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.Clinical Efficacy of Janus Kinase Inhibitors in Combination with Chinese Herbal Medicine for Rheumatoid Arthritis:A Retrospective Study and A Meta-analysis
Chenguang ZHAN ; Shengqin YANG ; Xin LI ; Yu WEN ; Peng ZHANG ; Xingrui YAN ; Haifang DU ; Maojie WANG ; Xiaodong WU ; Liyan MEI ; Xiumin CHEN ; Yanlin LI ; Runyue HUANG
Journal of Traditional Chinese Medicine 2026;67(5):534-543
ObjectiveTo evaluate the efficacy and safety of Janus kinase (JAK) inhibitors combined with Chinese herbal medicine (CHM) in treating rheumatoid arthritis (RA). MethodsClinical data from 169 RA patients were retrospectively collected. Among them, 71 cases received JAK inhibitors as the control group, while 98 cases received JAK inhibitors plus CHM as the observation group, both treated for 24 weeks. The rheumatoid factor (RF), cyclic citic peptide antibody (anti-CCP), erythrocyte sedimentation rate (ESR), C-reactive protein (CRP), and white blood cell count (WBC) were recorded before and after treatment. Databases including CNKI, Wanfang, VIP, PubMed and Web of Science were searched from inception till August 31st, 2025 for randomized controlled trials (RCTs) on the combined use of JAK inhibitors and CHM for RA. The methodological quality of the included studies was evaluated using the risk of bias assessment tool. Meta-analyses were performed for RF, anti-CCP, ESR, CRP, 28-joint disease activity score (DAS28), overall clinical effective rate, and incidence of adverse events. Sensitivity analysis were also performed. ResultsThe retrospective study demonstrated that after treatment, ESR, CRP, and anti-CCP levels decreased in the observation group, while ESR and CRP levels decreased in the control group (P<0.05). Moreover, ESR and RF levels in the observation group were lower than those in the control group (P<0.05). A total of 9 RCTs involving 770 patients were included in the meta-analysis. The results indicated that the JAK inhibitors plus CHM group was superior to the JAK inhibitors group in reducing RF (MD=-8.97, 95%CI -15.01 to -2.94, P=0.004), CRP (MD=-3.34, 95%CI -3.82 to -2.86, P<0.001), ESR (MD=-5.33, 95%CI -7.98 to -2.69, P<0.001), and DAS28 score (MD=-0.54, 95%CI -0.74 to -0.34, P<0.001), as well as in improving the overall clinical effective rate (OR=4.53, 95%CI 2.55 to 8.03, P<0.001). No statistically significant differences were observed between groups in anti-CCP levels (SMD=-2.08, 95%CI -4.41 to 0.24, P=0.080) or incidence of adverse events (OR=0.93, 95%CI 0.55 to 1.57, P=0.790). ConclusionThe combination of JAK inhibitors and CHM demonstrates remarkable efficacy in treating RA, contributing to improved disease activity and reduced inflammatory markers with a favorable safety profile.
3.Guidelines for the management of therapeutic drug monitoring
Zhengxiang LI ; Liyan MIAO ; Rong DUAN ; Xiaocong ZUO ; Xianglin ZHANG ; Zhuo WANG ; Miao YAN ; Lingli ZHANG ; Rongsheng ZHAO ; Suodi ZHAI ; Guobiao GAO ; Jinhui TIAN
China Pharmacy 2026;37(11):1381-1392
OBJECTIVE To further standardize the technical operations and management processes throughout therapeutic drug monitoring (TDM), clarify the clinical value of TDM implementation, improve the scientific validity and reliability of monitoring results, and provide a solid reference basis for the formulation and optimization of clinical individualized precision dosing regimens. METHODS The Guidelines for the Management of Therapeutic Drug Monitoring were formulated in accordance with the latest definition of guidelines by the Institute of Medicine of the National Academies and the standard guideline development methodology of the World Health Organization, and in compliance with the requirements of the appraisal of guidelines for research and evaluation. A modified Delphi method was adopted to establish the research question system; evidence-based medicine research methods were applied to systematically search multiple databases to screen the latest and most comprehensive evidence. Evidence was graded and evaluated based on the evidence grading system of the Chinese Evidence-Based Medicine Center, and the grading criteria for recommendation strength from the Oxford Centre for Evidence-Based Medicine were used to determine the recommendation strength. The recommendation opinions were formed through multidisciplinary expert consensus. RESULTS The Guidelines for the Management of Therapeutic Drug Monitoring cover four core modules, including TDM application indications, technical procedures, result interpretation and clinical application, and quality control, involving 18 primary research questions, 34 secondary research questions, and yield 82 recommendations. CONCLUSIONS The guidelines systematically standardize the key technical links and management requirements of the whole TDM process, provide scientific and operable standardized tools, help improve the standardization level of TDM work, promote the translation of monitoring results into clinical decision-making, and provide strong support for precision personalized medicine and ensuring the safety and rationality of medication use.
4.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.
5.Progress,Comparison and Enlightenment of Docking Implementation on the Nursing Medical Service Price Item Pro-posal Guide
Daxi ZHENG ; Jing LIU ; Liyan WANG
Chinese Health Economics 2025;44(10):56-62
The release of the medical service price item guide is an important content of deepening the reform of medical service price,and is also a major measure to unify and standardize the medical service price item.Taking the Nursing Medical Service Price Item Proposal Guide(hereinafter referred to as the Nursing item Proposal Guide)as an example,it introduces the preparation ideas,framework structure design and item element changes of the nursing item proposal guide,sorts out the progress of docking and implementation of the Nursing Item Proposal Guide in typical provinces,and makes comparisons to obtain inspiration for accelerating the implementation of the item proposal guide in other regions:ensure the participation of clinical and price experts,mapping old and new items and integrating elements according to item guidelines;comprehensive use of cost pricing,reference pricing and value pricing,check and standardize the integrated item price;to standardize the integration of new item price adjustment and medical insurance payment policy coordination,forming a positive superposition effect;make a list of consumables that can be charged separately,and do a good job in the connection between product registration and price medical insurance policies;strengthen publicity and training,update information systems,monitor service volume,and track the effect of price policy implementation.
6.Construction and mechanistic exploration of a low-level IL-1β-induced functional impairment model using rat insulinoma INS-1 cells
Juan YANG ; Jie LÜ ; Jiaojiao WANG ; Liyan LEI
Chinese Journal of Pathophysiology 2025;41(9):1784-1792
AIM:This study aimed to establish a model of functional impairment in INS-1 cells(rat insulino-ma cells)induced by prolonged exposure to a low level of interleukin-1β(IL-1β),and to investigate the underlying mech-anisms.METHODS:INS-1 cells were treated with different concentrations of IL-1β for 10 d.The cells were divided into control,0.05 μg/L IL-1β,0.1 μg/L IL-1β,and 0.2 μg/L IL-1β groups(n=3).Flow cytometry was employed to assess cell apoptosis,facilitating the identification of IL-1β concentrations that did not significantly induce apoptosis.Subse-quently,INS-1 cells were divided into control and IL-1β groups(n=3)and treated with 0.1 μg/L IL-1β for 10 days.The intracellular insulin content and glucose-stimulated insulin secretion level were detected by immunofluorescence and en-zyme-linked immunosorbent assay(ELISA).Differential proteins and associated signaling pathways were screened using 4D label-free proteomics technology.Moreover,fluorescent probes were used to detect glucose-stimulated calcium ion in-flux,and Western blot was conducted to verify the expression changes of relevant proteins in the nuclear factor kappa-B(NF-κB)signaling pathway and calcium signaling pathway.RESULTS:Treatment with 0.1 μg/L IL-1β for 10 days ex-hibited minimal impact on the survival of INS-1 cells but significantly reduced the intracellular insulin content and glucose-stimulated insulin secretion(P<0.01).Therefore,0.1 μg/L IL-1β was chosen for in vitro induction of functional impair-ment in INS-1 cells.Proteomic analysis showed no significant differences in the expression of apoptosis-related factors,such as caspase-3,B-cell lymphoma-2(Bcl-2),Bcl-2-associated X protein(Bax),and Bcl-2-associated death promoter(Bad),compared with the control(P>0.05).However,the expression of insulin,v-maf avian musculoaponeurotic fibro-sarcoma oncogene family protein A(Mafa),calcium/calmodulin-dependent protein kinase II(CaMKII),inositol 1,4,5-triphosphate receptor(IP3R),and NF-kappa-B inhibitor alpha(IκBα)was significantly reduced(P<0.01),while the protein expression levels of NF-κB and inducible nitric oxide synthase(iNOS)were significantly increased(P<0.05,P<0.01).Fluorescence probe results showed that,compared to the control,the calcium ion influx induced by glucose stimu-lation in the IL-1β group was significantly reduced(P<0.01).Western blot results demonstrated that the expression lev-els of IP3R,CaMKII,and IκBα in the IL-1β group were significantly reduced(P<0.05,P<0.01),while the expression levels of NF-κB and iNOS were significantly increased(P<0.01).CONCLUSION:A model of functional impairment in rat INS-1 cells induced by prolonged exposure to low levels of IL-1β has been successfully established,and it has been pre-liminarily confirmed that this impairment may be related to the activation of the NF-κB signaling pathway and dysfunction of the calcium signaling pathway.
7.Application of EAERI support strategy in the recovery of patient safety incidents by the second victim
Huifang QIU ; Liyan WANG ; Yanhua LIU ; Xiaohong ZHANG ; Jiaqi CHEN ; Rongxin DU
Chinese Journal of Practical Nursing 2025;41(1):28-34
Objective:To explore the effect of EAERI (E: environment; A: accompany; E: emotion; R: respect; I: information) support strategies in the application of nurse second victims in restoring the passage of a patient safety incident, and to provide support to nurse second victims experiencing a safety incident in restoring the incident and mitigating secondary victimization from the incident.Methods:The method of historical comparison was adopted. A convenience sampling method was used to select nurses who experienced patient safety events in Shanxi Bethune Hospital (Shanxi Academy of Medical Sciences) from January 2023 to February 2024 as the study subjects, which were divided into observation group and control group by the historical control grouping method. The observation group used the EAERI support strategy for patient safety incident reduction, and the control group used the conventional reduction method. The second victims of the nurses in both groups were assessed for their level of harm and support in the patient safety incident using the Second Victim Experience and Support Tool before and after the event reduction, respectively.Results:A total of 124 second victims completed the study. There were 63 cases in the control group, including 13 males and 50 females, with an age of (30.24 ± 4.91) years old. There were 20 males and 41 females in the observation group, with an age of (30.85 ± 5.50) years old. Before the restoration event, there was no significant differences in the total scores of victim experience and support, the degree of injury and the degree of support between the two groups (all P>0.05). The total scores of victim experience and support, the degree of injury and the degree of support were (89.35 ± 10.69), (44.57 ± 6.19), (44.78 ± 9.40) points in the control group, and (64.13 ± 9.36), (33.56 ± 8.84), (30.56 ± 3.17) points in the observation group. The differences were significant between the two groups ( t=14.02, 8.07, 11.29, all P<0.01). Conclusions:The EAERI support strategy is feasible and effective. The implementation of the EAERI support strategy can reduce the degree of injury when the second victim of the nurse restores the safety incident and improve the degree of support.
8.Development of a clinical practice training system for postgraduate graduates of the oral nursing profession
Lixia KUANG ; Yu ZHANG ; Lu BAI ; Guangma WANG ; Jingyan YU ; Xuemei YANG ; Liyan MAO ; Xiaoqin BI
Chinese Journal of Practical Nursing 2025;41(23):1765-1772
Objective:To construct a clinical practice training system for master′s degree students specializing in oral nursing based on the competency iceberg model for job performance, and to provide a valuable reference for the clinical training of master′s students in oral nursing.Methods:The research team initially formulated the components of the clinical practice training system through an extensive literature review and semi-structured interviews. From October 17, 2023, to November 13, 2023, the Delphi expert consultation methodology was utilized to facilitate two rounds of inquiries involving 20 specialists in the domain of oral care.Results:The positive coefficients of the two rounds of expert inquiries were 95.24% (20/21) and 100.00% (21/21). The authority coefficients were 0.925 and 0.929, while the variation coefficients ranged from 0.00 to 0.22 and from 0.05 to 0.11. Additionally, Kendall′s harmony coefficients were 0.229 and 0.319 (both P<0.01). The finalized training system included training objectives, training content, training requirements and examinations, totaling 3 first-level items, 18 second-level items and 67 third-level items. Conclusions:The training system of clinical practice for oral nursing graduate students constructed in this study is informative and reliable, and can provide reference for clinical practice of professional postgraduates in oral nursing.
9.Characteristics of outer membrane vesicles of 1 hypervirulent Klebsiella pneumoniae
Na GUO ; Lifeng WANG ; Xuemei QIU ; Liyan YE ; Jiyong YANG
Chinese Journal of Nosocomiology 2025;35(6):829-833
OBJECTIVE To observe the characteristics of outer membrane vesicles(OMVs)of 1 strain of hypervir-ulent Klebsiella pneumoniae(hvKp)11492.METHODS The hvKp11492,one of major clones of hvKp that were i-solated from patients with bloodstream infection in the First Medical Center of Chinese PLA General Hospital,was chosen as the research subject.The strain was identified by means of matrix-assisted laser desorption/ioniza-tion time of flight mass spectrometry and whole genome sequencing.The hvKp1 1492-OMVs were separated and purified by high speed centrifugation in combination with polymer precipitation,the morphology and particle size of the hvKp11492-OMVs were identified by transmission electron microscopy(TEM)and nanoparticle tracking a-nalysis(NTA),the proteomic characteristics were analyzed through bicinchoninic acid assay(BCA)and liquid chromatography-mass spectrometry(LC-MS)series technique,and the virulence genes were detected by PCR.RESULTS The hvKp11492-OMVs were displayed differently in size,round or oval,and complete double-layer membrane vesicles on TEM.The result of NTA showed that the average particle size of the hvKp1 1492-OMVs was 270 nm.The protein content of hvKp11492-OMVs was(2.448±0.975)μg/μl.The result of subcellular lo-calization indicated that the protein included plasmosin,intracellular membrane protein,periplasmic protein,ex-tracellular membrane protein and nuclear region protein,which were found,by the annotation of GO database,to participate in the biological processes such as oxidation-reduction,interpretation,and metabolism.The hvKp11492-OMVs contained various proteins such as GDP-L-fucose synthetase,iron ion transporter protein and ferritin that were associated with pathogenicity.In addition,the hvKp1 1492-OMVs carried with iutA,iroN,iucA and rmpA virulence genes.CONCLUSIONS The morphologic characteristics,size and proteomic characteris-tics of the hvKp11492-OMVs are identified in the study.It is concluded that the hvKp11492-OMVs carry with va-rious proteins and genes that are association with the virulence and pathogenicity.
10.Application and research progress in the use of zebrafish in inflammatory bowel disease research
Liyan XU ; Fangzhen LI ; Yuxin WANG ; Meng JIN ; Yun ZHANG ; Kechun LIU ; Rongchun WANG
Acta Laboratorium Animalis Scientia Sinica 2025;33(10):1539-1545
Inflammatory bowel disease(IBD)is a non-specific chronic inflammatory bowel condition.Crohn's disease(CD)and ulcerative colitis(UC)are the 2 main types of IBD.IBD is prone to recurrent attacks,which is associated with many factors,such as immune dysfunction,intestinal microenvironment homeostasis imbalance,and environmental and genetic factors;however,its specific pathogenesis is still unclear.Zebrafish has recently emerged as an emerging animal model and have been used extensively for mechanistic research into IBD,model construction,activity evaluation,and screening of anti-IBD agents,due to their unique biological advantages.Based on the latest research progress using zebrafish in the field of IBD,this review systematically introduces the intestinal development characteristics,tissue structure,intestinal immunity,IBD model,and the application of drug screening in zebrafish,to demonstrate the value of zebrafish in the study of IBD.

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