1.Construction of a Diagnostic Model for Traditional Chinese Medicine Syndromes of Chronic Cough Based on the Voting Ensemble Machine Learning Algorithm
Yichen BAI ; Suyang QIN ; Chongyun ZHOU ; Liqing SHI ; Kun JI ; Chuchu ZHANG ; Panfei LI ; Tangming CUI ; Haiyan LI
Journal of Traditional Chinese Medicine 2025;66(11):1119-1127
ObjectiveTo explore the construction of a machine learning model for the diagnosis of traditional Chinese medicine (TCM) syndromes in chronic cough and the optimization of this model using the Voting ensemble algorithm. MethodsA retrospective analysis was conducted using clinical data from 921 patients with chronic cough treated at the Respiratory Department of Dongfang Hospital, Beijing University of Chinese Medicine. After standardized processing, 84 clinical features were extracted to determine TCM syndrome types. A specialized dataset for TCM syndrome diagnosis in chronic cough was formed by selecting syndrome types with more than 50 cases. The synthetic minority over-sampling technique (SMOTE) was employed to balance the dataset. Four base models, logistic regression (LR), decision tree (dt), multilayer perceptron (MLP), and Bagging, were constructed and integrated using a hard voting strategy to form a Voting ensemble model. Model performance was evaluated using accuracy, recall, precision, F1-score, receiver operating characteristic (ROC) curve, area under the curve (AUC), and confusion matrix. ResultsAmong the 921 cases, six syndrome types had over 50 cases each, phlegm-heat obstructing the lung (294 cases), wind pathogen latent in the lung (103 cases), cold-phlegm obstructing the lung (102 cases), damp-heat stagnating in the lung (64 cases), lung yang deficiency (54 cases), and phlegm-damp obstructing the lung (53 cases), yielding a total of 670 cases in the specialized dataset. High-frequency symptoms among these patients included cough, expectoration, odor-induced cough, throat itchiness, itch-induced cough, and cough triggered by cold wind. Among the four base models, the MLP model showed the best diagnostic performance (test accuracy: 0.9104; AUC: 0.9828). Compared with the base models, the Voting ensemble model achieved superior performance with an accuracy of 0.9289 on the training set and 0.9253 on the test set, showing a minimal overfitting gap of 0.0036. It also achieved the highest AUC (0.9836) in the test set, outperforming all base models. The model exhi-bited especially strong diagnostic performance for damp-heat stagnating in the lung (AUC: 0.9984) and wind pathogen latent in the lung (AUC: 0.9970). ConclusionThe Voting ensemble algorithm effectively integrates the strengths of multiple machine learning models, resulting in an optimized diagnostic model for TCM syndromes in chronic cough with high accuracy and enhanced generalization ability.
2.SPP1 expression in SMARCA4-deficient non-small cell lung cancer and its relationship with PD-L1
Juan WU ; Xi HUANG ; Jiajia LI ; Yuqing WEI ; Liqing ZHANG ; Yongmei YU ; Zhiwei LU ; He ZHANG
Chinese Journal of Clinical Pharmacology and Therapeutics 2025;30(4):477-486
AIM:To analyze the expression of se-creted phosphoprotein 1(SPP1)and programmed cell death-ligand 1(PD-L1)in SMARCA4-deficient non-small cell lung cancer,and to provide a scientif-ic basis for the study of the follow-up treatment of this rare pathological type of lung cancer.METH-ODS:The clinical and pathological characteristics of 12 patients with this disease were analyzed retro-spectively,and the patients were divided into two groups of adenocarcinomas and poorly differentiat-ed carcinomas according to their morphological characteristics,and the relationship between the expression of SPP1 and PD-L1 was analyzed in the two groups.RESULTS:SPP1 expression was detect-ed in all patients and Its expression level was signif-icantly higher in the poorly differentiated carcino-ma group compared with the adenocarcinoma group(P=0.015);PD-L1 expression was found in 6/7 patients(5 cases were not measured),compared with the adenocarcinoma group,PD-L1 was also highly expressed in the poorly differentiated carci-noma group(P=0.048)and the PD-L1 difference be-tween the two groups suggested that the results were similar to those of SPP1.CONCLUSION:SMARCA4-deficient non-small cell lung cancer has high positive expression of SPP1 and PD-L1.It was more pronounced in patients with poorly differenti-ated carcinoma.There may be a positive correla-tion between SPP1 and PD-L1 expression in SMAR-CA4-deficient non-small cell lung cancer and the mechanism of the correlation needs to be further verified in subsequent studies.
3.Inhibitory effect of angiotensin Ⅱ on the brown fat differentiation of rat bone marrow mesenchymal stem cells
Chenyang LIU ; Jin WANG ; Wenting ZHANG ; Liqing WANG ; Xiaoxiao YIN ; Junnan ZHAO ; Xiangying JIAO
Chinese Journal of Tissue Engineering Research 2025;29(23):4859-4867
BACKGROUND:Bone marrow mesenchymal stem cells are one of the sources of adipocytes and express all renin-angiotensin system components,but the effect of angiotensin Ⅱ on bone marrow mesenchymal stem cell differentiation into brown adipose tissue is not clear.OBJECTIVE:To observe the effect of angiotensin Ⅱ on bone marrow mesenchymal stem cell differentiation into brown adipose tissue and investigate the role of angiotensin 1a receptor knockout in effect of angiotensin Ⅱ on bone marrow mesenchymal stem cell differentiation into brown adipocytes and its potential mechanisms.METHODS:After isolation and culture of bone marrow mesenchymal stem cells in wild-type and angiotensin 1a receptor knockout SD rats,the cells were cultured to the third generation and randomly divided into four groups:wild type group,knockout group,wild type+angiotensin Ⅱ group,and knockout+angiotensin Ⅱ group.The differentiation was induced in the brown fat induced differentiation medium for 14 days.Angiotensin Ⅱ(100 nmol/L)was added for intervention when the differentiation medium was changed each time in the latter two groups.Western blot assay,qRT-PCR,immunofluorescence,and other methods were used to detect the expression of induced differentiation,lipolysis,β oxidation,and mitochondrial biogenesis in brown fat.RESULTS AND CONCLUSION:Angiotensin Ⅱ could inhibit the browning of rat bone marrow mesenchymal stem cells.Knockout of angiotensin 1a receptor could improve the inhibitory effect of angiotensin Ⅱ on brown lipid formation of rat bone marrow mesenchymal stem cells by promoting lipolysis,enhancing fatty acid β oxidation,promoting mitochondrial biogenesis,and enhancing mitochondrial function.These findings provide new research directions and potential therapeutic targets for obesity treatment,revealing the important role of renin angiotensin systems in fat metabolism and its potential as a therapeutic target.
4.Knowledge, attitude and behavior of drinking water and associated factors among primary school students in rural China
Chinese Journal of School Health 2025;46(4):509-513
Objective:
To investigate the status quo and associated factors of drinking water knowledge, attitude and behavior among primary school students in rural areas, so as to provide evidence for health behavioral intervention of drinking water in primary school.
Methods:
Twentythree primary schools in rural area from Hebei, Henan, Shandong and Shanxi provinces were selected by using purposive sampling method from March 1 to April 27 in 2023. Selfdesigned questionnaires regarding knowledge, attitude and behavior of drinking water were distributed to all students in grade 3-6, and 2 173 valid questionnaires were obtained. Multivariate Logistic regression was used to analyze the influencing factors of drinking water knowledge, attitude and behavior of primary school students.
Results:
The attainment rates of drinking water knowledge, attitude and behavior level were 20.02%, 26.65%, and 31.20%, respectively, among primary school students. The median of daily water intake was 1 000 mL, and the average daily water intake was (1 172.99±771.89)mL. In addition, 66.31% of students water intake reached the minimum standard of 800 mL recommended. The results of multiple Logistic regression indicated that drinking water accessibility in school, health education of drinking water, and individual selfcontrol ability were positively correlated with the knowledge (OR=1.31, 1.57, 1.58), attitude (OR=2.07, 1.65, 1.73), behavior (OR=1.40, 1.49, 1.91) of drinking water and daily water intake (OR=1.41, 1.38, 1.20) (P<0.05).
Conclusions
Primary school students in rural areas are generally lack of appropriate health awareness on drinking water including knowledge, attitude and behavior. Schools should take targeted measures to focus on the cultivation of students selfcontrol ability, so as to improve students knowledge and attitudes of drinking water, and furthermore help students shape their healthy behaviors of drinking water.
5.Expert Consensus on Clinical Application of Qinbaohong Zhike Oral Liquid in Treatment of Acute Bronchitis and Acute Attack of Chronic Bronchitis
Jian LIU ; Hongchun ZHANG ; Chengxiang WANG ; Hongsheng CUI ; Xia CUI ; Shunan ZHANG ; Daowen YANG ; Cuiling FENG ; Yubo GUO ; Zengtao SUN ; Huiyong ZHANG ; Guangxi LI ; Qing MIAO ; Sumei WANG ; Liqing SHI ; Hongjun YANG ; Ting LIU ; Fangbo ZHANG ; Sheng CHEN ; Wei CHEN ; Hai WANG ; Lin LIN ; Nini QU ; Lei WU ; Dengshan WU ; Yafeng LIU ; Wenyan ZHANG ; Yueying ZHANG ; Yongfen FAN
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(4):182-188
The Expert Consensus on Clinical Application of Qinbaohong Zhike Oral Liquid in Treatment of Acute Bronchitis and Acute Attack of Chronic Bronchitis (GS/CACM 337-2023) was released by the China Association of Chinese Medicine on December 13th, 2023. This expert consensus was developed by experts in methodology, pharmacy, and Chinese medicine in strict accordance with the development requirements of the China Association of Chinese Medicine (CACM) and based on the latest medical evidence and the clinical medication experience of well-known experts in the fields of respiratory medicine (pulmonary diseases) and pediatrics. This expert consensus defines the application of Qinbaohong Zhike oral liquid in the treatment of cough and excessive sputum caused by phlegm-heat obstructing lung, acute bronchitis, and acute attack of chronic bronchitis from the aspects of applicable populations, efficacy evaluation, usage, dosage, drug combination, and safety. It is expected to guide the rational drug use in medical and health institutions, give full play to the unique value of Qinbaohong Zhike oral liquid, and vigorously promote the inheritance and innovation of Chinese patent medicines.
6.Utility of upper urinary tract video urodynamics in recurrent symptoms and equivocal hydronephrosis after ureteral reconstruction: A retrospective cohort study.
Xinfei LI ; Yiming ZHANG ; Liqing XU ; Chen HUANG ; Zhihua LI ; Kunlin YANG ; Hua GUAN ; Jing LIU ; Peng ZHANG ; Hongjian ZHU ; Liqun ZHOU ; Xuesong LI
Chinese Medical Journal 2025;138(18):2350-2352
7.Adherence to blood glucose self-monitoring guidance and glycemic control in Chinese patients with type 2 diabetes mellitus initiating basal insulin: A mobile health-based prospective cohort study.
Lixin GUO ; Dalong ZHU ; Kaining CHEN ; Yaoming XUE ; Chao ZHOU ; Ping LIU ; Zhaohui HU ; Pei GU ; Wei ZHANG ; Huijie DONG ; Wanjun XIE ; Liqing GUAN
Chinese Medical Journal 2025;138(21):2832-2834
8.Research progress in neuroimaging techniques for quantifying athletes'brain
Ying YU ; Liqing ZHANG ; Lijuan WANG ; Fengxue QI
Military Medical Sciences 2025;49(2):144-151
Neuroimaging techniques are tools used to investigate and monitor the activity of the nervous system.This study reviews studies that have attempted to quantify athletes'brain using neuroimaging techniques,and summarizes the specific changes in athletes'brain as evidenced by structural magnetic resonance imaging,functional magnetic resonance imaging,functional near-infrared spectroscopy,transcranial magnetic stimulation and electroencephalography.Open-skill sports have been found to increase the brain volume and resting-state functional connectivity related to athletes'executive control,somatosensory processing,vision,and balance coordination,whereas closed-skill sports may decrease the brain volume and resting-state functional connectivity related to athletes'episodic memory,emotional processing and executive functions.Brain regions associated with executive functions,body awareness,motor learning,and episodic memory exhibit stronger activation during tasks.Athletes demonstrate higher neural excitability and neural efficiency.The association between sports training and the brain should be explored through multimodal neuroimaging techniques,which will play a significant role in athlete selection,real-time status monitoring and long-term training supervision.
9.Experience of parents engaging in kangaroo mother care for preterm infants in the NICU:a qualitative Meta-synthesis
Weizhen ZOU ; Liqing YUE ; Bingyu LI ; Xiuwen CHEN ; Bin PENG ; Tiange ZHANG ; Qiang PENG ; Huiqiong CHEN ; Moyan LIU
Chinese Journal of Nursing 2025;60(20):2534-2541
Objective To systematically evaluate and analyze qualitative studies of parental engagement in kangaroo mother care experiences for preterm infants in the NICU,aiming to provide references for promoting the early recovery of preterm infants in NICU and improving the quality of nursing services.Methods Relevant were searched for qualitative studies of parental engagement in kangaroo mother care for preterm infants in NICU.The search time limit was from the construction of the database to July 19,2024.The quality of the included literature was assessed using the Joanna Brigg Institute's(JBI)Australian Centre for Evidence-Based Health Care's Quality Assessment Criteria for Qualitative Research,and the results were integrated using the meta-integration methods.Results A total of 17 papers were included in the literature,and 61 findings were extracted,grouped into 10 new categories.These were further synthesized into 4 integrated findings:physical and psychological perceptions of participation in kangaroo mother care;challenges to participation in kangaroo mother care;facilitators of participation in kangaroo mother care;expectations and suggestions for kangaroo mother care.Conclusion Hospital administrators should further improve the management specifications of kangaroo mother care for preterm infants in NICU,optimize resource allocation and strengthen publicity.At the same time,healthcare professionals should actively promote the establishment of peer and family support systems and increase participation in kangaroo mother care to facilitate early recovery of preterm infants in NICU and to continuously promote the improvement of nursing service quality.
10.Investigation and Analysis on the Current Situation of Financial Management in Public Hospitals of Anhui Province
Zeyun ZHANG ; Wanli MA ; Xinyu LI ; Fang LI ; Jie WANG ; Xinyu ZHAO ; Ping YU ; Liqing CAO
Chinese Health Economics 2025;44(7):98-102
Objective:To understand the current status of financial management in public hospitals of Anhui Province and provide a basis for strengthening financial management and promoting high-quality development in public hospitals.Methods:Stratified and random sampling methods were used to select 100 public hospitals as sample hospitals.A self-designed questionnaire was used to conduct a questionnaire survey on the current status of financial management.Results:The overall financial management level of public hospitals in Anhui Province needs to be further improved.The main problems are that the functions of the chief accountant need to be fully exerted,the structure of financial personnel is uneven,the coverage and depth of budget management are insufficient,cost accounting is relatively rough,the operation management system is not sound,the construction of internal control emphasizes form over substance,and the informatization construction needs to be advanced urgently.Conclusion:In response to the existing problems,efforts can be made from fully exerting the functions of the chief accountant,optimizing the talent team,promoting the refinement of budget and cost management,deeply carrying out operation management,improving internal control,and making up for the shortcomings of informatization,to adapt to the new situation and policy requirements of the medical industry's development.


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