV1,EDN1,F2 and quercetin,luteolin,kaempferol,tanshinaldehyde,as well as MAPK1,F2 and arachidonic acid.(2)Compared with sham operation group,LVEF and LVFS of rats significantly reduced(P<0.01),heart mass index obviously increased(P<0.05)in the model group.Myocardial tissue appears obvious pathological damage,and the degree of interstitial fibrosis was serious.The collagen volume fraction of the heart significantly increased(P<0.01).The levels of serum BNP,ANP and ALD significantly increased(P<0.01).The mRNA and protein expressions of CAV1、F2 and MAPK1 in heart tissue significantly increased(P<0.05,P<0.01).Compared with the model group,LVEF and LVFS of rats obviously increased(P<0.01),but the decrease in heart mass index was not significant(P>0.05)in Shenfu Yixin Granules group and positive control group.The pathological damage in myocardial tissues was significantly improved,the degree of interstitial fibrosis was significantly reduced.The collagen volume fraction of the heart significantly decreased(P<0.01).The levels of serum BNP,ANP and ALD significantly decreased(P<0.01).The mRNA and protein expressions of CAV1、F2 and MAPK1 in heart tissue significantly decreased(P<0.05,P<0.01).Conclusion Shenfu Yixin Granules may improve heart function and myocardial fibrosis in heart failure rats through the interaction between the active ingredients(quercetin,luteolin,arachidonic acid,kaempferol,and tanshinaldehyde)and targets(MAPK1,F2,CAV-1,and EDN1),so as to regulate MAPK signaling pathway and PI3K/Akt signaling pathway.
7.Effect of ACC oxidase gene AhACOs on salt tolerance of peanut.
Jianbin HUANG ; Wenjie ZHOU ; Lei FANG ; Mingming SUN ; Xin LI ; Jingjing LI ; Xiaoting LI ; Yanyan TANG ; Defeng JIANG ; Hong ZHU ; Jiongming SUI ; Lixian QIAO
Chinese Journal of Biotechnology 2023;39(2):603-613
ACC oxidase (ACO) is one of the key enzymes that catalyze the synthesis of ethylene. Ethylene is involved in salt stress response in plants, and salt stress seriously affects the yield of peanut. In this study, AhACO genes were cloned and their functions were investigated with the aim to explore the biological function of AhACOs in salt stress response, and to provide genetic resources for the breeding of salt-tolerant varieties of peanut. AhACO1 and AhACO2 were amplified from the cDNA of salt-tolerant peanut mutant M29, respectively, and cloned into the plant expression vector pCAMBIA super1300. The recombinant plasmid was transformed into Huayu22 by pollen tube injection mediated by Agrobacterium tumefaciens. After harvest, the small slice cotyledon was separated from the kernel, and the positive seeds were screened by PCR. The expression of AhACO genes was analyzed by qRT-PCR, and the ethylene release was detected by capillary column gas chromatography. Transgenic seeds were sowed and then irrigated with NaCl solution, and the phenotypic changes of 21-day-seedings were recorded. The results showed that the growth of transgenic plants were better than that of the control group Huayu 22 upon salt stress, and the relative content of chlorophyll SPAD value and net photosynthetic rate (Pn) of transgenic peanuts were higher than those of the control group. In addition, the ethylene production of AhACO1 and AhACO2 transgenic plants were 2.79 and 1.87 times higher than that of control peanut, respectively. These results showed that AhACO1 and AhACO2 could significantly improve the salt stress tolerance of transgenic peanut.
Salt Tolerance/genetics*
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Arachis/genetics*
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Plant Breeding
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Ethylenes/metabolism*
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Plants, Genetically Modified/genetics*
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Gene Expression Regulation, Plant
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Plant Proteins/genetics*
8.Status quo and influencing factors of self-advocacy in young female breast cancer patients
Suwei DUAN ; Aifang LONG ; Jingjing DOU ; Lingfang QIAO ; Dandan WANG
Chinese Journal of Practical Nursing 2023;39(28):2218-2224
Objective:To understand the level of self-advocacy in young female breast cancer patients and analyze its influencing factors, so as to provide reference for clinical intervention.Methods:A total of 250 young female breast cancer patients from Puyang People′s Hospital and Puyang Oilfield General Hospital from May 2021 to June 2022 were selected as research objects by convenience sampling method. A cross-sectional survey was conducted using the general information questionnaire, Female Self-Advocacy in Cancer Survivorship, Cancer Distress Scales for Adolescent and Young Adults and Family Resilience Assessment Scale. Multiple stepwise linear regression was used to analyze the influencing factors of self-advocacy in young women with breast cancer.Results:A total of 235 young female breast cancer patients completed the survey. The total score for self-advocacy was (77.04 ± 12.76) points, the total score of psychological distress was (108.25 ± 18.36) points, and the total score of family resilience was (112.93 ± 25.20) points. Self-advocacy was negatively correlated with psychological distress ( r=-0.548, P<0.001), and positively correlated with family resilience ( r=0.596, P<0.001). Education level, personality type, family monthly income, perceived economic pressure, work status, fertility, intimate relationship, diagnosis time, psychological distress and family resilience were the influencing factors of self-advocacy of young female breast cancer patients ( R2=0.595, F=35.31, P<0.01). Conclusions:The level of self-advocacy of young female breast cancer patients should be further improved. Medical staff should take targeted measures according to influencing factors to improve their self-advocacy level.
9.Value of 18F-FDG PET/CT in evaluating the activity of Takayasu arteritis
Jingjing ZHANG ; Xin WEN ; Qiao RUAN ; Xingmin HAN
Chinese Journal of Nuclear Medicine and Molecular Imaging 2022;42(8):457-461
Objective:To investigate the value of 18F-FDG PET/CT in qualitative evaluation of disease activity in patients with Takayasu arteritis (TA), and discuss the relationship between PET vascular activity score (PETVAS) and disease activity. Methods:A total of 84 patients (12 males, 72 females, age: (30.0±7.3) years) with TA, who underwent 18F-FDG PET/CT imaging in the First Affiliated Hospital of Zhengzhou University between February 2016 and August 2021, were retrospectively reviewed. All patients were divided into active ( n=68) and inactive groups ( n=16) according to Kerr score. PET/CT images were semiquantitatively evaluated according to the visual score and PETVAS was calculated. Mann-Whitney U test was used to compare the differences of PETVAS and inflammatory indexes (erythrocyte sedimentation rate (ESR) and C-reactive protein (CRP)) between two groups. Spearman rank correlation analysis was used to evaluate the relationships among PETVAS, Kerr score and inflammatory indexes. ROC curve analysis was employed to compare the diagnostic efficiencies of PETVAS, ESR and CRP for disease activity. Results:The sensitivity, specificity and accuracy of 18F-FDG PET/CT in evaluating the activity of TA by visual score (≥2) were 86.8%(59/68), 15/16 and 88.1%(74/84), respectively. PETVAS, ESR(mm/1 h) and CRP(mg/L) in active group were higher than those in inactive group (11.0 (6.0, 18.0) vs 0.0 (0.0, 3.0), 67.0 (25.3, 104.0) vs 10.1 (7.1, 20.8) and 32.3 (7.1, 72.1) vs 1.8 (1.0, 5.3), respectively; z values: 4.53-5.23, all P<0.001). PETVAS was positively correlated with Kerr score ( rs=0.65, P<0.001), ESR ( rs=0.57, P<0.001) and CRP ( rs=0.56, P<0.001). The correlation coefficient between Kerr score and PETVAS was higher than that between Kerr score and CRP ( rs=0.55, P<0.001) and ESR ( rs=0.55, P<0.001). ROC AUC and Youden Index (YI) of PETVAS (AUC=0.92, YI=0.77) were higher than those of CRP (AUC=0.87, YI=0.65) and ESR ( AUC=0.87, YI=0.66). Conclusions:18F-FDG PET/CT is an effective tool for qualitative evaluation of TA disease activity. PETVAS is helpful in evaluating disease activity of TA, with a better efficacy than inflammatory indexes.
10.Non-pharmaceutical interventions for respiratory virus infection in children and its effect
Peng HAN ; Shanshan LIU ; Jingjing QIAO ; Yan KONG ; Xiongbin CHEN ; Ju YIN ; Kunling SHEN
Chinese Journal of Applied Clinical Pediatrics 2022;37(6):466-470
With the emergence of new respiratory virus, it is more apparent for the vulnerability of population to respiratory viral infection.Non-pharmaceutical interventions (NPIs) for respiratory virus infection have become the main way to prevent corona virus disease 2019.Some studies had proven its effectiveness.In addition, the NPIs also significantly reduced the incidence and hospitalization rate of other respiratory disease in children.NPIs for respiratory virus infection in children have its particularity and challenge.In daily life, it is important to guide children how to do the NPIs, so as to protect susceptible children and reduce the disease burden in children′s health system.Therefore, the aerosol transmission, the specificity of the NPIs in children, and the impact on childhood respiratory diseases are described in this article, to improve the prevention of common respiratory diseases in children.

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