1.QingNangTCM: a parameter-efficient fine-tuning large language model for traditional Chinese medicine
Xuming TONG ; Liyan LIU ; Yanhong YUAN ; Xiaozheng DING ; Huiru JIA ; Xu YANG ; Sio Kei IM ; Mini Han WANG ; Zhang XIONH ; Yapeng WANG
Digital Chinese Medicine 2026;9(1):1-12
Objective:
To develop QingNangTCM, a specialized large language model (LLM) tailored for expert-level traditional Chinese medicine (TCM) question-answering and clinical reasoning, addressing the scarcity of domain-specific corpora and specialized alignment.
Methods:
We constructed QnTCM_Dataset, a corpus of 100 000 entries, by integrating data from ShenNong_TCM_Dataset and SymMap v2.0, and synthesizing additional samples via retrieval-augmented generation (RAG) and persona-driven generation. The dataset comprehensively covers diagnostic inquiries, prescriptions, and herbal knowledge. Utilizing P-Tuning v2, we fine-tuned the GLM-4-9B-Chat backbone to develop QingNangTCM. A multi-dimensional evaluation framework, assessing accuracy, coverage, consistency, safety, professionalism, and fluency, was established using metrics such as bilingual evaluation understudy (BLEU), recall-oriented understudy for gisting evaluation (ROUGE), metric for evaluation of translation with explicit ordering (METEOR), and LLM-as-a-Judge with expert review. Qualitative analysis was conducted across four simulated clinical scenarios: symptom analysis, disease treatment, herb inquiry, and failure cases. Baseline models included GLM-4-9B-Chat, DeepSeek-V2, HuatuoGPT-II (7B), and GLM-4-9B-Chat (freeze-tuning).
Results:
QingNangTCM achieved the highest scores in BLEU-1/2/3/4 (0.425/0.298/0.137/0.064), ROUGE-1/2 (0.368/0.157), and METEOR (0.218), demonstrating a balanced and superior normalized performance profile of 0.900 across the dimensions of accuracy, coverage, and consistency. Although its ROUGE-L score (0.299) was lower than that of HuatuoGPT-II (7B) (0.351), it significantly outperformed domain-specific models in expert-validated win rates for professionalism (86%) and safety (73%). Qualitative analysis confirmed that the model strictly adheres to the “symptom-syndrome-pathogenesis-treatment” reasoning chain, though occasional misclassifications and hallucinations persisted when dealing with rare medicinal materials and uncommon syndromes.
Conclusion
Combining domain-specific corpus construction with parameter-efficient prompt tuning enhances the reasoning behavior and domain adaptation of LLMs for TCM-related tasks. This work provides a technical framework for the digital organization and intelligent utilization of TCM knowledge, with potential value for supporting diagnostic reasoning and medical education.
2.Effects of wearable electronic device-based interventions on physical activity and sedentary behavior in healthy adolescents:a meta-analysis
Yida WANG ; Jun LIU ; Xiaoling WANG ; Liyan WANG ; Chengru YANG ; Xuexiao ZHANG
Chinese Journal of Tissue Engineering Research 2025;29(8):1693-1704
OBJECTIVE:Although wearable electronic devices have demonstrated potential utility as intervention tools to enhance physical activity,comprehensive evaluations of their specific effects on the healthy adolescent population remain scarce.Consequently,this article aims to systematically explore and summarize the impact of interventions based on wearable electronic devices on the physical activity and sedentary behavior of healthy adolescents,thereby providing more precise and reliable evidence-based support for public health practices. METHODS:Randomized controlled trials assessing the effects of wearable electronic device-based interventions on the physical activity and sedentary behavior of healthy adolescents were retrieved from databases including Web of Science,PubMed,Scopus,The Cochrane Library,and EBSCO.Meta-analysis was conducted using Review Manager 5.4 and Stata 17,evaluating the effects of interventions on physical activity and sedentary behavior through the standardized mean difference.To ensure the robustness of the research findings,a Leave-One-Out sensitivity analysis was conducted,and subgroup analyses were carried out to explore the potential influence of different factors on the results.The review protocol was registered with the International Prospective Register of Systematic Reviews(CRD42023406645). RESULTS:(1)Twelve publications were ultimately included,consisting of three randomized controlled trials and nine cluster-randomized controlled trials,involving a total of 4 933 healthy adolescents.(2)Meta-analysis results revealed that interventions based on wearable electronic devices had a positive effect on moderate to vigorous physical activity[standardized mean difference(SMD)=0.10;95%confidence interval(CI):0.04 to 0.17;P<0.05).However,the interventions did not significantly improve low-intensity physical activity(SMD=-0.15;95%CI:-0.32 to 0.02;P>0.05),daily step count(SMD=0.13;95%CI:-0.65 to 0.91;P>0.05),and sedentary behavior(SMD=0.00;95%CI:-0.09 to 0.09;P>0.05).(3)Subgroup analyses indicated that short-term interventions(≤12 weeks)(SMD=0.11;95%CI:0.03 to 0.18;P=0.008),studies using pedometers worn at the waist or hip(SMD=0.10;95%CI:0.04 to 0.17;P=0.002),and experiments registered at clinical trial centers(SMD=0.11;95%CI:0.04 to 0.17;P=0.001)had a more significant effect on enhancing daily moderate to vigorous physical activity. CONCLUSION:The current evidence suggests that interventions based on wearable electronic devices possess certain advantages in enhancing the daily moderate-to-vigorous physical activity of healthy adolescents.It is recommended that interventions not exceeding 12 weeks and utilizing pedometers positioned at the waist or hip may yield more favorable results.However,the effects of these interventions on daily step count,low-intensity physical activity,and sedentary behavior exhibit some limitations.Consequently,future investigations necessitate higher-quality,larger-scale randomized controlled trials for further validation.
3.A clinical study on the effectiveness of feedforward control mode on improving occupational burnout among operating room nurses
Ru GU ; Liyan ZHAO ; Qianru WANG ; Hong ZHANG ; Dan LEI ; Yang YAO ; Pan LIU ; Jinzhu SUN ; Na LI
Chinese Medical Ethics 2025;38(10):1373-1378
ObjectiveTo explore the effectiveness of feedforward control mode on improving occupational burnout among operating room nurses through theoretical research and clinical practice, with a view to promoting their physical and mental health and enhancing the quality of surgical nursing. MethodsA total of 440 operating room nurses from different regions, scales, and nursing experiences in Shaanxi Province from November 2023 to December 2023 were randomly divided into an experimental group and a control group, with 220 nurses in each group. While the control group received routine intervention measures, the experimental group introduced a feedforward control mode based on the control group, with “emotional exhaustion,” “depersonalization,”and“personal achievement” as observation indicators. ResultsThe incidence of occupational burnout in the experimental group was 11.4%, while that in the control group was 20.0%. The experimental group showed a significantly lower incidence than the control group (P=0.013). ConclusionThe feedforward control mode can significantly alleviate nurses’ sense of job burnout, promote the improvement of surgical nursing quality, as well as continuously improve the scientific rigor, advancement, and humanistic nature of nursing services, which is conducive to building a harmonious and efficient nursing team. The spirit of teamwork, reflected in mutual support, mutual trust, and joint efforts for surgical success and patient health, has become an important component of nurses’ professional ethics.
4.A practice guideline for therapeutic drug monitoring of mycophenolic acid for solid organ transplants.
Shuang LIU ; Hongsheng CHEN ; Zaiwei SONG ; Qi GUO ; Xianglin ZHANG ; Bingyi SHI ; Suodi ZHAI ; Lingli ZHANG ; Liyan MIAO ; Liyan CUI ; Xiao CHEN ; Yalin DONG ; Weihong GE ; Xiaofei HOU ; Ling JIANG ; Long LIU ; Lihong LIU ; Maobai LIU ; Tao LIN ; Xiaoyang LU ; Lulin MA ; Changxi WANG ; Jianyong WU ; Wei WANG ; Zhuo WANG ; Ting XU ; Wujun XUE ; Bikui ZHANG ; Guanren ZHAO ; Jun ZHANG ; Limei ZHAO ; Qingchun ZHAO ; Xiaojian ZHANG ; Yi ZHANG ; Yu ZHANG ; Rongsheng ZHAO
Journal of Zhejiang University. Science. B 2025;26(9):897-914
Mycophenolic acid (MPA), the active moiety of both mycophenolate mofetil (MMF) and enteric-coated mycophenolate sodium (EC-MPS), serves as a primary immunosuppressant for maintaining solid organ transplants. Therapeutic drug monitoring (TDM) enhances treatment outcomes through tailored approaches. This study aimed to develop an evidence-based guideline for MPA TDM, facilitating its rational application in clinical settings. The guideline plan was drawn from the Institute of Medicine and World Health Organization (WHO) guidelines. Using the Delphi method, clinical questions and outcome indicators were generated. Systematic reviews, Grading of Recommendations Assessment, Development, and Evaluation (GRADE) evidence quality evaluations, expert opinions, and patient values guided evidence-based suggestions for the guideline. External reviews further refined the recommendations. The guideline for the TDM of MPA (IPGRP-2020CN099) consists of four sections and 16 recommendations encompassing target populations, monitoring strategies, dosage regimens, and influencing factors. High-risk populations, timing of TDM, area under the curve (AUC) versus trough concentration (C0), target concentration ranges, monitoring frequency, and analytical methods are addressed. Formulation-specific recommendations, initial dosage regimens, populations with unique considerations, pharmacokinetic-informed dosing, body weight factors, pharmacogenetics, and drug-drug interactions are covered. The evidence-based guideline offers a comprehensive recommendation for solid organ transplant recipients undergoing MPA therapy, promoting standardization of MPA TDM, and enhancing treatment efficacy and safety.
Mycophenolic Acid/administration & dosage*
;
Drug Monitoring/methods*
;
Humans
;
Organ Transplantation
;
Immunosuppressive Agents/administration & dosage*
;
Delphi Technique
5.Real-world efficacy and safety of azvudine in hospitalized older patients with COVID-19 during the omicron wave in China: A retrospective cohort study.
Yuanchao ZHU ; Fei ZHAO ; Yubing ZHU ; Xingang LI ; Deshi DONG ; Bolin ZHU ; Jianchun LI ; Xin HU ; Zinan ZHAO ; Wenfeng XU ; Yang JV ; Dandan WANG ; Yingming ZHENG ; Yiwen DONG ; Lu LI ; Shilei YANG ; Zhiyuan TENG ; Ling LU ; Jingwei ZHU ; Linzhe DU ; Yunxin LIU ; Lechuan JIA ; Qiujv ZHANG ; Hui MA ; Ana ZHAO ; Hongliu JIANG ; Xin XU ; Jinli WANG ; Xuping QIAN ; Wei ZHANG ; Tingting ZHENG ; Chunxia YANG ; Xuguang CHEN ; Kun LIU ; Huanhuan JIANG ; Dongxiang QU ; Jia SONG ; Hua CHENG ; Wenfang SUN ; Hanqiu ZHAN ; Xiao LI ; Yafeng WANG ; Aixia WANG ; Li LIU ; Lihua YANG ; Nan ZHANG ; Shumin CHEN ; Jingjing MA ; Wei LIU ; Xiaoxiang DU ; Meiqin ZHENG ; Liyan WAN ; Guangqing DU ; Hangmei LIU ; Pengfei JIN
Acta Pharmaceutica Sinica B 2025;15(1):123-132
Debates persist regarding the efficacy and safety of azvudine, particularly its real-world outcomes. This study involved patients aged ≥60 years who were admitted to 25 hospitals in mainland China with confirmed SARS-CoV-2 infection between December 1, 2022, and February 28, 2023. Efficacy outcomes were all-cause mortality during hospitalization, the proportion of patients discharged with recovery, time to nucleic acid-negative conversion (T NANC), time to symptom improvement (T SI), and time of hospital stay (T HS). Safety was also assessed. Among the 5884 participants identified, 1999 received azvudine, and 1999 matched controls were included after exclusion and propensity score matching. Azvudine recipients exhibited lower all-cause mortality compared with controls in the overall population (13.3% vs. 17.1%, RR, 0.78; 95% CI, 0.67-0.90; P = 0.001) and in the severe subgroup (25.7% vs. 33.7%; RR, 0.76; 95% CI, 0.66-0.88; P < 0.001). A higher proportion of patients discharged with recovery, and a shorter T NANC were associated with azvudine recipients, especially in the severe subgroup. The incidence of adverse events in azvudine recipients was comparable to that in the control group (2.3% vs. 1.7%, P = 0.170). In conclusion, azvudine showed efficacy and safety in older patients hospitalized with COVID-19 during the SARS-CoV-2 omicron wave in China.
6.Interleukin-33 Knockout Promotes High Mobility Group Box 1 Release from Astrocytes by Acetylation Mediated by P300/CBP-Associated Factor in Experimental Autoimmune Encephalomyelitis.
Yifan XIAO ; Liyan HAO ; Xinyi CAO ; Yibo ZHANG ; Qingqing XU ; Luyao QIN ; Yixuan ZHANG ; Yangxingzi WU ; Hongyan ZHOU ; Mengjuan WU ; Mingshan PI ; Qi XIONG ; Youhua YANG ; Yuran GUI ; Wei LIU ; Fang ZHENG ; Xiji SHU ; Yiyuan XIA
Neuroscience Bulletin 2025;41(7):1181-1197
High mobility group box 1 (HMGB1), when released extracellularly, plays a pivotal role in the development of spinal cord synapses and exacerbates autoimmune diseases within the central nervous system. In experimental autoimmune encephalomyelitis (EAE), a condition that models multiple sclerosis, the levels of extracellular HMGB1 and interleukin-33 (IL-33) have been found to be inversely correlated. However, the mechanism by which IL-33 deficiency enhances HMGB1 release during EAE remains elusive. Our study elucidates a potential signaling pathway whereby the absence of IL-33 leads to increased binding of P300/CBP-associated factor with HMGB1 in the nuclei of astrocytes, upregulating HMGB1 acetylation and promoting its release from astrocyte nuclei in the spinal cord of EAE mice. Conversely, the addition of IL-33 counteracts the TNF-α-induced increase in HMGB1 and acetylated HMGB1 levels in primary astrocytes. These findings underscore the potential of IL-33-associated signaling pathways as a therapeutic target for EAE treatment.
Animals
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Encephalomyelitis, Autoimmune, Experimental/metabolism*
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Astrocytes/metabolism*
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Interleukin-33/metabolism*
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HMGB1 Protein/metabolism*
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Acetylation
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Mice, Knockout
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Mice, Inbred C57BL
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p300-CBP Transcription Factors/metabolism*
;
Mice
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Spinal Cord/metabolism*
;
Cells, Cultured
;
Female
;
Signal Transduction
7.Risk prediction of demoralization syndrome in patients with oral cancer.
Liyan MAO ; Xixi YANG ; Xiaoqin BI ; Min LIU ; Chongyang ZHAO ; Zuozhen WEN
West China Journal of Stomatology 2025;43(3):395-405
OBJECTIVES:
This study aimed to construct a risk prediction model for the occurrence of the demora-lization syndrome in patients with oral cancer and provide a scientific basis for the prevention of this syndrome in patients with oral cancer and the development of personalized care programs.
METHODS:
A total of 486 patients with oral cancer in West China Hospital of Stomatology of Sichuan University and Sun Yat-sen Memorial Hospital of Sun Yat-sen University from 2024 March to July were selected by convenience sampling. We integrated clinical data and evidence from previous studies to identify the key variables affecting the demoralization syndrome in patients with oral cancer. The 486 patients were divided into a training set and a validation set in an 8∶2 ratio. A clinical risk prediction model was established based on the individual data of 365 patients in the development cohort. Through least absolute shrinkage and selection operator (LASSO) regression, a moderate to severe risk prediction model of demoralization syndrome in oral cancer was constructed, and a clinical machine-learning nomogram was constructed. Bootstrap resampling was used for internal validation. The data of 121 patients in the validation cohort were externally validated.
RESULTS:
The incidence of the demoralization syndrome in patients with oral cancer was 405 cases (83.3%), of which 279 cases (57.4%) were mild, 176 cases (36.2%) were moderate, and 31 cases (6.4%) were severe. The core model, including patient education level, disease understanding, and MDASI-HN score, was used to predict the risk of outcome. Internal validation of the model yielded C statistic of 0.783 6 (95% CI: 0.78-0.87), beta of 0.843 4, and calibration intercept of -0.040 6. Through external validation, the validation set C statistic was 0.80 (95%CI: 0.71-0.87), beta was 0.80, and calibration intercept was -0.08.
CONCLUSIONS
Our risk prediction mo-del of the demoralization syndrome in patients with oral cancer performed robustly in validation cohorts of different nur-sing environments. The model has good correction and good discrimination and can be used as an evaluation and prediction item at admission.
Humans
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Mouth Neoplasms/complications*
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Male
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Female
;
Nomograms
;
Middle Aged
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Syndrome
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Aged
;
Adult
;
Risk Factors
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Risk Assessment
;
Machine Learning
8.Effect of dandelion polysaccharide on inflammatory response and expression of S100 calcium binding protein A8/A9 in lung and intestinal injuries in rats with multiple organ dysfunction syndrome
Han LI ; Wenlong YU ; Zhaofeng YANG ; Yan LIU ; Qian ZHANG ; Jianhui WANG ; Liyan ZHU ; Jiehui ZUO ; Xiuhong YANG
Journal of Chongqing Medical University 2025;50(10):1399-1407
Objective:To investigate the effect of dandelion polysaccharide(DP)on inflammatory response and the protein expression of S100 calcium binding protein A8/A9(S100A8/A9)in lung tissue and small intestinal tissue of rats with multiple organ dysfunction syndrome(MODS).Methods:The two-hit method of hemorrhagic shock and intraperitoneally injected lipopolysaccharide was used to establish a rat model of MODS,and the rats were divided into sham-operation group,model group,low-dose DP group,and high-dose DP group.The organ coefficient and wet/dry weight ratio of the lung and the small intestine were observed for each group of rats;HE staining was used to observe the pathomorphological changes of lung tissue and small intestinal tissue;immunohistochemical staining was used to measure the expression of interleukin-1β(IL-1β),interleukin-6(IL-6),and interleukin-10(IL-10)in lung tissue and small intestinal tissue;Western blot was used to measure the protein expression level of S100A8/A9 in lung tissue and small intestinal tissue.Results:Compared with the sham-operation group,the model group had significant increases in the organ coefficient of the lung(5.849±0.824),the wet/dry weight ratio of the lung(6.556±0.631),the wet/dry weight ratio of the small intestine(6.356±0.535),and the wet weight/length ratio of the small intestine(73.950±5.569).HE staining showed that that the model group had massive in-flammatory cell infiltration in alveolar space and pulmonary interstitium,thickened alveolar wall,and disintegration and fragmentation of the villi of the small intestine,with inflammatory cell infiltration and proliferation of segmental aggregated lymphoid follicles.In the model group,S100A8/A9 was mainly expressed in neutrophils and macrophages,and there were increases in the expression of S100A8/A9,IL-1β,and IL-6 and a reduction in the expression of IL-10 in the lung tissue and small intestinal tissue of rats.After treatment with high-dose DP,there were reductions in the organ coefficient of the lung(4.297±0.462),the wet/dry weight ratio of the lung(5.313±0.495),the wet/dry weight ratio of the small intestine(5.398±0.388),and the wet weight/length ratio of the small intestine(59.417±2.891).The high-dose group also had alleviation of pathological injury in the small intestine,with reductions in the expres-sion of S100A8/A9,IL-1β,and IL-6 and an increase in the expression of IL-10 in lung tissue and small intestinal tissue.Conclusion:DP may alleviate inflammatory response in lung and small intestinal injuries of rats with MODS by inhibiting the expression of S100A8/A9.
9.Analysis of the factors influencing the status of coexistence with cancer in young and middle-aged HCC patients after receiving interventional therapy
Danni LI ; Li YANG ; Liyan QIU ; Zhengkeke TAN ; Longyan WU ; Xin CHEN
Journal of Interventional Radiology 2025;34(7):772-776
Objective To investigate the status of coexistence with cancer in young and middle-aged patients with hepatocellular carcinoma(HCC)after receiving interventional therapy,and to analyze the factors influencing the status of coexistence with cancer.Methods Using convenience sampling method,a total of 189 young and middle-aged patients with HCC,who were admitted to a certain grade Ⅲ-A hospital in the Guangxi Zhuang Autonomous Region of China from October 2023 to January 2024,were selected and used as the subjects of research.The general information questionnaire,long-term conditions questionnaire(LTCQ),stress adaptation scale(SAS),and perceived social support scale(PSSS)were used to make the relevant analysis.Results The results of LTCQ analysis showed that in the young and middle-aged HCC patients the mean LTCQ score was(66.28±5.37)points.The multivariate linear regression analysis indicated that age,per capita monthly income of family members,marital status,main caregiver,hepatitis B history,stress adaptability and perceived social support level were the main factors influencing the status of coexistence with cancer(all P<0.05),explaining 47.0%of the variations.Conclusion The status of coexistence with cancer in young and middle-aged patients with HCC after receiving interventional therapy is at a medium level.Medical workers should implement individualized interventions for patients with different clinical features,so as to improve the quality of life of patients and prevent adverse disease outcomes.
10.Latent classes and associated factors of suicidal ideation among high school students
Chinese Journal of School Health 2024;45(1):66-71
Objective:
To understand current situation epidemiology and associated factors of suicidal ideation among high school students in Yixing, so as to provide basis for targeted intervention.
Methods:
From March to May 2019, a questionnaire survey was conducted on 12 799 students from 3 junior high schools and 4 senior high schools in Yixing City, Jiangsu Province, using a stratified cluster random sampling method. Latent profile analysis was used to classify suicidal ideation among high school students, the chi square test was used to compare the differences in suicidal ideation among different characteristics of students, multiple Logistic regression was used to analyze influencing factors, a risk predictive nomogram model was constructed and then verified.
Results:
Three latent classes of suicidal ideation among high school students was divided into three categories were observed: none or mild, moderate, and severe. Among them, 3 034 (23.7%) had moderate suicidal ideation and 753 (5.9%) had severe suicidal ideation. The Logistic regression results showed that gender was female, academic performance was lower midrange, smoking, drinking, popularity with classmates(less popular and unpopularity), family member relationships(general/occasional contradictions/contradictions), trust in others(more trusted/less trusted/less trusted at all), past or current relationships, physical bullying, relationship bullying, verbal bullying, and sexual bullying were the influencing factors for severe suicidal ideation among students ( OR =3.27; 2.18 ;1.63;1.72;2.66, 6.05;3.00,3.29, 6.38;1.71, 6.04, 12.48; 2.50; 1.59; 2.16; 1.45; 1.63, P <0.05). The nomogram prediction model had good discrimination.
Conclusions
Suicide ideation is influenced by multiple factors. Family and peer situations, as well as being bullied, are all related to the degree the severity of suicidal ideation. Efforts can be made to improve students family and interpersonal relationships, control bullying, then reduce their suicidal ideation which might help prevent suicide ideation among students.


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