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.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.
3.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.
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.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.
7.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.
8.The morphological feature of projections from the nucleus reuniens to the dorsal and ventral hippocampus
Siting LYU ; Yuankun LIU ; Shumin WANG ; Shuting REN ; Sicong MA ; Jing CHEN ; Baoli LI ; Juan SHI
Chinese Journal of Neuroanatomy 2024;40(6):663-672
Objective:To observe the neuroanatomical properties of the projection pathway from the nucleus reuniens(Re)to the dorsal(dHC)and ventral(vHC)hippocampus.Methods:Adeno-associated virus SV40 was injected into the Re of C57BL/6 mice and the profile of downstream projection in the whole brain was examined and ranked.Retro-grade tracer Fluoro-Gold(FG)was injected into the whole hippocampus(wHC),dorsal hippocampus(dHC)or ven-tral hippocampus(vHC),and the distribution of the retrogradely labeled neurons and its relationship with calretinin(CR)in the Re were analyzed.Results:After injection of SV40 virus into the Re,we observed projection fibers or ter-minals in 18 areas across the brain.Among the areas,those to the hippocampus(HC)were mainly distributed in the dorsal and ventral lacunosum molecular layer,which ranked No.2 with regard to the projection intensity.Following injection of FG into the hippocampus,we observed that the retrogradely labeled neurons projecting to the wHC were densely distributed in the rostrocaudal segments of Re,with a more concentrated aggregation in the ventromedial part.FG+CR+double labeled neurons accounted for(47.47±0.07)%of FG labeled neurons,and for(67.13±0.10)%of CR+neurons in this case.The retrograde labeled neurons projecting to the dHC were sparse and mainly distributed in the dorsolateral part of Re.FG+CR+double labeled neurons accounted for(24.11±0.06)%of FG labeled neurons,and for(32.99±0.19)%of CR+neurons.The retrogradely labeled neurons projecting to the vHC were mainly distrib-uted in the ventralmedial part of Re.FG+CR+double labeled neurons accounted for(49.55±0.03)%of FG labeled neurons,and for(69.14±0.12)%of CR+neurons.Conclusion:Hippocampus is an essential target of the Re.The projections to the dHC and vHP differ in the location of projection neurons and the positive ratio with CR,which may re-flect the differential pathophysiological functions of the two pathways in vivo.
9.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.
10.Application of electronic rotation registration manual for residency training based on hospital information system docking: Practice and exploration
Xi LUO ; Li LIU ; Baoli KANG ; Yaqin ZHU ; Xiaoliang SUN ; Min DING ; Xin XIA ; Zengguang XU ; Liyi SONG ; Chi CHEN
Chinese Journal of Medical Education Research 2024;23(1):128-133
The contents recorded in the rotation registration manual is not only the quantitative indicators for evaluating the quality of residency training, but also the important basis for training assessment and issuance of training certificates. In order to solve the problems of data authenticity, information delay, and repeated entry in the rotation registration manual for residency training, Shanghai East Hospital, Tongji University, launched a project to dock the electronic rotation registration manual with the hospital information system. Through the establishment of the project team, the development of working mechanisms, and the implementation of the project, data analysis was used for process reformation and system optimization, so as to continuously improve management efficiency and medical safety while solving problems and form a set of implementation system with reference significance in practice.

Result Analysis
Print
Save
E-mail