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.MicroPET/CT-based exploration of the effects of acute sleep deprivation on glucose metabolism and neuroinflammation in rat brain
Mengya DAI ; Zhenyu XIANG ; Yan ZHANG ; Chaofeng LIU ; Jie GAO ; Zhixing QIN ; Hongliang WANG ; Zhifang WU ; Jianguo LI ; Sijin LI
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(9):555-559
Objective:To investigate the effects of acute sleep deprivation (ASD) on hippocampal glucose metabolism and neuroinflammation in rat models.Methods:Twenty SD rats (10 males and 10 females) were divided into four groups (five in each group) by random sampling method: female ASD group, male ASD group, female control group, and male control group. Among them, the ASD group constructed the ASD model. After 72h sleep deprivation, all rats underwent 18F-FDG and N, N-diethyl-2-(2-(4-(2- 18F-fluoroethoxy)phenyl)-5, 7-dimethylpyrazolo[1, 5-a]pyrimidin-3-yl)acetamide ( 18F-DPA-714) microPET/CT brain imaging in 2d to compare the changes of 18F-FDG and 18F-DPA-714 SUV mean in the hippocampus of rats. Brain histopathology, immunohistochemistry and immunofluorescence staining were detected in rats. Independent-sample t test was used to analyze the data. Results:18F-FDG imaging showed the hippocampal SUV mean between ASD group and control group (female: 4.11±0.35 vs 1.89±0.28; male: 3.43±0.47 vs 2.02±0.54) were statistically significant ( t values: 9.65, 3.92, P values: <0.001, 0.002). 18F-DPA-714 imaging showed the hippocampal SUV mean between ASD group and control group (females: 0.28±0.01 vs 0.28±0.02; male: 0.26±0.02 vs 0.31±0.04) were not statistically significant ( t values: -0.18, -2.24, P values: 0.859, 0.056). The 18×10 3 translocator protein (TSPO) immunohistochemistry showed the expression in the hippocampal region of the brain between ASD group and control group (female: 0.19±0.02 vs 0.19±0.01; male: 0.21±0.01 vs 0.20±0.01) were not statistically different ( t values: -0.48, -1.67, P values: 0.651, 0.139). Immunofluorescence staining showed that microglial cytosol in the hippocampal region of the brain decreased after 72h of ASD, and the protrusion points and surrounding branches were significantly reduced. Conclusion:Increased hippocampal glucose metabolism in rats is observed after 72 h of ASD without significant neuroinflammation.
3.MicroPET/CT-based exploration of the effects of acute sleep deprivation on glucose metabolism and neuroinflammation in rat brain
Mengya DAI ; Zhenyu XIANG ; Yan ZHANG ; Chaofeng LIU ; Jie GAO ; Zhixing QIN ; Hongliang WANG ; Zhifang WU ; Jianguo LI ; Sijin LI
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(9):555-559
Objective:To investigate the effects of acute sleep deprivation (ASD) on hippocampal glucose metabolism and neuroinflammation in rat models.Methods:Twenty SD rats (10 males and 10 females) were divided into four groups (five in each group) by random sampling method: female ASD group, male ASD group, female control group, and male control group. Among them, the ASD group constructed the ASD model. After 72h sleep deprivation, all rats underwent 18F-FDG and N, N-diethyl-2-(2-(4-(2- 18F-fluoroethoxy)phenyl)-5, 7-dimethylpyrazolo[1, 5-a]pyrimidin-3-yl)acetamide ( 18F-DPA-714) microPET/CT brain imaging in 2d to compare the changes of 18F-FDG and 18F-DPA-714 SUV mean in the hippocampus of rats. Brain histopathology, immunohistochemistry and immunofluorescence staining were detected in rats. Independent-sample t test was used to analyze the data. Results:18F-FDG imaging showed the hippocampal SUV mean between ASD group and control group (female: 4.11±0.35 vs 1.89±0.28; male: 3.43±0.47 vs 2.02±0.54) were statistically significant ( t values: 9.65, 3.92, P values: <0.001, 0.002). 18F-DPA-714 imaging showed the hippocampal SUV mean between ASD group and control group (females: 0.28±0.01 vs 0.28±0.02; male: 0.26±0.02 vs 0.31±0.04) were not statistically significant ( t values: -0.18, -2.24, P values: 0.859, 0.056). The 18×10 3 translocator protein (TSPO) immunohistochemistry showed the expression in the hippocampal region of the brain between ASD group and control group (female: 0.19±0.02 vs 0.19±0.01; male: 0.21±0.01 vs 0.20±0.01) were not statistically different ( t values: -0.48, -1.67, P values: 0.651, 0.139). Immunofluorescence staining showed that microglial cytosol in the hippocampal region of the brain decreased after 72h of ASD, and the protrusion points and surrounding branches were significantly reduced. Conclusion:Increased hippocampal glucose metabolism in rats is observed after 72 h of ASD without significant neuroinflammation.
4.Clinical application of microscope-assisted subinguinal hierarchical dissection in the treatment of varicocele
Yukui NAN ; Xinyan DAI ; Lange GUO ; Lizhong YAO ; Hongliang JIA ; Jiuzhi LI
Journal of Modern Urology 2024;29(11):956-958
[Objective] To investigate the clinical application of microscope-assisted subinguinal hierarchical dissection in the treatment of varicocele (VC), so as to provide reference for clinicians. [Methods] The clinical data of 113 VC patients admitted to our hospital during Jul.2021 and Jun.2022 were retrospectively analyzed.All patients were treated with microscope-assisted hierarchical anatomical spermatic vein ligation under the external ring, with layered isolation.The number of intraoperative ligations of the internal spermatic veins and external spermatic vein, preserved arteries as well as the number of lymphatic vessels were recorded. [Results] Among the 13 patients with a mean age of (28.7±6.0) years, 98 had left-side lesion and 15 had bilateral lesion.The degree of varicocele: degree Ⅱ in 44 cases and degree Ⅲ in 69 cases.Intraoperative ligation of the internal spermatic veins: (9.18±3.21) on the left side and (9.02±3.39) on the right side.Intraoperative ligation of the external spermatic veins: (1.47±0.93) on the left side and (1.41±1.10) on the right side.Preservation of the internal spermatic arteries: (2.03±1.07) on the left side, (1.97±0.99) on the right side.Preservation of the external spermatic arteries: (1.42±0.50) on the left side and (1.40±0.50) on the right side.Preservation of lymphatics: (3.87±2.07) on the left and (3.89±1.99) on the right. [Conclusion] Hierarchical dissection ensures the integrity of the vas deferens and its vascular system, and tubular isolation aids in intraoperative reference identification, avoid omission of tiny veins and injury to lymphatic vessels, which helps to improve the surgical skills of beginners or less experienced surgeons.
5.Effect of acupuncture and moxibustion on post-stroke dysphagia from 1994 to 2023:a bibliometric analysis
Fangyuan XU ; Peijia HU ; Yu YE ; Fan DAI ; Hongliang CHENG
Chinese Journal of Rehabilitation Theory and Practice 2024;30(11):1299-1310
Objective To explore the current research situation,hotspots and development trend in the field of acupuncture and mox-ibustion intervention for post-stroke dysphagia(PSD). Methods The literature on acupuncture and moxibustion intervention for PSD was retrieved from CNKI,VIP and Wan-fang database from 1994 to December 31st,2023,and analyzed with VOSviewer and CiteSpace. Results A total of 1 816 articles were included,and the number of publications increased year by year,reaching a peak in 2021 with 180 articles.There were 274 core authors included in the literature,among which Cheng Hongliang,Zhou Hongfei and Feng Weixing were the authors with the highest publication volume.The First Affiliated Hos-pital of Tianjin University of Chinese Medicine was the most productive institution,and the connections between institutions were relatively scattered.The high-frequency keywords were swallowing dysfunction,stroke,acu-puncture and moxibustion therapy,as well as rehabilitation therapy,among which tongue triple acupuncture,elec-troacupuncture,nape acupuncture and scalp acupuncture were the most commonly used methods.In addition,acupuncture combined with rehabilitation training,electrical stimulation,or other methods for PSD and acupoint selection rules were also research hotspots.When evaluating the efficacy of acupuncture intervention for PSD,the focus gradually shifted from the effective rate to the use of videofluorographic swallowing study,water swal-lowing test,standardized swallowing assessment,surface electromyography and other indicators to evaluate the swallowing function and the severity of dysphagia. Conclusion Research on acupuncture and moxibustion interventions for PSD has developed rapidly,with hotspots in-cluding the selection of specific acupuncture and moxibustion techniques,the combination of acupuncture and moxibustion with other rehabilitation therapies,outcome indicators for acupuncture and moxibustion interven-tions in PSD,and the rules of acupoint selection.In the future,it is essential to strengthen academic exchanges and collaborations across institutions and regions.Greater emphasis should be placed on objective evaluation in-dicators of acupuncture and moxibustion therapies for improving the swallowing function in PSD patients,as well as on optimizing combinations of acupuncture and moxibustion with modern rehabilitation approaches,so as to better guide clinical practice.
6.Relationship between salt-inducible kinase 2 (SIK2) and lymph node metastasis in colorectal cancer patients complicated with chronic schistosomiasis.
Chao WU ; Yu WANG ; Hongliang GAO ; Yi ZHANG ; Min DAI ; Shu LI
Journal of Zhejiang University. Medical sciences 2021;50(5):607-613
To investigate the relationship between salt-inducible kinase 2 (SIK2) and lymph node metastasis in colorectal cancer patients complicated with chronic schistosomiasis. Tissue specimens were collected from 363 patients who were diagnosed as colorectal cancer by clinical and pathological examination in Wuhu Second People's Hospital from June 2015 to June 2020. Fifty-six patients were colorectal cancer complicated with schistosomiasis (CRC-S) and 307 patients were colorectal cancer not complicated with schistosomiasis (CRC-NS). The clinical and pathological data of the patients were analyzed to explore the relationship between chronic schistosomiasis and colorectal cancer. Immunohistochemistry and Western blotting were used to detect the distribution and expression of SIK2 in colorectal cancer specimens. The relationship between SIK2 and lymph node metastasis of CRC-S was analyzed. The rate of lymph node metastasis in CRC-S group was significantly higher than that in CRC-NS group (62.5% vs. 47.2%, <0.05). In CRC-S patients with lymph node metastasis, schistosome eggs were distributed mainly in tumor tissues (25/35, 71.4%), while in patients with CRC-S without lymph node metastasis, schistosome eggs were distributed mainly in paracancerous tissues (17/21, 81.0%) (14.243, <0.01). The SIK2 was mainly located in cytosol, and its expression in tumor tissues was higher than that in paracancerous tissues. Compared with CRC-NS patients, the expression of SIK2 in CRC-S patients was significantly increased; the expression of SIK2 in patients with lymph node metastasis was higher than that in patients without lymph node metastasis; and the expression of SIK2 in patients with schistosome eggs in cancer tissues was higher than that in patients with schistosome eggs in paracancerous tissues (all <0.01). Lymph node metastasis is more likely to be occurred in colorectal cancer patients with schistosomiasis, especially in those with schistosome eggs in tumor tissues. The expression of SIK2 may be correlated with chronic schistosomiasis, egg distribution and lymphatic metastasis.
Biomarkers, Tumor
;
Colorectal Neoplasms/complications*
;
Humans
;
Immunohistochemistry
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Lymphatic Metastasis
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Neoplasm Staging
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Prognosis
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Schistosomiasis/complications*
7.Laparoscopic side-to-side jejunoileal anastomosis for the treatment of non-obese type 2 diabetes mellitus
Jupeng YANG ; Hu JIN ; Hongyi ZHANG ; Chunlei DAI ; Yang GU ; Ming LIU ; Tieliang SUN ; Zhonghui WANG ; Hongliang LYU
Chinese Journal of General Surgery 2020;35(7):550-553
Objective:To analyze the feasibility, safety and clinical efficacy of laparoscopic side-to-side jejunoileal anastomosis in the treatment of non-obese type 2 diabetes patients (BMI≤32.5 kg/m 2). Methods:The clinical data of 135 patients who underwent laparoscopic side-to-side jejunoileal anastomosis at our hospital from Jan 2018 to Oct 2018 were retrospectively analyzed. They were followed up for 12 months until the end of Oct 2019. SPSS software was used to compare patients′ fasting blood glucose, glycosylated hemoglobin, c-peptide, insulin, body weight, BMI with the values after 12 months of the surgery, and then evaluate factors affecting the prognosis.Results:135 patients successfully completed laparoscopic side-to-side jejunoileal anastomosis without conversion to open surgery. After 12 months of the operation, the patients′ fasting blood glucose was (5.80±0.18)mmol/L, glycosylated hemoglobin was 5.9%±0.4%, fasting c-peptide was(1.32±0.21) nmol/L, and fasting insulin was (42±54) mU/L ( t=10.654, 12.657, 11.214, 10.698, all P<0.05). The body weight was (72.4±9.9)kg, BMI was( 25.6±2.8)kg/m 2, and the difference was not statistically significant ( t=7.658, 6.958, P>0.05). In patients with preoperative glycosylated hemoglobin controlled below 8% and the duration of T2DM less than 10 years, the chances being cured was better than that of those with glycosylated hemoglobin>8% and the medical history >10 years. Conclusion:Laparoscopic side-to-side jejunoileal anastomosis in the treatment of non-obese type 2 diabetes is effective, safe and reliable.
8.Analysis of influencing factors of screened myopia in primary school students in seven provinces
Chinese Journal of School Health 2020;41(12):1872-1875
Objective:
To understand the current situation and associated factors of myopia among primary school students, and to provide scientific basis for prevention and control of myopia among primary school students.
Methods:
In Gansu, Guangdong, Guangxi, Guizhou, Liaoning, Shandong, Shanxi and other provinces, 1 prefecture was selected, and a number of primary schools were selected from each region. All the students in the class were selected as the object of this survey. A total of 8 365 middle school students were examined for their eyesight, and the data of general population economic indicators and natural environment indicators were obtained through the statistical yearbook of various provinces and cities. The influencing factors of primary school students myopia were analyzed by chi-square test and multivariate Logistic regression.
Results:
Univariate analysis showed that different provinces and different sex, different nationalities, different grade, parents average salary, sunshine duration, air temperature, altitude, longitude, latitude, different economic zone(χ2=116.22, 18.08, 26.33, 1 059.04, 14.86, 10.28, 16.95, 10.01, 23.15, 29.43, 88.14, P<0.05). Multivariate analysis results showed that gender, grade, sunshine duration, longitude were risk factor for poor vision(OR=1.31, 1.71, 1.45, 1.54, P<0.05); Economic zone and parents salary were protective factors for poor eyesight of students (OR=0.65, 0.86, P<0.05).
Conclusion
Myopia of primary school students is affected by a variety of factors, economic and social factors and natural environmental factors have an impact on the screening.
9.Genistein Inhibits the Proliferation of Human Lung Cancer PC14 Cells through the ERK and JNK Pathways
Xuemei JIANG ; Yue QIAN ; Hongliang DAI
Journal of China Medical University 2019;48(3):274-276,280
Objective To investigate the effect of genistein on the proliferation of human lung cancer PC14 cells and the underlying mechanisms. Methods Cell proliferation was examined using the MTT and colony formation assays. Western blotting was used to analyze protein expression levels. Results Genistein significantly inhibited the proliferation of PC14 cells in a concentration and time dependent manner. PD98059, SB203580, and SP100625, three specific inhibitors of the MAPK pathway, significantly inhibited the proliferation of PC14 cells. Moreover, genistein inhibited the phosphorylation of ERK and JNK in a dose dependent manner. Conclusion Genistein can inhibit the proliferation of PC14 cells, which may be related to its inhibitory effect on ERK and JNK activation.
10.The changes of serum iron markers in pregnant women with hepatitis B virus infection
Jing XIANG ; Hongliang CHEN ; Guozhi DAI
International Journal of Laboratory Medicine 2018;39(4):408-411
Objective To investigate the effect of hepatitis B virus(HBV)infection on serum iron markers in pregnant women.Methods A total of 188 pregnant women with HBV infection and 157 normal pregnant women were recruited in this study.Serum levels of iron,ferritin,transferrin,HBV DNA,alanine aminotrans-ferase(ALT)and aspartate aminotransferase(AST)were measured and compared.Results At the same stage of pregnancy,the serum ferritin level in pregnant women with HBV infection was higher than that of normal pregnant women(Z= -1.72,P=0.04;Z= -2.33,P=0.01;Z= -4.42,P=0.01),while the serum transfer-rin concentration increased in normal pregnant women in the second and third trimesters,and the differences between the two groups were statistically significant(Z= -3.26,P<0.01;Z= -2.25,P=0.01).In pregnant women with HBV infection,the serum ferritin levels in patients with positive results of ALT and AST were higher than those in patients with negative results(ALT:P=0.01;AST:P=0.02),however,there was no change in healthy pregnant women.Conclusion There is iron metabolism imbalance in pregnant women with HBV infection.We should monitor serum iron markers to guide pregnant women for appropriate iron supple-mentation in gestation period.


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