1.Explainable machine learning model for predicting septic shock in critically sepsis patients based on coagulation indexes: A multicenter cohort study.
Qing-Bo ZENG ; En-Lan PENG ; Ye ZHOU ; Qing-Wei LIN ; Lin-Cui ZHONG ; Long-Ping HE ; Nian-Qing ZHANG ; Jing-Chun SONG
Chinese Journal of Traumatology 2025;28(6):404-411
PURPOSE:
Septic shock is associated with high mortality and poor outcomes among sepsis patients with coagulopathy. Although traditional statistical methods or machine learning (ML) algorithms have been proposed to predict septic shock, these potential approaches have never been systematically compared. The present work aimed to develop and compare models to predict septic shock among patients with sepsis.
METHODS:
It is a retrospective cohort study based on 484 patients with sepsis who were admitted to our intensive care units between May 2018 and November 2022. Patients from the 908th Hospital of Chinese PLA Logistical Support Force and Nanchang Hongdu Hospital of Traditional Chinese Medicine were respectively allocated to training (n=311) and validation (n=173) sets. All clinical and laboratory data of sepsis patients characterized by comprehensive coagulation indexes were collected. We developed 5 models based on ML algorithms and 1 model based on a traditional statistical method to predict septic shock in the training cohort. The performance of all models was assessed using the area under the receiver operating characteristic curve and calibration plots. Decision curve analysis was used to evaluate the net benefit of the models. The validation set was applied to verify the predictive accuracy of the models. This study also used Shapley additive explanations method to assess variable importance and explain the prediction made by a ML algorithm.
RESULTS:
Among all patients, 37.2% experienced septic shock. The characteristic curves of the 6 models ranged from 0.833 to 0.962 and 0.630 to 0.744 in the training and validation sets, respectively. The model with the best prediction performance was based on the support vector machine (SVM) algorithm, which was constructed by age, tissue plasminogen activator-inhibitor complex, prothrombin time, international normalized ratio, white blood cells, and platelet counts. The SVM model showed good calibration and discrimination and a greater net benefit in decision curve analysis.
CONCLUSION
The SVM algorithm may be superior to other ML and traditional statistical algorithms for predicting septic shock. Physicians can better understand the reliability of the predictive model by Shapley additive explanations value analysis.
Humans
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Shock, Septic/blood*
;
Machine Learning
;
Male
;
Female
;
Retrospective Studies
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Middle Aged
;
Aged
;
Sepsis/complications*
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ROC Curve
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Cohort Studies
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Adult
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Intensive Care Units
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Algorithms
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Blood Coagulation
;
Critical Illness
2.Mediating effect of sleep duration between depression symptoms and myopia in middle school students.
Wei DU ; Xu-Xiang YANG ; Ru-Shuang ZENG ; Chun-Yao ZHAO ; Zhi-Peng XIANG ; Yuan-Chun LI ; Jie-Song WANG ; Xiao-Hong SU ; Xiao LU ; Yu LI ; Jing WEN ; Dang HAN ; Qun DU ; Jia HE
Chinese Journal of Contemporary Pediatrics 2025;27(3):359-365
OBJECTIVES:
To explore the mediating role of sleep duration in the relationship between depression symptoms and myopia among middle school students.
METHODS:
This study was a cross-sectional research conducted using a stratified cluster random sampling method. A total of 1 728 middle school students were selected from two junior high schools and two senior high schools in certain urban areas and farms of the Xinjiang Production and Construction Corps. Questionnaire surveys and vision tests were conducted among the students. Spearman analysis was used to analyze the correlation between depression symptoms, sleep duration, and myopia. The Bootstrap method was employed to investigate the mediating effect of sleep duration between depression symptoms and myopia.
RESULTS:
The prevalence of myopia in the overall population was 74.02% (1 279/1 728), with an average sleep duration of (7.6±1.0) hours. The rate of insufficient sleep was 83.62% (1 445/1 728), and the proportion of students exhibiting depression symptoms was 25.29% (437/1 728). Correlation analysis showed significant negative correlations between visual acuity in both eyes and sleep duration with depressive emotions as measured by the Center for Epidemiologic Studies Depression Scale (with correlation coefficients of -0.064, -0.084, and -0.199 respectively; P<0.01), as well as with somatic symptoms and activities (with correlation coefficients of -0.104, -0.124, and -0.233 respectively; P<0.01) and interpersonal relationships (with correlation coefficients of -0.052, -0.059, and -0.071 respectively; P<0.05). The correlation coefficients for left and right eye visual acuity and sleep duration were 0.206 and 0.211 respectively (P<0.001). Sleep duration exhibited a mediating effect between depression symptoms and myopia (indirect effect=0.056, 95%CI: 0.029-0.088), with the mediating effect value for females (indirect effect=0.066, 95%CI: 0.024-0.119) being higher than that for males (indirect effect=0.042, 95%CI: 0.011-0.081).
CONCLUSIONS
Sleep duration serves as a partial mediator between depression symptoms and myopia in middle school students.
Humans
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Myopia/etiology*
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Male
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Female
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Depression/physiopathology*
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Cross-Sectional Studies
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Sleep
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Adolescent
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Students
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Child
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Time Factors
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Sleep Duration
3.Impact of remote follow-up under an intelligent medical collaboration model on health promotion and clinical outcomes in patients with urinary calculi.
Yuting YANG ; Fengyan SONG ; Jiacheng HE ; Wenmin JI ; Yuyue XU ; Jing TAN ; Juan XUE
Journal of Central South University(Medical Sciences) 2025;50(5):876-887
OBJECTIVES:
Urinary calculi are characterized by a high recurrence rate, and patients' adherence to self-management after discharge directly affects health outcomes. Traditional offline follow-up models often face problems such as poor compliance and uneven allocation of medical resources, making it difficult to meet individualized health management needs. Remote follow-up provides a novel solution to optimize long-term management, improve health literacy, and enhance clinical outcomes. This study aims to evaluate the effect of remote follow-up under an intelligent medical collaborative model on quality of life and health-promoting lifestyle in patients with urinary calculi, and to assess its short-term impact on clinical outcomes.
METHODS:
A total of 118 patients with urinary calculi admitted to a tertiary hospital in Hunan Province between August and November 2024 were recruited and randomly assigned to a control group (n=59) or an intervention group (n=59). The control group received routine departmental follow-up, while the intervention group underwent remote follow-up based on an intelligent medical collaborative model for one month. Assessments were conducted before discharge (T0), 15 days after discharge (T1), and one month after discharge (T2), using the Wisconsin Stone Quality of Life Questionnaire and the Health-Promoting Lifestyle Profile. At T2, the incidence of forgotten ureteral stents (FUS), ureteral stent-related complications, unplanned readmissions, and patient satisfaction were evaluated.
RESULTS:
No significant differences were observed between groups at T0 in baseline characteristics or outcome measures (all P>0.05). At T1 and T2, the intervention group had significantly higher health-related quality of life scores than the control group (P<0.05). Generalized estimating equation (GEE) analysis showed significant between-group effects (Wald's χ2=22.961, P<0.001), time effects (Wald's χ2=23.065, P<0.001), and interaction effects (Wald's χ2=6.930, P<0.05). Similarly, at T1 and T2, the intervention group scored significantly higher on health-promoting lifestyle than the control group (P<0.05), with significant between-group effects (Wald's χ2=22.936, P<0.001), time effects (Wald's χ2=10.694, P<0.001), and interaction effects (Wald's χ2=18.921, P<0.05). No significant differences were found between groups in the incidence of FUS, ureteral stent-related complications, or unplanned readmissions (all P>0.05). Patient satisfaction was significantly higher in the intervention group (t=4.089, P<0.001).
CONCLUSIONS
Remote follow-up under an intelligent medical collaborative model helps improve quality of life, promote health-oriented lifestyles, and enhance patient satisfaction among individuals with urinary calculi.
Humans
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Quality of Life
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Male
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Female
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Urinary Calculi/therapy*
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Health Promotion/methods*
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Middle Aged
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Adult
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Follow-Up Studies
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Treatment Outcome
4.Cerebral endothelial 3-mercaptopyruvate sulfurtransferase improves ischemia-induced cognitive impairment via interacting with protein phosphatase 2A.
Li ZHU ; Yi HUANG ; Jing JIN ; Rongjun ZOU ; Rui ZUO ; Yong LUO ; Ziqing SONG ; Linfeng DAI ; Minyi ZHANG ; Qiuhe CHEN ; Yunting WANG ; Wei WANG ; Rongrong HE ; Yang CHEN
Acta Pharmaceutica Sinica B 2025;15(1):314-330
The catalytic activity of 3-mercaptopyruvate (3MP) sulfurtransferase (MPST) converts 3MP to hydrogen sulfide (H2S). However, the regulatory mechanisms governing MPST and its impact on the brain remain largely unexplored. Our study reveals the neuroprotective role of endothelial MPST-generated H2S, regulated by protein phosphatase 2A (PP2A). Bioinformatics analysis and RNA sequencing demonstrated that endothelial PP2A is associated with neurodegenerative disease pathways. Cerebral ischemic mice exhibited significant inactivation of endothelial PP2A, evidenced by the reduction of PP2Acα in the brain endothelium. Mice with endothelium-specific null PP2A (PP2AEC-cKO) exhibited neuronal loss, cognitive dysfunction, and long-term potentiation deficits. Postnatal inactivation of endothelial PP2A also contributes to cognitive dysfunction and neuronal loss. However, regaining endothelial PP2A activity by overexpressing Ppp2ca rescued neuronal dysfunction. Mechanistically, PP2A deficiency is intricately linked to the MPST-H2S signaling pathway. A robust reduction in endothelial MPST-dependent H2S production followed PP2A deficiency. Exogenous H2S treatment and AAV-mediated overexpression of MPST in brain endothelial cells significantly mitigated neuronal dysfunction in PP2AEC-cKO mice. Furthermore, PP2A deficiency promotes an increase in calcium influx and calpain2 phosphorylation, subsequently leading to MPST degradation. The PP2A activator (FTY720) and MPST activator (3MP sodium) both remarkably restored endothelial MPST-dependent H2S production, subsequently rescuing ischemia-induced neurological deficits. In conclusion, our study demonstrates that endothelial PP2A deficiency leads to MPST degradation by activating calpain2, thus damaging neuronal function.
5.Expert consensus on orthodontic treatment of protrusive facial deformities.
Jie PAN ; Yun LU ; Anqi LIU ; Xuedong WANG ; Yu WANG ; Shiqiang GONG ; Bing FANG ; Hong HE ; Yuxing BAI ; Lin WANG ; Zuolin JIN ; Weiran LI ; Lili CHEN ; Min HU ; Jinlin SONG ; Yang CAO ; Jun WANG ; Jin FANG ; Jiejun SHI ; Yuxia HOU ; Xudong WANG ; Jing MAO ; Chenchen ZHOU ; Yan LIU ; Yuehua LIU
International Journal of Oral Science 2025;17(1):5-5
Protrusive facial deformities, characterized by the forward displacement of the teeth and/or jaws beyond the normal range, affect a considerable portion of the population. The manifestations and morphological mechanisms of protrusive facial deformities are complex and diverse, requiring orthodontists to possess a high level of theoretical knowledge and practical experience in the relevant orthodontic field. To further optimize the correction of protrusive facial deformities, this consensus proposes that the morphological mechanisms and diagnosis of protrusive facial deformities should be analyzed and judged from multiple dimensions and factors to accurately formulate treatment plans. It emphasizes the use of orthodontic strategies, including jaw growth modification, tooth extraction or non-extraction for anterior teeth retraction, and maxillofacial vertical control. These strategies aim to reduce anterior teeth and lip protrusion, increase chin prominence, harmonize nasolabial and chin-lip relationships, and improve the facial profile of patients with protrusive facial deformities. For severe skeletal protrusive facial deformities, orthodontic-orthognathic combined treatment may be suggested. This consensus summarizes the theoretical knowledge and clinical experience of numerous renowned oral experts nationwide, offering reference strategies for the correction of protrusive facial deformities.
Humans
;
Orthodontics, Corrective/methods*
;
Consensus
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Malocclusion/therapy*
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Patient Care Planning
;
Cephalometry
6.Astrocytes regulate remyelination in central nervous system
Jing SHUI ; Yu HE ; Nan JIANG ; Kun XU ; Lijuan SONG ; Zhibin DING ; Cungen MA ; Xinyi LI
Chinese Journal of Tissue Engineering Research 2025;29(36):7889-7897
BACKGROUND:Remyelination in the central nervous system is a basic repair process triggered by demyelinating events,mainly through the proliferation,migration,and differentiation of oligodendrocyte precursor cells into oligodendrocytes.The process of remyelination is affected by many factors such as astrocytes,myelin debris,microglia,macrophages,endothelial cells,pericytes,T cells,and age.OBJECTIVE:Astrocytes play an important role in regulating synaptic activity,nutritional support,and tissue repair in the central nervous system.This review aims to provide potential therapeutic targets for demyelinating diseases of central nervous system by reviewing the role of astrocytes in remyelination.METHODS:A search was conducted on relevant literature collected from CNKI,PubMed,and Web of Science from 2014 tO 2024.The search terms were"astrocytes,oligodendrocyte precursor cells,remyelination"in both Chinese and English.Finally,66 articles were included after screening and summarized.RESULTS AND CONCLUSION:(1)The treatment of demyelinating diseases,such as multiple sclerosis,is limited to disease-modifying therapies,and there is no available method to overcome the failure of remyelination.Therefore,it is necessary to explore targets related to remyelination to promote myelin repair.(2)Remyelination is a process in which oligodendrocyte precursor cells proliferate,migrate,differentiate,and mature into oligodendrocytes,and the latter produce myelin to wrap axons to form myelin sheath.(3)Astrocytes regulate remyelination by phagocytosis of myelin debris,participating in inflammatory response,transforming into oligodendrocyte lineage cells,providing energy supply for oligodendrocyte lineage cells,releasing neurotrophic factors,and secreting extracellular matrix components.(4)The drugs screened in this paper use astrocytes and their derived factors as intervention targets to regulate the remyelination.Some drugs have satisfactory effects,but their effectiveness and safety still need more basic research and clinical trials to verify.(5)The mechanism of action of astrocytes in remyelination has not been fully elucidated,and the related molecular targets and signaling pathways can be further studied.
7.Simplified prenatal ultrasonic evaluation for fetal bilateral lateral sulcus
Guannan HE ; Xi CHEN ; Yan SONG ; Yan BAI ; Rong LIANG ; Qianmei LI ; Jing ZHAO
Chinese Journal of Medical Imaging Technology 2025;41(6):871-875
Objective To observe the feasibility and accuracy of simplified prenatal ultrasonic evaluation on fetal bilateral lateral fissures.Methods A total of 513 pregnant women with gestational ages ranging from 20-34 weeks were prospectively enrolled.Transabdominal ultrasound screening of fetal bilateral lateral ventricular fissures on the transforaminal plane were performed,the ultrasonic display rate and characteristics like morphology of bilateral lateral fissures were recorded,and a simple grading system(3 levels)was applied for evaluating the fissures.Fetuses with abnormalities were further examined with MR,amniotic fluid/cord blood tests or whole-exome sequencing of umbilical cord tissue after birth.The pregnancy outcomes were documented.Results Normal fetal bilateral lateral fissures were observed using simplified prenatal ultrasonic evaluation in 500 fetuses whom were then successfully delivered,and normal cortical development was found in these 500 newborns,while abnormalities were detected in 13 fetuses.The display rate of transabdominal ultrasound on transforaminal plane for fetal bilateral lateral ventricular fissures was 92.20%(473/513).From 20 to 34 weeks,the morphology of bilateral lateral fissures could be simply graded into 3 levels:Level 1 presented as a shallow arc shape from 20-22 weeks,Level 2 presented as a blunt or right-angled broad platform from 22-26 weeks,and Level 3 presented as an acute-angled broad platform from 25-34 weeks.In 500 fetuses with normal development,the morphology of the near-field lateral fissures consistently developed in parallel with the far-field lateral fissures as gestational age increased.Among 13 fetuses with abnormal findings,abnormalities of bilateral lateral fissures were found in 8 fetuses,while unilateral abnormality was noticed in 5 fetuses.MR examination of all 13 fetuses and amniotic fluid whole-genome sequencing of 9 fetuses indicated abnormal cortical development.Conclusion Simplified prenatal ultrasound based on transforaminal column cross-section could conveniently and accurately classify morphology of fetal bilateral lateral sulcus.
8.Development, reliability, and validity of a treatment-related quality of life scale for Chinese patients with multiple myeloma
Chunyan SUN ; Zhen CAI ; Bing CHEN ; Lijuan CHEN ; Wenming CHEN ; Kaiyang DING ; Juan DU ; Rong FU ; Chengcheng FU ; Da GAO ; Guangxun GAO ; Yanjuan HE ; Jian HOU ; Ming JIANG ; Fei LI ; Jian LI ; Juan LI ; Zhenyu LI ; Aijun LIAO ; Jing LIU ; Jun LUO ; Jianmin LUO ; Yanping MA ; Jianqing MI ; Ting NIU ; Hongling PENG ; Yongping SONG ; Luqun WANG ; Rong ZHAN ; Xi ZHANG ; Yu HU
Chinese Journal of Hematology 2025;46(8):713-721
Objective:To develop a treatment-related quality of life scale for Chinese patients with multiple myeloma (MM) and to test its reliability and validity.Methods:The initial scale was constructed through a literature search, Delphi expert correspondence, and cognitive testing. This study conducted a preliminary survey of 379 patients with MM and a formal survey of 865 patients from the hematology departments of 155 hospitals nationwide from February 2024 to March 2024. The final scale was obtained after conducting item analysis and reliability and validity tests on the initial scale.Results:The constructed scale contains 36 items covering six domains: physiological, psychological, social, treatment side effects, general health, and others. In the preliminary survey, the Cronbach’s alpha coefficient of each item ranged from 0.597 to 0.939, and the test-retest reliability was 0.747 ( P<0.001). Exploratory factor analysis extracted eight common factors with a cumulative variance contribution of 60.058%. In the formal survey, the Cronbach’s alpha coefficient of each item ranged from 0.484 to 0.930, and the test-retest reliability was 0.835 ( P<0.001). Confirmatory factor analysis revealed a comparative fit index of 0.750, a root-mean-square error of approximation of 0.090, and a root-mean-square residual of 0.067. Conclusion:The treatment-related quality of life scale for Chinese patients with MM designed in this study exhibited good reliability and validity, reflecting the impact of treatment on the quality of life of patients. This scale can provide a reference to clinicians for assessing the disease status of patients.
9.Pathogenesis and treatment progress of flap ischemia-reperfusion injury
Bo HE ; Wen CHEN ; Suilu MA ; Zhijun HE ; Yuan SONG ; Jinpeng LI ; Tao LIU ; Xiaotao WEI ; Weiwei WANG ; Jing XIE
Chinese Journal of Tissue Engineering Research 2025;29(6):1230-1238
BACKGROUND:Flap transplantation technique is a commonly used surgical procedure for the treatment of severe tissue defects,but postoperative flap necrosis is easily triggered by ischemia-reperfusion injury.Therefore,it is still an important research topic to improve the survival rate of transplanted flaps. OBJECTIVE:To review the pathogenesis and latest treatment progress of flap ischemia-reperfusion injury. METHODS:CNKI,WanFang Database and PubMed database were searched for relevant literature published from 2014 to 2024.The search terms used were"flap,ischemia-reperfusion injury,inflammatory response,oxidative stress,Ca2+overload,apoptosis,mesenchymal stem cells,platelet-rich plasma,signaling pathways,shock wave,pretreatment"in Chinese and English.After elimination of irrelevant literature,poor quality and obsolete literature,77 documents were finally included for review. RESULTS AND CONCLUSION:Flap ischemia/reperfusion injury may be related to pathological factors such as inflammatory response,oxidative stress response,Ca2+overload,and apoptosis,which can cause apoptosis of vascular endothelial cells,vascular damage and microcirculation disorders in the flap,and eventually lead to flap necrosis.Studies have found that mesenchymal stem cell transplantation,platelet-rich plasma,signaling pathway modulators,shock waves,and pretreatment can alleviate flap ischemia/reperfusion injuries from different aspects and to varying degrees,and reduce the necrosis rate and necrosis area of the grafted flap.Although there are many therapeutic methods for skin flap ischemia/reperfusion injury,a unified and effective therapeutic method has not yet been developed in the clinic,and the advantages and disadvantages of various therapeutic methods have not yet been compared.Most of the studies remain in the stage of animal experiments,rarely involving clinical observations.Therefore,a lot of research is required in the future to gradually move from animal experiments to the clinic in order to better serve the clinic.
10.Treatment Effect on Structure and Function of Submandibular Gland in Sjögren's Syndrome Model Mice by Artemisinin
Ziwei HUANG ; Qian HE ; Jiahe LIAO ; Xinbo YU ; Jing LUO ; Weijiang SONG ; Qingwen TAO
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(4):158-165
ObjectiveTo investigate the effects of artemisinin (ART) on histopathological damage and salivary secretion in the submandibular gland (SMG) of mice with Sjögren's syndrome (SS) model,and on the expression of aquaporin 5 (AQP5) in SMG cells. MethodsThe NOD/Ltj mice were used as a model of SS and randomly divided into the SS model group,the ART group,and the hydroxychloroquine sulfate (HCQ) group,with six mice per group. Another 6 female BALB/c mice at the same week were selected as the control group. Mice in the ART group was fed with the ART solution daily in the dosage of 50 mg·kg-1,and mice in the HCQ group was given with the HCQ solution (1 300 mg·kg-1). Mice in the SS model and control groups were given saline daily. The treatment lasted for 8 weeks. The 24-hour average water intake,salivary flow rate,SMG pathology scores of mice in each group were measured,as well as the expression levels of AQP5 protein and gene in the SMG tissues. ResultsCompared with the control group,the 24-hour average water intake of mice in the model group was significantly increased (P<0.01),and the saliva flow rate was significantly decreased (P<0.01). Compared to the SS model group,the 24-hour average water intake of mice in the ART and HCQ groups was significantly reduced (P<0.01),and the salivary flow rate was significantly increased in the ART group(P<0.01),comparisons between groups showed that the ART was superior to the HCQ in reducing water intake and improving saliva flow rate in SS model mice (P<0.05). The HE staining results showed that,compared with the normal group,the number of lymphocyte infiltration foci in SMG tissue in the model group increased,and the pathological score increased (P<0.01). Compared to the SS model group,after the intervention of the ART and HCQ,the number of lymphocytic infiltration foci in the SMG tissue decreased,the area of the lymphocytic infiltration foci was reduced,and the pathology score of the SMG tissues was lowered in the ART group(P<0.01). However,there was no difference in pathological scores between the ART and HCQ groups . The results of IHC,Western blot,and Real-time PCR showed that,compared with the normal group,the expression levels of AQP5 protein and gene in SMG tissue in the model group significantly decreased (P<0.05). Comparing with the SS model group,the ART and HCQ groups could significantly up-regulated the expression levels of AQP5 protein and mRNA in the SMG tissue,and the treatment effect was better than that of HCQ. ConclusionART was able to ameliorate SMG structural damage and salivary secretion function in SS model mice,and its mechanism of action may be related to the up-regulation of AQP5 protein and gene expression levels in SMG cells.

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