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.Sub-committee of Anesthesiology of Guangzhou Integrated Traditional Chinese and Western Medicine Society.
Yi LU ; Cunzhi LIU ; Wujun GENG ; Xiaozhen ZHENG ; Jingdun XIE ; Guangfang ZHANG ; Chao LIU ; Yun LI ; Yan QU ; Lei CHEN ; Xizhao HUANG ; Hang TIAN ; Yuhui LI ; Hongxin LI ; Heying ZHONG ; Ronggui TAO ; Jie ZHONG ; Yue ZHUANG ; Junyang MA ; Yan HU ; Jian FANG ; Gaofeng ZHAO ; Jianbin XIAO ; Weifeng TU ; Jiaze SUN ; Yuting DUAN ; Bao WANG
Journal of Southern Medical University 2025;45(8):1800-1808
OBJECTIVES:
To explore the efficacy of DSA-guided intrathecal drug delivery system combined with Zi Wu Liu Zhu Acupoint Therapy for management of cancer pain and provide reference for its standardized clinical application. Methods and.
RESULTS:
Recommendations were formulated based on literature review and expert group discussion, and consensus was reached following expert consultation. The consensus recommendations are comprehensive, covering the entire treatment procedures from preoperative assessment and preparation, surgical operation process, postoperative management and traditional Chinese medicine treatment to individualized treatment planning. The study results showed that the treatment plans combining traditional Chinese with Western medicine effectively alleviated cancer pain, reduced the use of opioid drugs, and significantly improved the quality of life and enhanced immune function of the patients. Postoperative follow-up suggested good treatment tolerance among the patients without serious complications.
CONCLUSIONS
The formulated consensus is comprehensive and can provide reference for clinicians to use DSA-guided intrathecal drug delivery system combined with Zi Wu Liu Zhu Acupoint Therapy. The combined treatment has a high clinical value with a good safety profile for management of cancer pain.
Humans
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Medicine, Chinese Traditional
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Cancer Pain/therapy*
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Drugs, Chinese Herbal/therapeutic use*
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Drug Delivery Systems
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Pain Management/methods*
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China
3.Ethical and legal review of single women in the application of assisted reproductive technology
Yang LI ; Jiaze LI ; Shanshan SUN ; Jun ZHANG
Chinese Medical Ethics 2025;38(5):642-646
Assisted reproductive technology (ART) can address the issues faced by infertile couples and help families achieve their desine to have children. Starting from both theoretical and practical basis, this paper introduced a discussion on the legitimacy of ART application for single women. The challenges encountered by single women in ART application were objectively analyzed, including untimely legislation, unclear applicable subjects, the commodification of sperm and eggs, inadequate institutional guarantees, and insufficient safeguarding of offspring’s rights and interests, etc. This paper proposed solutions to the problems encountered by single women in ART application, including adhering to the relevant principles, strengthening legislative norms, clarifying the applicable subjects, providing institutional guarantees, safeguarding the offspring’s rights and interests, and seeking a balance between ethics and law. It aimed to provide references for related wrok, assisting single women in achieving a balance between ethics and law in ART application and protecting the reproductive rights of single women to the greatest extent.
4.Correlation between AST/ALT ratio and metabolic syndrome in hypertensive patients
Ling WANG ; Yan LUO ; Maozhen FU ; Ling ZHANG ; Weiliang ZHU ; Hong HUANG ; Jiaze TAN ; Yiping LAI ; Liuyun CHENG
China Modern Doctor 2025;63(23):14-18
Objective To explore the association between aspartate aminotransferase(AST)/alanine aminotransferase(ALT)ratio and metabolic syndrome(MS)in elderly hypertensive patients,and to provide reference for early detection and prevention of MS in elderly hypertensive patients.Methods A questionnaire survey and physical examination were conducted among 616 elderly hypertensive patients at community health service centers.Participants were divided into two groups based on MS status:MS group(n=334)and non-MS group(n=282).According to AST/ALT levels,participants were divided into four groups:q1 group(AST/ALT ≤0.88,n=156),q2 group(0.88<AST/ALT ≤ 1.10,n=155),q3 group(1.10<AST/ALT ≤ 1.37,n=154),and q4 group(AST/ALT>1.37,n=151).Blood biochemical parameters including triglycerides(TG),high-density lipoprotein cholesterol(HDL-C),AST,ALT,and blood glucose were measured.The impact of AST/ALT levels on MS was analyzed using a Logistic regression model,while the risk prediction for MS occurrence was evaluated through receiver operating characteristic(ROC)curves.Results MS group showed higher body mass index(BMI),TG,ALT levels,abnormal glucose levels,female proportion,and abdominal obesity rate compared to non-MS group.HDL-C and AST/ALT values of MS group were lower than those in non-MS patients(P<0.05).Logistic regression analysis revealed that after adjusting for BMI,smoking,alcohol consumption,physical activity,education level,marital status,TG,HDL-C,and glucose levels,both q3 and q4 groups demonstrated reduced MS risk compared to group q1 group(P<0.05).ROC curve analysis indicated that the area under the curve for AST/ALT in MS was 0.638(P<0.05).Conclusion The level of AST/ALT was negatively correlated with MS in elderly hypertensive patients,and AST/ALT has certain predictive value for the risk of MS in elderly hypertensive patients.
5.Epidemiology and trends of major respiratory infectious diseases in Beijing in 2014-2023
Xiao HU ; Yanlin GAO ; Yunping SHI ; Yang LIU ; Chao WANG ; Ying ZHOU ; Wei LI ; Jiaze LI ; Gang LI
Military Medical Sciences 2025;49(2):101-109
Objective To analyze the epidemiology and trends of measles,tuberculosis,pertussis,scarlet fever,influenza,mumps and rubella in Beijing between 2014 and 2023 in order to provide data for prevention and control of related diseases.Methods Data on the incidences of seven respiratory infectious diseases in Beijing between 2014 and 2023 was collected.Descriptive epidemiological methods were employed to analyze their demographic,temporal and spatial distribution.Joinpoint regression analysis was used to assess temporal trends in incidence.Results A total of 1 406 777 cases of seven respiratory infectious diseases were reported in Beijing between 2014 and 2023,which corresponded to an average crude rate of 649.76/100 000 reported annually.The crude rate of incidencewas higher among females than among males,with the most vulnerable age groups being 0-4 years and 5-19 years,and was higher in the six districts than on the outskirts.Most of the respiratory infectious diseases peaked in winter and spring.The annual increase in the incidence of respiratory infectious diseases in Beijing in this period averaged 27.27%,with no statistically significant differences in trends.The incidence rates of measles,tuberculosis,scarlet fever,mumps and rubella decreased significantly while those of pertussis and influenza increased,but with no statistically significant difference.Conclusion The overall incidence of major respiratory infectious diseases in Beijing is increasing.It is recommended that more people get vaccinated,surveillance of such diseases as pertussis and influenza be enhanced,and regional health resources be allocated more effectively,all of which will be critical to subsequent prevention and control of respiratory infectious diseases in Beijing.
6.Consensus on the use of DSA-guided intrathecal drug delivery system combined with Zi Wu Liu Zhu Acupoint Therapy for cancer pain management
Yi LU ; Cunzhi LIU ; Wujun GENG ; Xiaozhen ZHENG ; Jingdun XIE ; Guangfang ZHANG ; Chao LIU ; Yun LI ; Yan QU ; Lei CHEN ; Xizhao HUANG ; Hang TIAN ; Yuhui LI ; Hongxin LI ; Heying ZHONG ; Ronggui TAO ; Jie ZHONG ; Yue ZHUANG ; Junyang MA ; Yan HU ; Jian FANG ; Gaofeng ZHAO ; Jianbin XIAO ; Weifeng TU ; Jiaze SUN ; Yuting DUAN ; Bao WANG
Journal of Southern Medical University 2025;45(8):1800-1808
Objective To explore the efficacy of DSA-guided intrathecal drug delivery system combined with Zi Wu Liu Zhu Acupoint Therapy for management of cancer pain and provide reference for its standardized clinical application.Methods and Results Recommendations were formulated based on literature review and expert group discussion,and consensus was reached following expert consultation.The consensus recommendations are comprehensive,covering the entire treatment procedures from preoperative assessment and preparation,surgical operation process,postoperative management and traditional Chinese medicine treatment to individualized treatment planning.The study results showed that the treatment plans combining traditional Chinese with Western medicine effectively alleviated cancer pain,reduced the use of opioid drugs,and significantly improved the quality of life and enhanced immune function of the patients.Postoperative follow-up suggested good treatment tolerance among the patients without serious complications.Conclusion The formulated consensus is comprehensive and can provide reference for clinicians to use DSA-guided intrathecal drug delivery system combined with Zi Wu Liu Zhu Acupoint Therapy.The combined treatment has a high clinical value with a good safety profile for management of cancer pain.
7.High-risk factors for early postoperative recurrence in patients with colorectal cancer liver metastasis
Leibin SHEN ; Mian YANG ; Liangbin JIN ; Tao PENG ; Bo ZHOU ; Jiaze SUN ; Jiazi YU
Chinese Journal of General Surgery 2025;40(3):207-212
Objective:To investigate the high-risk factors for early postoperative recurrence in patients with colorectal cancer liver metastasis (CRLM).Methods:The clinical data of 156 CRLM patients who underwent hepatic metastasectomy at the Li Huili Hospital, Ningbo University from Jan 2015 to Dec 2021 was retrospectively analyzed.Results:Among 156 patients, the postoperative recurrence rate was 55.8% (87/156).There were significant differences ( P<0.05) in the primary tumor site, T stage, TBS score, preoperative concentrations of CEA, CA199 and CA125, the maximum diameter of metastatic tumors and the number of metastatic tumors between the group with recurrence in one year and the group without recurrence in one year. Multivariate analysis showed that preoperative CA125 concentration ( OR=1.021, P=0.020), CEA concentration ( OR=1.044, P=0.018), and tumor burden score ( OR=3.067, P=0.011) were high risk factors influencing early recurrence ( P<0.05). In the low TBS score group(≤4), among the 49 patients who underwent simultaneous resection, 13 suffered from recurrence within 1 year, with a recurrence rate of 26.5%. Meanwhile, among the 29 patients who underwent staged resection, 17 suffered from recurrence within 1 year, with a recurrence rate of 58.6% ( P<0.05). In the high TBS score group(>4), among the 51 patients who underwent simultaneous resection, 37 suffered from recurrence within 1 year, with a recurrence rate of 72.5%, while in the 27 patients who underwent staged resection, 20 suffered from recurrence within 1 year, with a recurrence rate of 74.1% ( P>0.05). Conclusions:Preoperative TBS score, preoperative CA125 concentration, and CEA concentration are high-risk factors for postoperative recurrence in patients with colorectal liver metastases, simultaneous resection in patients with a low TBS score can reduce the risk of recurrence within 1 year after surgery.
8.Comparative study of the efficacy of hepatic artery infusion chemotherapy and transarterial chemoembolization combined with targeted therapy and immunnotherapy for unresectable hepatocellular carcinoma
Xiang LI ; Zhiming HU ; Hongguo YANG ; Bing ZHANG ; Jiaze XU ; Jie LIU ; Bangzhun CAI
Chinese Journal of General Surgery 2025;40(11):863-868
Objective:To compare the efficacy of hepatic artery infusion chemotherapy (HAIC) combined with targeted therapy and immunnotherapy and transarterial chemoembolization (TACE) combined with targeted therapy and immunnotherapy in the treatment of unresectable hepatocellular carcinoma HCC.Methods:We retrospectively analyzed the clinical data of 40 patients with unresectable HCC treated with HAIC combined with targeted therapy and immunnotherapy and TACE combined with targeted therapy and immunnotherapy in Tongde Hospital of Zhejiang Province and Zhejiang Provincial People's Hospital.The patients were divided into HAIC group ( n=14) and TACE group ( n=26) according to the different treatment methods. Baseline data, surgical conversion and intraoperative situation, tumor response, portal vein cancer thrombus control rate, leukocyte reduction rate, platelet reduction rate, incidence of liver function abnormalities, objective remission rate, and disease control rate were compared between the two groups. Results:The HAIC group had a later baseline tumor staging than the TACE group (higher percentage of portal vein cancer thrombus, CNLC stage Ⅲa).The surgical conversion rate of the HAIC and TACE groups were 28.6%(4/14) and 26.9%(7/26), respectively, with the difference of no statistical significance ( P>0.05);The operation time and intraoperative bleeding were (329.5±19.9) min vs.(413.4±26.4) min, (272.2±49.9) ml vs.(536.0±123.6) ml, and the differences were statistically significant ( P<0. 05); The maximum tumor diameter reduction rate [(30.7%±15.1%) vs.(7.2%±12.6%)] and portal vein cancer thrombus control rate [100% (12/12) vs. 64.3% (9/14)], the differences were statistically significant ( P<0.05);The incidences of leukocyte and platelet decrease in the two groups during the course of treatment were 71.4%(10/14) vs. 34.6%(9/26)、78.5%(11/14) vs. 38.5%(10/26), and the incidences of liver function abnormalities were 35.7%(5/14) vs. 69.2%(18/26), the differences were statistically significant ( P<0.05);The objective response rate and disease control rate were 57.1%(8/14) vs. 30.8% (8/26)、71.4% (10/14) vs. 53.8%(14/26), all statistically significant. Conclusion:HAIC combined with targeted therapy and immunnotherapy is a safe and effective treatment for middle and advanced HCC, especially suitable for patients with portal vein tumor thrombus(PVTT), large tumor, or poor liver function.
9.Clinical Study on the Treatment of Thin Endometrium of Kidney Deficiency and Blood Stasis Syndrome by Herb-Partitioned Moxibustion and Estradiol Valerate on the Navel and Estrogen
Hao SUN ; Qingchang XIA ; Zhibin DONG ; Jiaze WANG ; Yuxia MA
World Science and Technology-Modernization of Traditional Chinese Medicine 2025;27(2):539-544
Objective To observe the clinical efficacy of the combination of umbilical moxibustion and estradiol valerat in patients with thin endometrium.Methods A random number table was used to randomly divide 60 patients with thin endometrium of kidney deficiency and blood stasis type who met the inclusion criteria into an observation group of 30 cases and a control group of 30 cases.The control group took oral estradiol valerate tablets(DELPHARMLille S.A.S.,specification:1 mg/tablet),2 mg/day(bid),continuously for 21 days starting from the 5th day of the menstrual cycle;On the basis of the control group,the observation group was treated with herbal moxibustion on the navel,starting from the 7th day of the menstrual cycle,once a week,with an interval of 5-7 days.No treatment was given during the menstrual cycle,and both groups were treated continuously for three menstrual cycles.Observe the changes in endometrial thickness,Gonen classification of endometrium,uterine artery pulsatility index,resistance index,and traditional Chinese medicine clinical symptom score before and after treatment in two groups of patients.Results After treatment,the endometrial thickness of the two groups of patients increased(P<0.01),while the uterine artery pulsatility index and resistance index decreased compared to before(P<0.01).The total score of traditional Chinese medicine clinical symptoms decreased compared to before treatment(P<0.01).The above indicators were better in the observation group than in the control group(P<0.05).But the endometrial classification between the two groups of patients was no significant difference(P>0.05).Conclusion The combination of umbilical moxibustion and estradiol valerate can effectively promote uterine artery blood flow perfusion in patients with kidney deficiency and blood stasis type thin endometrium,reduce uterine artery pulsatility index and resistance index,increase the thickness of endometrium,and improve the clinical symptom score of traditional Chinese medicine.
10.Establishment and evaluation of a rat model of ovarian endometriosis
Yiming MA ; Huimin LIU ; Xin MENG ; Jiaze QI ; Mingli AN ; Xinping FU ; Jingwei CHEN
Acta Laboratorium Animalis Scientia Sinica 2025;33(7):947-957
Objective To establish a rat model of ovarian endometriosis(EMS)using the horn reversion method,to provide an ideal animal model for exploring the pathogenesis and treatment of EMS.Methods Fifty SPF-grade female SD rats were divided randomly into five groups:a sham group,and 1,2,3,and 4 weeks after surgery groups,respectively(n=10 rats per group).Apart from the sham group,an ovarian-type EMS model was established in the other groups by the uterine horn refracture method,and the modeling success rate,and ectopic foci volume and mass were observed in each group.The morphology of ectopic foci was observed by hematoxylin-eosin(HE),and expression of proliferating cell nuclear antigen(PCNA),Ki67,epithelial cadherin(E-cadherin),and neural cadherin(N-cadherin)in the uterus and ectopic foci tissues were detected by immunohistochemistry.The model was further evaluated and the degree of cell proliferation and epithelial mesenchymal transformation at different times after modeling were analyzed.Results The modeling success rates in the 1,2,3,and 4 weeks after surgery groups were 80%,90%,100%,and 100%,respectively(P>0.05).The volume and mass of the ectopic foci were significantly greater in the 3 and 4 weeks after surgery groups compared with the 1 and 2 weeks after surgery groups(P<0.01).HE staining showed endometrial epithelial cells,mesenchymal cells and a few glands in the ectopic foci tissues.Immunohistochemical staining showed that expression levels of Ki67,PCNA,and N-cadherin in uterus tissues were significantly higher(P<0.05,P<0.01)in all the model groups compared with the sham group,while expression levels of E-cadherin were significantly lower(P<0.05,P<0.01).Expression levels of Ki67,PCNA,and N-cadherin in the uterus and ectopic foci tissues were significantly higher(P<0.05,P<0.01)in the 2,3,and 4 weeks after surgery groups compared with the 1 week after surgery group,while expression levels of E-cadherin were significantly lower(P<0.05,P<0.01).Conclusion The uterine horn reversion method can be used to establish an ovarian EMS model in rats.Ectopic lesions can be observed 1 week after surgery.The success rate of modeling increases with modeling time,stabilizing at 3 weeks postoperatively.Ki67,PCNA,and N-cadherin were significantly expressed in the uterus and ectopic foci tissues,and their expression levels increased with modeling time,while E-cadherin expression in the uterus and ectopic foci tissues decreased with modeling time.These results showed good modeling success of the EMS rat model,suggesting that it could be used as a stable EMS modeling method.

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