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.Discovery of a novel polymyxin adjuvant against multidrug-resistant gram-negative bacteria through oxidative stress modulation.
Taotao LU ; Hongguang HAN ; Chaohui WU ; Qian LI ; Hongyan HU ; Wenwen LIU ; Donglei SHI ; Feifei CHEN ; Lefu LAN ; Jian LI ; Shihao SONG ; Baoli LI
Acta Pharmaceutica Sinica B 2025;15(3):1680-1695
Antibiotic adjuvants offer a promising strategy for restoring antibiotic sensitivity, expanding antibacterial spectra, and reducing required dosages. Previously, compound 15 was identified as a potential adjuvant for Polymyxin B (PB) against multidrug-resistant (MDR) Pseudomonas aeruginosa DK2; however, its clinical utility was hindered by high cytotoxicity, uncertain in vivo efficacy, and an unclear synergetic mechanism. To address these challenges, we synthesized and evaluated a series of novel benzamide derivatives, with A22 emerging as a particularly promising candidate. A22 demonstrated potent synergistic activity to PB, minimal cytotoxicity, improved water solubility, and broad-spectrum synergism of polymyxins against various clinically isolated MDR Gram-negative strains. In vivo studies using Caenorhabditis elegans and mouse models further confirmed the efficacy of A22. Moreover, A22 effectively suppressed the development of PB resistance in Pseudomonas aeruginosa DK2. Mechanistic investigations revealed that A22 enhances polymyxins activity by inducing reactive oxygen species production, reducing ATP levels, increasing NOX activity, and inhibiting biofilm formation, leading to bacterial death. These findings position A22 as a highly promising candidate for the development of polymyxin adjuvants, offering a robust approach to combating MDR Gram-negative bacterial infections.
3.Analysis of the current situation of occupational protection knowledge-attitude-practice of noise-exposed workers at an airport apron
Huimin YU ; Mei WANG ; Xuefei LIU ; Wanjun LI ; Li ZHANG ; Jun LIU ; Baoli LU
China Occupational Medicine 2025;52(1):56-60
Objective To analyze the current situation of the knowledge-attitude-practice among noise-exposed workers at an airport apron. Methods A total of 494 noise-exposed workers from an airport apron were selected as the study subjects using the judgmental sampling method. A self-designed "Occupational Protection Knowledge, Attitudes, and Practices Questionnaire" was used to assess the current situation of knowledge-attitude-practice on occupational protection. Results Regarding the awareness of noise hazards among the study subjects, the awareness rates of noise-induced impairment on digestive function and reproductive system were the lowest (44.9% and 37.7%, respectively). The awareness rate of noise-induced negative emotions increased with length of service (P<0.01). Regarding the occupational protection knowledge for noise, the awareness rate of occupational noise-induced deafness was “incurable” was the lowest (39.1%). The support rate for five kinds of occupational protection attitudes for noise was generally >85.0%, while only 58.3% of the study subjects consistently or frequently wearing earplugs during work. The most common source of noise hazard and protection knowledge was pre-employment training (76.9%), followed by occupational disease prevention and control campaigns (76.1%). Conclusion Noise-exposed workers in this airport apron have incomplete awareness of non-auditory system hazards caused by noise, and the awareness of knowledge of some occupational protection is relatively low. Although their attitudes toward occupational protection are positive, many workers still fail to consistently wear personal protective equipment at work.
4.The Problems and Solutions in the Design and Record of TCM Clinical Research Case Report Form
Fang HAN ; Kegang CAO ; Ying GAO ; Baoli LIU ; Tiantian ZHOU ; Jing HU
World Science and Technology-Modernization of Traditional Chinese Medicine 2025;27(2):533-538
Case report form(CRF)is an important tool to obtain clinical research data.Scientifically designed and properly recorded CRF is of great significance to improve the quality of clinical research.The author summarized the common problems existing in the design and recording of CRF in traditional Chinese medicine(TCM)clinical studies,including:①Delayed design time point.②Unstandardized CRF design,recording and modification.③Imperfect records of combined medication/therapy.④Insufficient quantification of syndrome efficacy indicators and objectification of tongue and pulse.⑤ Insufficient protection of subjects' privacy.⑥ Unstandardized records of adverse events.Accordingly,this paper discusses some solutions to provide reference for other TCM researchers,including:①Advance CRF design time.②Standardize CRF design,recording and modification.③Design drug combinations/therapies according to Clinical Data Acquisition Standards Harmonization(CDASH).④Standardization of syndrome and tongue and pulse.⑤Use of subject identification codes to protect privacy.⑥AE records should vary from study to study.
5.Methodological Problems and Solutions Commonly Encountered in Scientific Reviews of Investor Initiated Trial in the Field of Traditional Chinese Medicine
Fang HAN ; Jia XU ; Baoli LIU ; Qingquan LIU ; Bin LI ; Jing HU
World Science and Technology-Modernization of Traditional Chinese Medicine 2025;27(6):1509-1513
The number of investor initiated trial(IIT)in the field of traditional Chinese medicine(TCM)in China has been increasing year by year,but there are still many problems about their scientific validity.Scientific review is the top priority of IIT management,which is of great significance to improve the quality of IIT.Considering the characteristics of IIT in the field of TCM,randomized controlled trials and discuss common methodological problems in the scientific review process of IIT are focused on,such as non-standard placebo setting,unclear research hypothesis or improper selection of hypothesis test type,inappropriate sample size estimation methods,insufficient characteristics of TCM in outcome measures,unreasonable statistical analysis methods,etc.At the same time,corresponding solutions are proposed to increase the scientific and credibility of IIT,thus improving the research quality of IIT in TCM.
6.The Problems and Solutions in the Design and Record of TCM Clinical Research Case Report Form
Fang HAN ; Kegang CAO ; Ying GAO ; Baoli LIU ; Tiantian ZHOU ; Jing HU
World Science and Technology-Modernization of Traditional Chinese Medicine 2025;27(2):533-538
Case report form(CRF)is an important tool to obtain clinical research data.Scientifically designed and properly recorded CRF is of great significance to improve the quality of clinical research.The author summarized the common problems existing in the design and recording of CRF in traditional Chinese medicine(TCM)clinical studies,including:①Delayed design time point.②Unstandardized CRF design,recording and modification.③Imperfect records of combined medication/therapy.④Insufficient quantification of syndrome efficacy indicators and objectification of tongue and pulse.⑤ Insufficient protection of subjects' privacy.⑥ Unstandardized records of adverse events.Accordingly,this paper discusses some solutions to provide reference for other TCM researchers,including:①Advance CRF design time.②Standardize CRF design,recording and modification.③Design drug combinations/therapies according to Clinical Data Acquisition Standards Harmonization(CDASH).④Standardization of syndrome and tongue and pulse.⑤Use of subject identification codes to protect privacy.⑥AE records should vary from study to study.
7.Methodological Problems and Solutions Commonly Encountered in Scientific Reviews of Investor Initiated Trial in the Field of Traditional Chinese Medicine
Fang HAN ; Jia XU ; Baoli LIU ; Qingquan LIU ; Bin LI ; Jing HU
World Science and Technology-Modernization of Traditional Chinese Medicine 2025;27(6):1509-1513
The number of investor initiated trial(IIT)in the field of traditional Chinese medicine(TCM)in China has been increasing year by year,but there are still many problems about their scientific validity.Scientific review is the top priority of IIT management,which is of great significance to improve the quality of IIT.Considering the characteristics of IIT in the field of TCM,randomized controlled trials and discuss common methodological problems in the scientific review process of IIT are focused on,such as non-standard placebo setting,unclear research hypothesis or improper selection of hypothesis test type,inappropriate sample size estimation methods,insufficient characteristics of TCM in outcome measures,unreasonable statistical analysis methods,etc.At the same time,corresponding solutions are proposed to increase the scientific and credibility of IIT,thus improving the research quality of IIT in TCM.
8.The characteristics of gut microbiota in patients with type 2 diabetes mellitus and concurrent nonalcoholic fatty liver disease
Yuting GAO ; Tianyi ZHAO ; Shixuan LIU ; Na LV ; Tao YUAN ; Junxiang GAO ; Baoli ZHU ; Weigang ZHAO
Chinese Journal of Clinical Nutrition 2024;32(2):80-89
Objective:To investigate the characteristics of gut microbiota in patients with type 2 diabetes (T2DM) complicated by nonalcoholic fatty liver disease (NAFLD).Methods:A total of 74 patients first diagnosed with T2DM at the Endocrinology Department of Peking Union Medical College Hospital from April 2021 to October 2023 were included. Among them, 28 patients had concurrent NAFLD while 46 patients did not. Additionally, 51 healthy controls were matched (HC group). Clinical laboratory parameters were collected, and 16S rRNA sequencing with fecal samples was conducted to compare the differences in gut microbiota across the groups.Results:Compared to the group with T2DM, patients with concurrent T2DM and NAFLD were younger, had higher level of insulin resistance as assessed by the homeostatic model assessment of insulin resistance, higher body mass index (BMI), and higher triglyceride levels. There was no difference in α-diversity across the three groups ( P>0.05), while there was a significant difference in β-diversity ( P=0.03). The Eubacterium coprostanoligenes, Fusicatenibacter, Parasutterella and Tyzzerella 3 were enriched in the group with concurrent T2DM and NAFLD as shown by the relative abundance, while the relative abundance of Flavonifractor was decreased in this group. Tyzzerella 3 abundance was positively correlated with triglyceride and albumin levels and negatively correlated with high-density lipoprotein cholesterol (HDL-C) levels. Conclusion:Patients with T2DM complicated by NAFLD exhibit dysbiosis in gut microbiota composition and specific genera abundance, with Flavonifractor identified as a potential protective factor for T2DM complicated by NAFLD.
9.Application of PDCA Cycle in the Mid-Term Inspection of Scientific Research Projects
Fang HAN ; Baoli LIU ; Guangzhong ZHANG ; Qingquan LIU ; Guowang YANG
World Science and Technology-Modernization of Traditional Chinese Medicine 2024;26(4):868-872
Discipline construction is the power source to realize the high quality development of public hospitals,and high quality scientific research management is the inevitable path to realize the connotative development of public hospitals.The quality improvement of scientific research project process management is step-by-step,and mid-term inspection is a representative work.This paper applies PDCA cycle theory to the mid-term inspection of scientific research projects,analyzes the problems encountered in the mid-term inspection of scientific research projects from the four stages of plan,implementation,check and act,and develops effective intervention measures.The mid-term inspection mode,which combines publicity activities of scientific research norms with self-examination by researchers and on-the-spot inspection by the scientific research department,should be carried out to standardize the process of mid-term inspection of scientific research projects and promote the high-quality development of scientific research in hospitals.
10.Expert Consensus on Clinical Diseases Responding Specifically to Traditional Chinese Medicine: Pulmonary Nodules
Mingwei YU ; Huairui ZHANG ; Xinghan ZHANG ; Xiao LI ; Rengui WANG ; Zhiqiang LONG ; Zhen WANG ; Bo PANG ; Jianwei HUO ; Wei CHEN ; Yong ZHU ; Baoli LIU ; Yanni LOU ; Ganlin ZHANG ; Jiayun NIAN ; Mei MO ; Xiaoxiao ZHANG ; Guowang YANG
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(6):238-245
In recent years, the incidence of pulmonary nodules has kept rising. To give full play to the advantages of traditional Chinese medicine (TCM) in the treatment of pulmonary nodules and identify the breakthrough points of integrating TCM with Western medicine, the China Association of Chinese Medicine organized medical experts in TCM and western medicine to carry out in-depth discussion regarding this disease. The discussion encompassed the modern medical advances, TCM theories of etiology and pathogenesis, the role and advantages of TCM in the whole course management of pulmonary nodules, contents and methods of research on pulmonary nodules, and science popularization work, aiming to provide a reference for clinical practice and scientific research. After discussion, the experts concluded that the occurrence of pulmonary nodules was rooted in the deficiency of the lung and spleen and triggered by phlegm dampness, blood stasis, and Qi stagnation. TCM can treat pulmonary nodules by controlling and reducing nodules, improving physical constitution, ameliorating multi-system nodular diseases, reducing anxiety and avoiding excessive diagnosis and treatment, and serving as an alternative for patients who are unwilling or unfit for surgical treatment. At present, the optimal diagnosis and treatment strategy for pulmonary nodules has not been formed, which needs to be further studied from multiple perspectives such as clinical epidemiology, biology, and evidence-based medicine. The primary task of current research is to find out the advantages, effective prescriptions, and target populations and determine the effective outcomes of TCM in the treatment of pulmonary nodules. At the same time, basic research should be carried out to explore the etiology and biological behaviors of pulmonary nodules. The expert consensus on the diagnosis and treatment of pulmonary nodules with integrated TCM and Western medicine needs to be continuously revised to guide clinicians to conduct standardized, scientific, and accurate effective diagnosis and treatment.

Result Analysis
Print
Save
E-mail