1.Clinical decision and prescription generation for diarrhea in traditional Chinese medicine based on large language model
Jiaze WU ; Hao LIANG ; Haoran DAI ; Hongliang RUI ; Baoli LIU
Digital Chinese Medicine 2026;9(1):13-30
Objective:
To develop a clinical decision and prescription generation system (CDPGS) specifically for diarrhea in traditional Chinese medicine (TCM), utilizing a specialized large language model (LLM), Qwen-TCM-Dia, to standardize diagnostic processes and prescription generation.
Methods:
Two primary datasets were constructed: an evaluation benchmark and a fine-tuning dataset consisting of fundamental diarrhea knowledge, medical records, and chain-of-thought (CoT) reasoning datasets. After an initial evaluation of 16 open-source LLMs across inference time, accuracy, and output quality, Qwen2.5 was selected as the base model due to its superior overall performance. We then employed a two-stage low-rank adaptation (LoRA) fine-tuning strategy, integrating continued pre-training on domain-specific knowledge with instruction fine-tuning using CoT-enriched medical records. This approach was designed to embed the clinical logic (symptoms → pathogenesis → therapeutic principles → prescriptions) into the model’s reasoning capabilities. The resulting fine-tuned model, specialized for TCM diarrhea, was designated as Qwen-TCM-Dia. Model performance was evaluated for disease diagnosis and syndrome type differentiation using accuracy, precision, recall, and F1-score. Furthermore, the quality of the generated prescriptions was compared with that of established open-source TCM LLMs.
Results:
Qwen-TCM-Dia achieved peak performance compared to both the base Qwen2.5 model and five other open-source TCM LLMs. It achieved 97.05% accuracy and 91.48% F1-score in disease diagnosis, and 74.54% accuracy and 74.21% F1-score in syndrome type differentiation. Compared with existing open-source TCM LLMs (BianCang, HuangDi, LingDan, TCMLLM-PR, and ZhongJing), Qwen-TCM-Dia exhibited higher fidelity in reconstructing the “symptoms → pathogenesis → therapeutic principles → prescriptions” logic chain. It provided complete prescriptions, whereas other models often omitted dosages or generated mismatched prescriptions.
Conclusion
By integrating continued pre-training, CoT reasoning, and a two-stage fine-tuning strategy, this study establishes a CDPGS for diarrhea in TCM. The results demonstrate the synergistic effect of strengthening domain representation through pre-training and activating logical reasoning via CoT. This research not only provides critical technical support for the standardized diagnosis and treatment of diarrhea but also offers a scalable paradigm for the digital inheritance of expert TCM experience and the intelligent transformation of TCM.
2.Effects of different electromagnetic stimulation protocols on hand function and activities of daily living for stroke patients: a network meta-analysis
Shan LIU ; Kunyao XU ; Zhimeng ZHOU ; Lingyun ZHOU ; Mao ZENG ; Sha HE ; Luoyang DAI ; Ting QIN ; Qinglin HU ; Jiahai YANG ; Rui LI
Chinese Journal of Rehabilitation Theory and Practice 2026;32(8):916-926
ObjectiveTo systematically compare the effects of diverse electromagnetic stimulation protocols on hand function and activities of daily living (ADL) in stroke patients using network meta-analysis (NMA), and screen the optimal stimulation strategy for post-stroke hand dysfunction rehabilitation. MethodsNMA was performed in accordance with the PRISMA-NMA statement. Databases of CNKI, Wanfang data, VIP, CBM, PubMed, Web of Science and Embase were searched from database inception to April, 2026 for eligible randomized controlled trials (RCTs) comparing different electromagnetic stimulation protocols for post-stroke hand impairment. The Cochrane Risk of Bias tool and PEDro scale were used to assess methodological quality of included studies, while the GRADE system was adopted to grade evidence quality of primary outcomes of Fugl-Meyer Assessment-Upper Extremities (FMA-UE) and modified Barthel Index (MBI). After literature screening, data extraction and bias evaluation, RevMan 5.4 and Stata 17.0 were used for meta-analysis and NMA. ResultsA total of 22 RCT involving 17 electromagnetic stimulation protocols were finally included. The PEDro scores ranged from six to ten. The top five protocols for improving FMA-UE score were repetitive peripheral magnetic stimulation (rPMS) + repetitive transcranial magnetic stimulation (rTMS), intermittent theta-burst stimulation (iTBS) + rPMS, iTBS + transcranial direct current stimulation (tDCS), transcutaneous electrical acupoint stimulation (TEAS) and contralaterally controlled functional electrical stimulation (CCFES). tDCS was the most effective on MBI, followed by TEAS and iTBS+rPMS. Evidence quality for FMA-UE and MBI was moderate. Funnel plots suggested low risk of publication bias, and consistency tests verified good coherence between direct and indirect comparisons in network models. ConclusionElectromagnetic stimulation significantly facilitates upper limb and hand functional recovery, and improves ADL in stroke patients. The combined central-peripheral magnetic stimulation protocol may be the most effective on motor rehabilitation, whereas tDCS on ADL.
3.Interpretation and Implementation Paths of Specification for Quality Control in Traditional Chinese Medicine Clinical Trials
Haoling ZHANG ; Yanling GAO ; Guanhua REN ; Panbo QIU ; Yiming WANG ; Qingna LI ; Zhenzhen QIAN ; Guoyuan ZHANG ; Xinyue DAI ; Leping WANG ; Rui GAO
Journal of Traditional Chinese Medicine 2026;67(20):2173-2178
Specification for Quality Control in Traditional Chinese Medicine Clinical Trials(GB/T 47336-2026) is the first national standard in the field of clinical research on traditional Chinese medicine (TCM), aims to address the core issue that the quality shortcomings of current TCM clinical research restrict the transformation of achievements and international recognition. Through the interpretation of the core contents of this standard, including its scope of application, graded quality control system, TCM-specific quality control requirements, implementation and responsible entities, responsibilities of quality control personnel, formulation of quality control plans, critical nodes of quality control, and quality control archive management, it is believed that the promotion and implementation of this standard are of great significance for improving the standard system of TCM clinical research, enhancing research quality, optimizing the quality management model, and promoting the internationalization process of TCM. Meanwhile, the implementation paths for the standard are discussed, including carrying out pilot applications in institutions, establishing publicity, implementation, and training mechanisms, encouraging multi-party collaborative supervision, and setting up implementation feedback mechanisms. On this basis, the challenges that may be encountered during implementation, such as resource input pressure, difficulties in implementing TCM-specific quality control, and a relative shortage of interdisciplinary composite talents, are sorted out, and corresponding strategies are proposed, which can provide references for relevant researchers and practitioners.
4.A Case of Multidisciplinary Treatment for Deficiency of Adenosine Deaminase 2
Jingyuan ZHANG ; Xiaoqi WU ; Jiayuan DAI ; Xianghong JIN ; Yuze CAO ; Rui LUO ; Hanlin ZHANG ; Tiekuan DU ; Xiaotian CHU ; Peipei CHEN ; Hao QIAN ; Pengguang YAN ; Jin XU ; Min SHEN
JOURNAL OF RARE DISEASES 2025;4(3):316-324
This case report presents a 16-year-old male patient with deficiency of adenosine deaminase 2(DADA2). The patient had a history of Raynaud′s phenomenon with digital ulcers since childhood. As the disease progressed, the patient developed retinal vasculitis, intracranial hemorrhage, skin necrosis, severe malnutrition, refractory hypertension, and gastrointestinal bleeding. Genetic testing revealed compound heterozygous mutations in the
5.Carbon-friendly ecological cultivation mode of Dendrobium huoshanense based on greenhouse gas emission measurement.
Di TIAN ; Jun-Wei YANG ; Bing-Rui CHEN ; Xiu-Lian CHI ; Yan-Yan HU ; Sheng-Nan TANG ; Guang YANG ; Meng CHENG ; Ya-Feng DAI ; Shi-Wen WANG
China Journal of Chinese Materia Medica 2025;50(1):93-101
Ecological cultivation is an important way for the sustainable production of traditional Chinese medicine in the context of the carbon peaking and carbon neutrality goals. Facility cultivation and simulative habitat cultivation modes have been developed and applied to develop the endangered Dendrobium huoshanense on the basis of protection. However, the differences in the greenhouse gas emissions and global warming potential of these cultivation modes remain unexplored, which limits the accurate assessment of carbon-friendly ecological cultivation modes of D. huoshanense. Greenhouse gas emission flux monitoring based on the static chamber method provides an effective way to solve this problem. Therefore, this study conducted a field experiment in the facility cultivation and simulative habitat cultivation modes at a D. huoshanense cultivation base in Dabie Mountains, Anhui Province. From April 2023 to March 2024, samples of greenhouse gases were collected every month, and the concentrations of CO_2, CH_4, and N_2O of the samples were then detected by gas chromatography. The greenhouse gas emission fluxes, cumulative emissions, and global warming potential were further calculated, and the following results were obtained.(1)The two cultivation modes of D. huoshanense showed significant differences in greenhouse gas emission fluxes, especially the CO_2 emission flux, with a pattern of facility cultivation>simulative habitat cultivation [(35.60±11.70)mg·m~(-2)·h~(-1) vs(2.10±4.59)mg·m~(-2)·h~(-1)].(2) The annual cumulative CO_2 emission flux in the case of facility cultivation was significantly higher than that of simulative habitat cultivation[(3 077.00±842.00)kg·hm~(-2) vs(221.00±332.00)kg·hm~(-2)], while no significant difference was found in annual cumulative CH_4 and N_2O emission fluxes.(3) The facility cultivation mode had a significantly higher global warming potential than the simulative habitat cultivation mode [(3 053.00±847.00)kg·hm~(-2) vs(196.00±362.00)kg·hm~(-2)]. Overall, the simulative habitat cultivation of D. huoshanense has obvious carbon-friendly characteristics compared with facility cultivation, which is in line with the concept of ecological cultivation of medicinal plants. This study is of great reference significance for the implementation and promotion of the ecological cultivation mode of D. huoshanense under carbon peaking and carbon neutrality goals.
Dendrobium/chemistry*
;
Greenhouse Gases/metabolism*
;
Carbon/analysis*
;
Ecosystem
;
Carbon Dioxide/metabolism*
;
China
;
Global Warming
6.Clinical Utilization Analysis of Rituximab Biosimilar: A Single-Center Retrospective Study
Yuzhen ZOU ; Ran XIAO ; Shaohong WANG ; Rui DAI ; Xiaoli DU
Medical Journal of Peking Union Medical College Hospital 2025;16(6):1484-1492
To investigate the clinical utilization of Rituximab biosimilar (Rituximab injection) in order to provide references for evaluating its rationality and economic value in clinical application. A retrospective analysis was conducted on medical records of inpatients who received Rituximab injection at Peking Union Medical College Hospital between January 1, 2020, and December 31, 2023. The clinical usage patterns, off-label use, economic benefits compared to the originator drug, and adverse drug reactions (ADRs) were analyzed. A total of 725 patients treated with Rituximab injection were included. The majority of patients were from the Department of Nephrology (80.69%), followed by Rheumatology and Immunology (9.24%), Hematology (8.41%), and Dermatology (0.97%). The drug was used for 27 different diseases, with the top five being membranous nephropathy (62.90%), minimal change disease (7.31%), systemic lupus erythematosus (4.41%), anti-neutrophil cytoplasmic antibody-associated vasculitis (3.72%), and granulomatosis with polyangiitis or microscopic polyangiitis (3.59%). The off-label use rate was as high as 96.28% (698/725). The overall incidence of ADRs was 21.24%. The total consumption of Rituximab injection was 1183.2 g, resulting in calculated cost savings of about ¥7.35 million compared to the originator drug. Rituximab injection is widely used in hematologic malignancies and immune-mediated diseases, with a low overall incidence of ADRs and greater cost-effectiveness compared to the originator drug. The extremely high rate of off-label use is supported by corresponding guidelines or clinical studies.
7.Seroepidemiological of hepatitis B among outpatients in medical institutions in Jiaxing City
LIU Minqi ; GE Rui ; HOU Zhigang ; MAO Rong ; GAO Hui ; WU Daming ; DAI Linye
Journal of Preventive Medicine 2025;37(12):1272-1276
Objective:
To investigate the seroepidemiological characteristics of hepatitis B among outpatients in medical institutions in Jiaxing City, Zhejiang Province, so as to provide a reference for formulating region-specific hepatitis B prevention and control strategies.
Methods:
From April to June 2024, outpatients were selected as study subjects from sentinel medical institutions in Jiaxing City. Information such as gender and age was collected. Venous blood samples were obtained and serological markers including hepatitis B surface antigen (HBsAg), hepatitis B surface antibody (HBsAb), hepatitis B e antigen (HBeAg), hepatitis B e antibody (HBeAb), and hepatitis B core antibody (HBcAb) were tested. Positive rates of hepatitis B virus (HBV) serological markers were analyzed by genders and ages.
Results:
A total of 1 468 outpatients were included, among whom 721 were males (49.11%) and 747 were females (50.89%). The mean age was (46.41±19.66) years. The positive rates of HBsAg, HBsAb, HBeAg, HBeAb, and HBcAb were 7.29%, 44.75%, 1.84%, 23.50%, and 42.03%, respectively. The HBcAb positive rate in males was significantly higher than in females (46.05% vs. 38.15%, P<0.05), while no statistically significant gender differences were observed in the positive rates of other four HBV serological markers (all P>0.05). Except for HBsAb, the positive rates of the other four HBV serological markers showed statistically significant differences across different age groups (all P<0.05). Pairwise comparisons results showed that the HBsAg positive rates in age groups of 20-<40 years and 40-<60 years were 9.48% and 9.57%, respectively, which were higher than those in age groups of <20 years (1.43%) and ≥60 years (2.75%) (all P<0.05). A total of 17 HBV serological marker patterns were observed, among which the proportion of all markers negative was the highest, at 39.65%. The proportions of "small three positive" (HBsAg+, HBeAb+, HBcAb+) and "large three positive" (HBsAg+, HBeAg+, HBcAb+) patterns were 4.77% and 1.50%, respectively. Among HBsAg-positive individuals, the proportions of the "small three positive" pattern across age groups were 0, 45.45%, 90.00%, and 81.82%, while those of the "large three positive" were 0, 36.36%, 5.00%, and 0, with statistically significant differences across age groups (both P<0.05).
Conclusions
The positive rate of HBsAg among outpatients in medical institutions in Jiaxing City is relatively high, with a notable proportion of individuals showing either no immunity or non-response to vaccination. It is recommended to strengthen hepatitis B immunization efforts among the population aged 20-<60 years, and to enhance monitoring and interventional treatment for "small three positive" and "large three positive" patterns.
8.Constructing efficacy evaluation index of TCM in treating kidney-yang deficiency syndrome based on three-dimensional hybrid method
Jian HE ; Linlin CAI ; Xinyue DAI ; Mingyue SUN ; Rui GAO
International Journal of Traditional Chinese Medicine 2025;47(3):318-326
Objective:Constructing efficacy evaluation index of TCM in treating kidney-yang deficiency syndrome based on three-dimensional hybrid method.Methods:The outcome index list of kidney-yang deficiency syndrome was preliminarily constructed through literature research, questionnaire survey and expert interview. The core indicators of kidney-yang deficiency syndrome were screened by Delphi questionnaire, and the expert consensus meeting was held to determine the core outcome of kidney-yang deficiency syndrome.Results:The TCM symptoms of kidney-yang deficiency syndrome: 7 items: frequent urination at night, waist pain, low libido, chills, fatigue, diarrhea and mental malaise. Related core indicators of kidney-yang deficiency syndrome: Level quality of life score (scale), sex life level (sexual self satisfaction, sexual life log, etc.)two entries, objective indicators in the core index and stronger correlation disease, curative effect evaluation, can be combined with clinical research involves the related diseases, used to supplement the curative effect, as recommendations, not as the main body of kidney-yang deficiency syndrome curative effect evaluation content.Conclusion:This study refers to the clinical trial of the TCM core outcome to develop technical specifications, in the development process and methods, through the "combination of qualitative and quantitative research methods" "combination of subjective and objective indicators" "combination of doctor-patient evaluation" three dimensions of mixed research methods, formation of kidney-yang deficiency syndrome curative effect evaluation of the core outcome, for the kidney-yang deficiency syndrome curative effect evaluation standard of prophase research foundation, to provide ideas and methods for the evaluation of curative effect of syndrome.
9.Benchmarking China's Top-Tier Medical Institutions Against Global Standards:A Quantitative Analysis of the Gap Using Internationally Recognized Metrics
Gui YANG ; Yajuan CUI ; Rui DAI ; Qiuqiu ZHANG ; Wenqi LUO
Journal of Sichuan University (Medical Sciences) 2025;56(1):166-174
Objective To evaluate the gap between China's top-tier medical institutions and top-tier international medical institutions,and to provide references for the construction of first-class medical science discipline in China.Methods Using globally recognized rankings of medical institutions,we selected 24 top-tier international medical institutions and 11 top-tier Chinese medical institutions.Publicly available,general,and comparable data on indicators were collected to analyze the performance and gaps between top-tier international and Chinese medical institutions in human resources development,talent cultivation,scientific research,social services,and discipline construction.Results In the field of medicine,the largest gap between top-tier international and Chinese medical institutions was in high-level talent.Specifically,the average numbers of individuals who are Clarivate Analytics'Highly Cited Researchers,who are Nobel Prize laureates in Physiology or Medicine,and who serve on advisory boards or editorial boards of top medical journals,and who rank among the Top 2 000 Medicine Scientists were 1.00,0.09,0.45 and 4.00,respectively,among top-tier Chinese medical institutions,while those of the top-tier international medical institutions were 131.46,118.25,9.72,and 6.76 times,respectively,those of the Chinese medical institutions.The second largest gap was in social services and medical innovation.The average proportion of industrial collaboration papers and the number of clinical trials of China's top-tier medical institutions were 1.51%and 1 851,respectively,while those of international top-tier medical institutions were 3.62 and 1.87,times,respectively,those of top-tier Chinese medical institutions.However,the average number of(untranslated)patents held by top-tier international medical institutions was only 15% of that of China's top-tier medical institutions.The third largest gap was in scientific research.The average number of papers published in New England Journal of Medicine,Journal of the American Medical Association,The Lancet,and British Medical Journal,the percentage of hot papers in papers included in Web of Science,the percentage of highly cited papers,the percentage of international collaboration papers,the total number of citations per paper,category normalized citation impact(CNCI),and the number of publications of top-tier Chinese medical institutions were 78,0.03%,1.39%,22.55%,19.61,1.26,30 706,while those of the top-tier international medical institutions were 6.96,2.66,2.57,2.15,1.83,1.58 and 1.54 times those of the Chinese medical institutions,respectively.However the average percentage of zero-citation papers of top-tier international medical institutions was only 71%of that of China's top-tier medical institutions.Furthermore,in discipline development,the average overall scores of the Times Higher Education(THE)and QS rankings for medicine-related disciplines of top-tier Chinese medical institutions were 72.84 and 69.30,respectively,while those of top-tier international medical institutions were 1.38 and 1.21 times those of the Chinese medical institutions.However,in terms of talent cultivation,the average number of students of China's top-tier medical institutions was 10724,which is roughly double that of international institutions.Conclusion Currently,China's top-tier medical institutions are still in a basic stage that emphasizes the quality of talent cultivation and medical services.There is considerable room for development and potential for catching up in multiple aspects,especially in high-level talent,medical research,and innovation.It is recommended that the construction experience of top-tier international medical institutions should be fully utilized to build China's first-class medical science discipline.
10.Effect of transcutaneous electrical acupoint stimulation on postoperative muscle atrophy in patients with foot and ankle fracture: A randomized controlled pilot study
Ying Xue ; Xiaoqian Dai ; Xueming Chen ; Shiqi Guo ; Chunxian Wang ; Zhili Li ; Rui He ; Zhaoxia Liu ; Yinghui Li ; Baixiao Zhao
Journal of Traditional Chinese Medical Sciences 2025;2025(2):308-316
ObjectiveTo evaluate the efficacy and safety of transcutaneous electrical acupoint stimulation (TEAS) for muscle atrophy in patients with immobilization after surgical fixation of foot and ankle fractures.MethodsThis was a two-arm randomized controlled trial wherein 80 patients were recruited and divided into control (n = 40) and intervention (n = 40) groups. The control group received conventional orthopedic treatment, whereas the intervention group received TEAS and conventional treatment. The intervention group received TEAS 3 times a week for 30 min each time for 8 weeks. The primary outcomes were muscle thickness (MT) and cross-sectional area (CSA) of the rectus femoris and gastrocnemius muscles, whereas the secondary outcome measure was echo intensity (EI). Data were collected before the fixation operations (baseline assessment) and 4 and 8 weeks after intervention.ResultsCompared with baseline, the MT and CSA were reduced in both groups by the end of treatment, whereas EI increased in both groups. At week 4, the reduction in the rectus femoris CSA in the intervention group was significantly lower than that in the control group (P = .02); however, the between-group differences in the MT and EI (all P .05) were not significant. No serious adverse events were observed in either group.ConclusionOur study showed that TEAS can improve muscle atrophy by attenuating the decline in the muscle CSA. Because this was only a pilot trial, subsequent studies will need longer follow-ups and larger sample sizes.


Result Analysis
Print
Save
E-mail