1.TCM Data Hub: A traditional Chinese medicine data platform powered by YiYuan large language models
Chongyun ZHOU ; Qin LI ; Tangming CUI ; Chaohui CUI ; Peiyu WANG ; Meiling SUN ; Ying NIE ; Yichen BAI ; Haiyan LI
Science of Traditional Chinese Medicine 2026;4(2):140-151
The digitization of traditional Chinese medicine (TCM) has generated vast amounts of data. However, these data are characterized by significant heterogeneity and complex semantic structures, posing substantial challenges for systematic integration and intelligent analysis, and limiting its potential for modern clinical and computational research. To address the challenges posed by the high heterogeneity and complex structure in TCM data, we designed and developed the TCM Data Hub platform, which is powered by the YiYuan large language models (LLMs). This platform aims to enhance intelligent data processing capabilities and unlock the potential for clinical application of TCM data through systematic integration and efficient utilization, thereby bridging the gap between traditional knowledge and modern computational research. This study first analyzed the heterogeneity and complexity of TCM information with respect to data types, structures, and semantics. A standardized data framework was constructed to enhance data integration and interoperability. Based on the TCM Intelligent Computing Platform of the China Academy of Chinese Medical Sciences, we trained the YiYuan LLMs to acquire domain-specific semantic understanding of TCM, thereby improving the platform’s comprehension of specialized terminology and knowledge systems. Leveraging the natural language processing capabilities of the LLMs, we developed a human-in-the-loop data processing system to enable efficient extraction, cleansing, and structured organization of TCM data. In addition, utilizing Vue and Java technologies, we developed multiple LLM-powered intelligent agents and systems, including a human-in-the-loop data processing system, as well as automated prescription mining and network pharmacology analysis agents. Task-specific agents tailored to TCM data processing were developed to enhance the model’s effectiveness in clinical knowledge discovery. System functionality and platform infrastructure were implemented using Java and Vue technologies.The TCM Data Hub platform has completed system construction and core functionality implementation. It supported integrated management and efficient access to 8 key types of TCM data: prescriptions, materia medica, ingredients, targets, diseases (Western medicine), diseases (TCM), syndromes, and therapeutic methods. The human-in-the-loop data processing system achieved an accuracy of 95.34% in structuring TCM data and supported annotation for data requiring manual labeling. The intelligent agent-driven big-data analytics module enabled 1-click, end-to-end workflows for TCM prescription mining, herb-syndrome association analysis, network pharmacology, and molecular biology research, completing a full data mining task in approximately 30 minutes. Users can interact with and manipulate data through a visual front-end interface. The system demonstrated stable performance, strong scalability, and a user-friendly experience. Empowered by the YiYuan LLMs, the TCM Data Hub platform significantly improves the accessibility, usability, and intelligence of TCM data. It effectively bridges traditional TCM knowledge with modern intelligent technologies, providing robust data support and intelligent tools for TCM research and clinical applications.
2.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.
3.Clinical efficacy of microplasma radiofrequency combined with oral traditional Chinese medicine Babao Dan capsule in the treatment of hypertrophic scar
Ruiqi BAI ; Yichen WANG ; Guiwen ZHOU ; Peixuan ZHANG ; Qiang FU ; Minliang CHEN ; Yang YU
Chinese Journal of Plastic Surgery 2025;41(4):366-373
Objective:To investigate the clinical effect of microplasma radiofrequency combined with oral traditional Chinese medicine (TCM) Babao Dan capsule to improve damp-heat TCM constitution in the treatment of hypertrophic scar.Methods:A prospective randomized controlled trial method was used to recruit patients diagnosed with damp-heat TCM constitution and suffering from hypertrophic scar who admitted to the Fourth Medical Center of Chinese PLA General Hospital from March to July 2024. All patients were randomly divided into microplasma radiofrequency combined with TCM treatment group (combination group), microplasma radiofrequency (RF) treatment group (RF group), and oral TCM treatment group (TCM group). Both the combination group and the RF group were treated with a microplasma radiofrequency instrument. Transverse, longitudinal and oblique scar grinding were performed three times with 90 W power, and regular scabs appeared in the treatment area as the treatment end point. After RF treatment in the combination group and the TCM group, Babao Dan capsule was taken with regular warm water, 0.6 g each time, 3 times/day, for 3 months. The Vancouver scar scale (VSS) score (higher score indicating more severe scar), visual analogue scale (VAS) of scar pain and itch (higher score indicating more severe symptom), and TCM constitution score (higher score indicating more severe moist heat constitution) were compared before treatment and 3 months after the first treatment. SPSS 26.0 software was used for statistical analysis. Measurement data conforming to normal distribution were expressed as Mean±SD, ANOVA was used for comparison among groups, and LSD- t method was used for pair comparison between groups. Paired sample t test was used before and after treatment in the same group. Counting data were expressed as cases (%), and the χ2 test was used for inter-group comparison. P<0.05 was considered statistically significant. Results:A total of 60 patients were included, 20 in each group. There were no significant differences in gender distribution, disease course, scar area and distribution among the three groups ( P>0.05), indicating comparability. Before treatment, there were no statistically significant differences in VSS, VAS and TCM physique scores among the 3 groups ( P>0.05). After treatment, VAS scores in the 3 groups, VSS scores in combination group and RF group, TCM physique scores in combination group and TCM group were improved compared with those before treatment, and the differences were statistically significant ( P<0.05). The VSS score of the combination group was significantly lower than that of the RF group and the TCM group ( P<0.05), but there was no statistical significance between the RF group and the TCM group ( P>0.05). The pruritus VAS score of the combination group was significantly lower than that of TCM group and RF group ( P<0.05), but there was no statistical significance between RF group and TCM group ( P>0.05). There was no significant difference in pain VAS scores among the three groups after treatment ( P>0.05). The TCM physique scores of the combination group and TCM group were significantly lower than those of the RF group ( P<0.01), but there was no statistical significance between the combination group and TCM group ( P>0.05). Conclusion:Microplasma radiofrequency combined with oral Babao Dan capsule can effectively improve the VSS score, pain and pruritus of hypertrophic scars in patients with damp-heat constitution, and the effect is better than that of radiofrequency or TCM alone.
4.Drug literacy assessment tools for adults: a scoping review
Shaohua GONG ; Chao SUN ; Jie LIU ; Yin SU ; Yichen JIANG ; Xufeng BAI ; Yu DUAN
Chinese Journal of Modern Nursing 2025;31(17):2338-2348
Objective:To carry out a systematic review of the development, introduction or validation of drug literacy assessment tools for adults at home and abroad, and to summarize and analyze the characteristics of the assessment tools.Methods:The research framework of the scoping review was used to systematically search 8 Chinese and English databases, such as China National Knowledge Infrastructure, China Biology Medicine disc, PubMed, Web of Science, and Embase. The search period was from database establishment to October 31, 2023. Studies on adult drug literacy assessment tools were screened and included, tool characteristics were extracted and analyzed, and ultimately the extracts were standardized for reporting.Results:A total of 31 articles that met the criteria were included, of which 26 were on the development and validation of assessment tools, three were on the localization and application of assessment tools, and two were on the revision of assessment tools, covering 33 assessment tools.Conclusions:It is needed to recognize the importance of drug literacy assessment, actively explore the diversity of drug literacy assessment tools, clarify the limitations of existing drug literacy assessment tools, further improve the reliability and validity of existing tools, continue to develop and introduce assessment tools suitable for China's national conditions, so as to increase the accuracy of drug literacy assessment.
5.Drug literacy assessment tools for adults: a scoping review
Shaohua GONG ; Chao SUN ; Jie LIU ; Yin SU ; Yichen JIANG ; Xufeng BAI ; Yu DUAN
Chinese Journal of Modern Nursing 2025;31(17):2338-2348
Objective:To carry out a systematic review of the development, introduction or validation of drug literacy assessment tools for adults at home and abroad, and to summarize and analyze the characteristics of the assessment tools.Methods:The research framework of the scoping review was used to systematically search 8 Chinese and English databases, such as China National Knowledge Infrastructure, China Biology Medicine disc, PubMed, Web of Science, and Embase. The search period was from database establishment to October 31, 2023. Studies on adult drug literacy assessment tools were screened and included, tool characteristics were extracted and analyzed, and ultimately the extracts were standardized for reporting.Results:A total of 31 articles that met the criteria were included, of which 26 were on the development and validation of assessment tools, three were on the localization and application of assessment tools, and two were on the revision of assessment tools, covering 33 assessment tools.Conclusions:It is needed to recognize the importance of drug literacy assessment, actively explore the diversity of drug literacy assessment tools, clarify the limitations of existing drug literacy assessment tools, further improve the reliability and validity of existing tools, continue to develop and introduce assessment tools suitable for China's national conditions, so as to increase the accuracy of drug literacy assessment.
6.Clinical efficacy of microplasma radiofrequency combined with oral traditional Chinese medicine Babao Dan capsule in the treatment of hypertrophic scar
Ruiqi BAI ; Yichen WANG ; Guiwen ZHOU ; Peixuan ZHANG ; Qiang FU ; Minliang CHEN ; Yang YU
Chinese Journal of Plastic Surgery 2025;41(4):366-373
Objective:To investigate the clinical effect of microplasma radiofrequency combined with oral traditional Chinese medicine (TCM) Babao Dan capsule to improve damp-heat TCM constitution in the treatment of hypertrophic scar.Methods:A prospective randomized controlled trial method was used to recruit patients diagnosed with damp-heat TCM constitution and suffering from hypertrophic scar who admitted to the Fourth Medical Center of Chinese PLA General Hospital from March to July 2024. All patients were randomly divided into microplasma radiofrequency combined with TCM treatment group (combination group), microplasma radiofrequency (RF) treatment group (RF group), and oral TCM treatment group (TCM group). Both the combination group and the RF group were treated with a microplasma radiofrequency instrument. Transverse, longitudinal and oblique scar grinding were performed three times with 90 W power, and regular scabs appeared in the treatment area as the treatment end point. After RF treatment in the combination group and the TCM group, Babao Dan capsule was taken with regular warm water, 0.6 g each time, 3 times/day, for 3 months. The Vancouver scar scale (VSS) score (higher score indicating more severe scar), visual analogue scale (VAS) of scar pain and itch (higher score indicating more severe symptom), and TCM constitution score (higher score indicating more severe moist heat constitution) were compared before treatment and 3 months after the first treatment. SPSS 26.0 software was used for statistical analysis. Measurement data conforming to normal distribution were expressed as Mean±SD, ANOVA was used for comparison among groups, and LSD- t method was used for pair comparison between groups. Paired sample t test was used before and after treatment in the same group. Counting data were expressed as cases (%), and the χ2 test was used for inter-group comparison. P<0.05 was considered statistically significant. Results:A total of 60 patients were included, 20 in each group. There were no significant differences in gender distribution, disease course, scar area and distribution among the three groups ( P>0.05), indicating comparability. Before treatment, there were no statistically significant differences in VSS, VAS and TCM physique scores among the 3 groups ( P>0.05). After treatment, VAS scores in the 3 groups, VSS scores in combination group and RF group, TCM physique scores in combination group and TCM group were improved compared with those before treatment, and the differences were statistically significant ( P<0.05). The VSS score of the combination group was significantly lower than that of the RF group and the TCM group ( P<0.05), but there was no statistical significance between the RF group and the TCM group ( P>0.05). The pruritus VAS score of the combination group was significantly lower than that of TCM group and RF group ( P<0.05), but there was no statistical significance between RF group and TCM group ( P>0.05). There was no significant difference in pain VAS scores among the three groups after treatment ( P>0.05). The TCM physique scores of the combination group and TCM group were significantly lower than those of the RF group ( P<0.01), but there was no statistical significance between the combination group and TCM group ( P>0.05). Conclusion:Microplasma radiofrequency combined with oral Babao Dan capsule can effectively improve the VSS score, pain and pruritus of hypertrophic scars in patients with damp-heat constitution, and the effect is better than that of radiofrequency or TCM alone.
7.Current status of vascular preparation modalities for endoluminal treatment of lower limb arteriosclerosis obliterans
Yichen DONG ; Hongyong DUAN ; Qi ZHANG ; Yifan CAO ; Likang BAI ; Jie MA
International Journal of Surgery 2024;51(3):190-196
With the increasing use of lower-extremity arterial angioplasty and the clinical use of a variety of vascular preparation devices. Vascular surgeons have more vascular preparation equipment such as cutting balloon, double wire balloon, chocolate balloon, shock wave balloon, AngioJet, Roterax and Acostream. These options can improve clinical outcomes, improve patient experience, and reduce stent placement and associated complications. This article will review the available vascular preparation devices for volume reduction, endovascular lithotripsy, and other special balloons to help clinicians choose the appropriate vascular preparation for their condition to improve perioperative safety and long-term patency.
8.Influence of gestational weight gain and preconception body mass index on overweight and obesity of school-age children
Caixia HU ; Tianfeng WU ; Hua CHEN ; Sen WANG ; Yichen CHEN ; Jiayi SHENG ; Lianghong SUN ; Xiaobin QU ; Yi ZHOU ; Pinqing BAI
Chinese Journal of Child Health Care 2024;32(3):248-254
【Objective】 To understand the prevalence of overweight/obesity among school-age children in Pudong New Area of Shanghai, and to explore the influence of gestational weight gain and pre-pregnancy body mass index (BMI) on weight status of school-age children. 【Methods】 From November to December 2020,a stratified cluster sampling method was adopted to select first-grade students from 13 primary schools in Pudong New Area of Shanghai.After matching with the birth monitoring database, 755 students with complete birth information were selected as the study subjects.The relevant information of mothers before and during pregnancy was retrospectively collected, and the effects of pregnancy weight gain combined with pre-pregnancy BMI on overweight/obesity in school-age children were analyzed. 【Results】 1) The prevalence rates of overweight and obesity of first-grade children were 15.89% and 18.41%, respectively.2) Maternal excessive weight gain during pregnancy (OR=1.678) and overweight/obesity before pregnancy (OR=2.315,2.412) were risk factors for overweight/obesity of the offspring at school age(P<0.05).3) For mothers who were underweight before pregnancy, excessive weight gain during pregnancy was associated with overweight/obesity in school-age children in their offspring (OR=7.436, 95%CI: 1.489 - 37.143,P<0.05).4) Excessive weight gain during pregnancy combined with overweight/obesity before pregnancy significantly increased the risk of overweight/obesity in offspring (OR=3.606, 95%CI: 2.030 - 6.405, P<0.05). Mothers who gained a moderate amount of weight during pregnancy and were emaciated before pregnancy had a significantly lower risk of overweight/obesity in their school-age children (OR=0.217, 95%CI: 0.049 - 0.967, P<0.05). 【Conclusion】 Excessive weight gain during pregnancy increases the risk of overweight/obesity in school-age children in their offspring, strengthening pregnancy health education and perinatal care to help pregnant women maintain appropriate weight gain during pregnancy may be an important and novel strategy to prevent childhood obesity.
9.MiR-22-3p targets gasdermin D to inhibit homocysteine-induced pyroptosis of vascular smooth muscle cells
Yingyi ZHONG ; Ning DING ; Yichen WANG ; Chao LIU ; Zhifeng DONG ; Shengchao MA ; Jiantuan XIONG ; Yinju HAO ; Zhigang BAI ; Yideng JIANG
Chinese Journal of Comparative Medicine 2024;34(9):12-18
Objective To investigate the effect of miR-22-3p on pyroptosis of vascular smooth muscle cells(VSMCs)induced by homocysteine(Hcy).Methods Human VSMCs were cultured in vitro and divided into a Control group(0 μmol/L Hey)and a Hey group(100 μmol/L Hey).After intervention,expression levels of pro Caspase-1,gasdermin D(GSDMD),N-GSDMD,and NLR family pyrin domain containing 3(NLRP3)were detected by Western blot.MiR-22-3p expression was determined by quantitative real-time reverse-transcription polymerase chain reaction.Interleukin(IL)-1 β and IL-18 levels in the supernatant were measured by enzyme-linked immunosorbent assay.Cells were also transfected with control miR-22-3p(miR-22-3p-NC),miR-22-3p-mimic,and miR-22-3p-inhibitor,to observe the effects on VSMC pyroptosis induced by Hcy.Results Expression levels of pro Caspase-1,GSDMD,N-GSDMD,and NLRP3 in VSMCs were increased(P<0.05),IL-1 β and IL-18 levels were increased(P<0.01),and the relative expression level of miR-22-3p was reduced(P<0.01)in the Hcy group compared with the Control group.Transfection with miR-22-3p-mimic significantly decreased the expression levels of pro Caspase-1,GSDMD,N-GSDMD,and NLRP3 in VSMCs(P<0.01),and significantly decreased levels of IL-1β and IL-18(P<0.01),while transfection with miR-22-3p-inhibitor significantly increased the expression levels of pro Caspase-1,GSDMD,N-GSDMD,and NLRP3 in VSMCs(P<0.01)and significantly increased the levels of IL-1β and IL-18(P<0.05).Conclusions MiR-22-3p may delay Hcy-induced VSMC pyroptosis.
10.A comparative study of regulation of the homing ability of mesenchymal stem cells by hypoxia and hydrogen peroxide pretreatment
Yichen HUANG ; Mingxia JIANG ; Wenjing MA ; Qiaomi CHEN ; Rui BAI ; Bingshui XIU ; Mengwen SONG ; Jie NIU ; Zhiqiang LIU
Military Medical Sciences 2024;48(9):656-663
Objective To determine the optimal conditions for CXCR4 upregulation by comparing the expression levels of chemokine(C-X-C motif)receptor 4(CXCR4)in MSCs cultured with varying concentrations of oxygen and hydrogen peroxide(H2O2).Methods MSCs were cultured with 0.1%,1%,or 3%O2 and 50 μmol/L H2O2 for different lengths of time(3,6,12,and 24 h).The mRNA and protein expressions of CXCR4 in MSCs were measured by real-time quantitative PCR(qPCR),Western blotting,and immunofluorescence staining.The viability and chemotactic ability of MSCs were measured using CCK-8,wound-healing and Transwell migration assays.Results Both hypoxia and H2O2 treatment were found to upregulate MSC expressions of CXCR4 to some extent.The mRNA and protein levels of CXCR4 were higher after 6-12 h of culture of MSCs with 3%O2,and significantly higher when treated with H2O2 for 6 h.Cell viability was significantly increased after culture with 3%O2 compared with the control group and both 3%O2 and H2O2 pretreatment could enhance chemotactic migration in MSCs.Conclusion Culture with 3%O2 and H2O2 pretreatment can upregulate CXCR4 expressions in MSCs and enhance migration in cells,with superior effects observed with 3%O2.Therefore,treatment with 3%O2 represents the best choice for upregulating the chemotactic ability of MSCs.

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