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.Effect of Qingfei Shenshi Decoction (清肺渗湿汤) Combined with Western Medicine on Clinical Effectiveness and Immune Function for Patients with Bronchial Asthma of Heat Wheezing Syndrome
Ying SUN ; Haibo HU ; Na LIU ; Fengchan WANG ; Jinbao ZONG ; Ping HAN ; Peng LI ; Guojing ZHAO ; Haoran WANG ; Xuechao LU
Journal of Traditional Chinese Medicine 2026;67(1):38-44
ObjectiveTo observe the clinical effectiveness and safety of Qingfei Shenshi Decoction (清肺渗湿汤) combined with western medicine for patients with bronchial asthma of heat wheezing syndrome, and to explore its potential mechanism of action. MethodsEighty-six participants with bronchial asthma of heat wheezing syndrome were randomly divided into treatment group and control group, each group with 43 participants. The control group received conventional western medicine, and the treatment group was additionally administered Qingfei Shenshi Decoction orally on the basis of the control group, 1 dose per day. Both groups were treated for 14 days. The primary outcome measure was clinical effectiveness; secondary outcome measures included traditional Chinese medicine (TCM) syndrome score, asthma control test (ACT) score, pulmonary function indices such as forced expiratory volume in 1 second (FEV1), forced vital capacity (FVC), peak expiratory flow (PEF), serum inflammatory factor levels including interleukin-4 (IL-4), tumour necrosis factor-α (TNF-α), and high-sensitivity C-reactive protein (hs-CRP), and immune function indices including CD3+, CD4+, CD8+, CD4+/CD8+. All outcome measures were evaluated before and after treatment. Vital signs were monitored, and electrocardiography, blood routine, urine routine, liver function, and renal function tests were performed before and after treatment. Adverse events and reactions during the study were recorded. ResultsA total of 80 patients completed the trial with 40 in each group. The total clinical effective rate of the treatment group was 97.5% (39/40), which was significantly higher than that of the control group (85.0%, 34/40, P<0.05). After treatment, both groups showed decreased TCM syndrome scores, IL-4, TNF-α, hs-CRP, and CD8+ levels, as well as increased ACT scores, CD3+, CD4+, CD4+/CD8+, FEV1, FVC, and PEF levels (P<0.05 or P<0.01). Moreover, the improvements in these indices were more significant in the treatment group than in the control group (P<0.05 or P<0.01). No significant abnormalities in safety indicators were observed in either group, and no adverse events or reactions occurred. ConclusionQingfei Shenshi Decoction combined with conventional western medicine for patients with bronchial asthma of heat wheezing syndrome can effectively improve the clinical symptoms, pulmonary function, and clinical effectiveness, with good safety. Its mechanism may be related to reducing inflammatory factor levels and regulating T lymphocyte subsets to improve immune function.
3.Establishment and application of the method for plasma concentration determination of lamotrigine,levetiracetam and perampanel in children with epilepsy
Wenlin SONG ; Ying ZHOU ; Haoran CHEN ; Ziyue LIN ; Yan LI ; Jie LIU ; Taiwei JIN ; Xuqiang ZHOU
China Pharmacy 2026;37(10):1313-1317
OBJECTIVE To establish a method for simultaneous determination of plasma concentration of lamotrigine(LTG), levetiracetam(LEV) and perampanel(PER) in children with epilepsy and apply this method in clinical practice. METHODS Plasma proteins were precipitated with acetonitrile. Using PER-D 5 as internal standard, ultra-high performance liquid chromatography-tandem mass spectrometry (UPLC-MS/MS) method was adopted. The determination was performed on ACQUITY UPLC HSS T3 C 18 column with mobile phase consisted of 0.1% formic acid with 5 mmol/L ammonium acetate-acetonitrile (gradient elution) at the flow rate of 0.3 mL/min. The column temperature was 40 ℃, and sample size was 5 μL. The analysis time was 5 min. The electrospray ionization source and multiple reaction monitoring mode were used for positive ion scanning. The ion pairs used for quantitative analysis of LTG, LEV, PER and internal standard were m / z 255.9→144.9, m / z 171.1→126.1, m / z 350.1→219.0 and m / z 354.9→220.2, respectively. The steady-state trough concentrations of the aforementioned drugs in the plasma of 14 pediatric epilepsy patients receiving combination therapy were determined using the same UPLC-MS/MS method as above. RESULTS The linear ranges of LTG, LEV and PER were 0.15-24 μg/mL ( R 2 >0.993), 0.312 5-50 μg/mL ( R 2 >0.997) and 6.25-1 000 ng/mL ( R 2 >0.997), respectively. The lower limits of quantification were 0.15 μg/mL, 0.312 5 μg/mL and 6.25 ng/mL, respectively. RSDs of intraday and interday precision tests of the three drugs were no more than 9.83%, and the accuracies (relative errors) were between -9.33% and 13.72%( n =6 or n =18); the average extraction recovery rates were 86.4%-97.9%, and the average matrix effects were 86.9%-110.0% ( n =6). The absolute values of the relative errors in the stability tests were all below 15%. The steady-state trough concentrations of LTG, LEV and PER were (5.64±4.03)μg/mL, (10.67±8.78)μg/mL and(450.20±251.27)ng/mL, respectively; the rates of achieving target trough concentrations were 71.4%, 37.5% and 84.6%, respectively. CONCLUSIONS The established UPLC-MS/MS method is specific, rapid and suitable for the plasma concentration monitoring in epileptic children receiving combination therapy.
4.Active Compounds and Modern Pharmacological Effect of Armeniacae Semen Amarum: A Review
Wen GUO ; Peipei JIN ; Haoran ZHENG ; Lu LIU ; Zeheng CHENG ; Hui QI
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(19):326-334
Armeniacae Semen Amarum, the dried mature seeds of plants such as Prunus armeniaca var. ansu (Rosaceae), have a long history for medicinal use. Modern research indicates that the core active compounds of Armeniacae Semen Amarum, such as amygdalin, fatty acids, and volatile oils, exhibit multiple pharmacological effects including antitussive, bronchodilatory, anti-inflammatory, antioxidant, antitumor, antifibrotic, and immunomodulatory effects. Consequently, their potential applications in treating respiratory diseases, tumors, tissue injury, and metabolic disorders have garnered significant attention. However, a systematic integrated analysis of the relationship between the traditional efficacy, modern pharmacology, key material basis, and multi-pathway mechanisms of Armeniacae Semen Amarum remains lacking. Using bibliometric methods combined with CiteSpace visualization technology, this study systematically summarizes the research hotspots on Armeniacae Semen Amarum and its representative component amygdalin, including the key roles in inflammation regulation, apoptosis induction, cell cycle arrest, oxidative stress balance, and fibrosis modulation. This article reviews the research progress in Armeniacae Semen Amarum across from four major dimensions—traditional applications, visualization analysis, material basis, and modern pharmacological studies, providing a reference for the further basic and clinical studies of Armeniacae Semen Amarum in respiratory diseases, oncology, and immune-related disorders.
5.Protective Effect against Helicobacter pylor Gastritis in Mice by Flavonoid Combinations of Alpiniae Officinarum Rhizoma via Inhibition of PI3K/Akt Pathway
Xin LUO ; Wuyinxiao ZHENG ; Jingyu YANG ; Jianting ZHAN ; Haoran MA ; Xiaochuan YE ; Guopin GAN ; Dan LIU
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(8):61-68
ObjectiveTo investigate the protective effect and mechanism of action of flavonoid combination of Alpiniae Officinarum Rhizoma (A. officinarum) against Helicobacter pylori (H. pylori) gastritis in mice. MethodsAfter acclimatization for one week, 56 SPF-grade healthy C57BL/6J mice were gavaged with mixed antibiotics for three consecutive days. They were randomly divided into a normal group, model group, positive drug group (triple therapy group), and low- and high-dose groups (100, 200 mg·kg-1) of flavonoid combination of A. officinarum. The H. pylori gastritis mice model was established by gavage with H. pylori bacterial suspension in each group except for the normal group. After successful modeling, mice were administrated with corresponding drugs once a day for two weeks. Hematoxylin-eosin (HE) staining was used to observe the pathological changes in gastric tissue. Rapid urease test paper was used to detect the positive rate of H. pylori. Silver staining was used to observe the H. pylori adherence on the surface of gastric tissue. Immunohistochemistry was used to detect the protein expression of interleukin-8 (IL)-8 and myeloid differentiation factor (MyD88) in gastric tissue. The serum levels of IL-6, tumor necrosis factor-α (TNF-α), IL-8, and IL-1β were detected by enzyme-linked immunosorbent assay (ELISA). The expressions of phosphatidylinositol 3-kinase/protein kinase B (PI3K/Akt) protein were detected by Western blot. ResultsCompared with those in the normal group, mice in the model group had lower gastric weight coefficients, higher pH of gastric juice, 100% H. pylori infection rate, and significantly changed gastric histopathology. The expressions of IL-8 and MyD88 proteins in the gastric tissue of mice in the model group were significantly elevated, and the serum levels of inflammatory factors IL-6, TNF-α, IL-8, and IL-1β were significantly up-regulated in mice. Compared with that in the model group, the gastric weight coefficient of mice in each treatment group of the flavonoid combinations of A. officinarum was elevated (P<0.01), and the pH of gastric juice was reduced (P<0.01). The infection rate of H. pylori was reduced. The expressions of IL-8 and MyD88 proteins in the gastric tissue of mice in the treatment groups were significantly reduced (P<0.01), and the serum levels of inflammatory factors IL-6, TNF-α, IL-8, and IL-1β were significantly reduced in a dose-dependent manner (P<0.01). The flavonoid combinations of A. officinarum down-regulated the expression of PI3K and Akt proteins in H. pylori gastritis-infected cells (P<0.01). ConclusionThe protective effect of flavonoid combinations of A. officinarum against H. pylori gastritis is associated with the inhibition of H. pylori infection rate and regulation of PI3K/Akt signaling pathway, resulting in inhibiting the release of inflammatory factors.
6.Buzhong Yiqitang Induces Ferroptosis by Regulating PCBP1 to Attenuate Cisplatin Resistance in Non-small Cell Lung Cancer
Yuetong LIU ; He LI ; Qirui MU ; Jingyi HUANG ; Haoran CAI ; Chunying LIU ; Yuan GAO
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(10):90-97
ObjectiveTo explore the molecular mechanism of Buzhong Yiqitang in attenuating cisplatin resistance in non-small cell lung cancer (NSCLC) by inducing ferroptosis via poly(rC)-binding protein 1 (PCBP1). MethodsThe serum containing Buzhong Yiqitang was prepared and cisplatin-resistant human non-small cell lung cancer (NSCLC) cells (A549/DDP) were cultured and randomly grouped as follows: Blank (10% blank serum), model (10% blank serum+20 mg·L-1 cisplatin), Buzhong Yiqitang (10% serum containing Buzhong Yiqitang+20 mg·L-1 cisplatin), Fe-1 (10% blank serum+20 mg·L-1 cisplatin+5 μmol·L-1 Fe-1), and Buzhong Yiqitang+Fe-1 (10% serum containing Buzhong Yiqitang+20 mg·L-1 cisplatin+5 μmol·L-1 Fe-1). Firstly, PCR Array was used to screen ferroptosis-related genes regulated by Buzhong Yiqitang, and PCBP1 was identified as the target for studying the attenuation of cisplatin resistance by Buzhong Yiqitang. Subsequently, the median inhibitory concentration (IC50) of cisplatin in each group was determined by the cell counting kit-8 (CCK-8) method and the resistance index (RI) was calculated. The ultrastructure of A549/DDP cells in each group was observed by transmission electron microscopy. The protein levels of PCBP1 and glutathione peroxidase 4 (GPX4) were determined by Western blot. The lipid reactive oxygen species (ROS) content in each group was determined by the C11-BODIRY 581/591 fluorescence probe. The ferrous ion assay kit was used to measure the ferrous ion content in each group. The malondialdehyde (MDA) assay kit was used to determine the MDA content in each group. ResultsCompared with model group, the IC50 of cisplatin and the RI of A549/DDP cells decreased in the Buzhong Yiqitang group (P<0.05) but increased in the Fe-1 group (P<0.05). The IC50 of cisplatin and the RI of A549/DDP cells in the Buzhong Yiqitang+Fe-1 group were lower than those in the Fe-1 group (P<0.05). Compared with the model group, the Buzhong Yiqitang group showed obvious mitochondrial ferroptosis, while the mitochondrial damage became less obvious after Fe-1 treatment. Compared with that in the Fe-1 group, the mitochondrial ferroptosis was aggravated after the intervention with Buzhong Yiqitang. Compared with blank group, the model group showed down-regulated expression levels of PCBP1 and GPX4 (P<0.05) and increased content of lipid ROS, ferrous ions, and MDA (P<0.05) in A549/DDP cells. Compared with model group, the Buzhong Yiqitang group showed down-regulated expression levels of PCBP1 and GPX4 (P<0.05) and increased content of lipid ROS, ferrous ions, and MDA (P<0.05), while the Fe-1 group showed up-regulated expression levels of PCBP1 and GPX4 (P<0.05) and reduced content of lipid ROS, ferrous ions, and MDA (P<0.05). Compared with the Fe-1 group, the Buzhong Yiqitang+Fe-1 group showed down-regulated expression levels of PCBP1 and GPX4 and increased content of lipid ROS, ferrous ions, and MDA (P<0.05). ConclusionBuzhong Yiqitang attenuated cisplatin resistance in NSCLC by regulating PCBP1 to induce ferroptosis.
7.Sinicization of exteroceptive body awareness questionnaire and its reliability and validity in college students
Caina LIU ; Qingqing ZHANG ; Long CHEN ; Yami ZHAO ; Yitian LI ; Haoran SHI ; Jingyi HU ; Chunyan ZHU
Chinese Journal of Behavioral Medicine and Brain Science 2025;34(7):652-657
Objective:To adapt the English version of exteroceptive body awareness questionnaire (EBA-q) into Chinese, and evaluate its reliability and validity in college students.Methods:English version EBA-q was translated and culturally adapted into Chinese, and the tests were administered from October to December 2024, with valid data collected from 1 071 college students. Item analysis, exploratory factor analysis, confirmatory factor analysis, criterion-related validity analysis, and reliability analysis were conducted by SPSS 23.0 and Mplus 8.3 softwares.Results:(1) The Chinese version of EBA-q contained seventeen items across five factors: visual awareness, tactile awareness, body coordination, awareness of body changes and awareness of clothing fit. The five-factor measurement model fitted the data well ( χ2/ df=2.24, CFI=0.95, TLI=0.94, RMSEA=0.05, SRMR=0.06). (2) The EBA-q scores were positively correlated with the scores of noticing, body listening, public self-consciousness, and private self-consciousness ( r=0.46, 0.36, 0.09, 0.25, all P<0.01). (3)The Cronbach's α coefficient, split-half reliability and test-retest reliability of the Chinese version of EBA-q were 0.79, 0.85 and 0.77, respectively(all P<0.01). Conclusion:The Chinese version of the EBA-q has demonstrated good reliability in assessing external body awareness among college students, but its validity requires further verification.
8.Sinicization of exteroceptive body awareness questionnaire and its reliability and validity in college students
Caina LIU ; Qingqing ZHANG ; Long CHEN ; Yami ZHAO ; Yitian LI ; Haoran SHI ; Jingyi HU ; Chunyan ZHU
Chinese Journal of Behavioral Medicine and Brain Science 2025;34(7):652-657
Objective:To adapt the English version of exteroceptive body awareness questionnaire (EBA-q) into Chinese, and evaluate its reliability and validity in college students.Methods:English version EBA-q was translated and culturally adapted into Chinese, and the tests were administered from October to December 2024, with valid data collected from 1 071 college students. Item analysis, exploratory factor analysis, confirmatory factor analysis, criterion-related validity analysis, and reliability analysis were conducted by SPSS 23.0 and Mplus 8.3 softwares.Results:(1) The Chinese version of EBA-q contained seventeen items across five factors: visual awareness, tactile awareness, body coordination, awareness of body changes and awareness of clothing fit. The five-factor measurement model fitted the data well ( χ2/ df=2.24, CFI=0.95, TLI=0.94, RMSEA=0.05, SRMR=0.06). (2) The EBA-q scores were positively correlated with the scores of noticing, body listening, public self-consciousness, and private self-consciousness ( r=0.46, 0.36, 0.09, 0.25, all P<0.01). (3)The Cronbach's α coefficient, split-half reliability and test-retest reliability of the Chinese version of EBA-q were 0.79, 0.85 and 0.77, respectively(all P<0.01). Conclusion:The Chinese version of the EBA-q has demonstrated good reliability in assessing external body awareness among college students, but its validity requires further verification.
9.Multi-omics analysis of the relationship between oxidative stress-related gene and prostate cancer
Jiaxin NING ; Haoran WANG ; Shuhang LUO ; Jibo JING ; Jianye WANG ; Huimin HOU ; Ming LIU
Journal of Peking University(Health Sciences) 2025;57(4):633-643
Objective:To investigate the relationship between oxidative stress-related genes and pros-tate cancer(PCa)from a multi-omics perspective using summary-data-based Mendelian randomization(SMR),colocalization analysis,and cellular experiments.Methods:Summary-level data on DNA methylation,gene expression,and circulating proteins were obtained and filtered.The PRACTICAL con-sortium was used as the discovery cohort,with the deCODE database serving as the validation cohort.SMR analysis and heterogeneity in dependent instruments(HEIDI)tests were conducted to assess the association and heterogeneity between oxidative stress-related genes and PCa.Colocalization analysis was performed to determine whether oxidative stress-related genes and PCa shared common causal variants.Final-ly,CCK-8 assays,wound healing assays,and Transwell invasion assays and Western blotting,were con-ducted to examine the effects of oxidative stress-related genes on the biological behavior of the PCa cell line C4-2.Results:Multi-omics analysis identified SCP2 as significantly associated with increased PCa risk across gene methylation,gene expression,and circulating protein levels.GSTP1 showed significant associations at the methylation and protein levels,while LPO was associated at the protein level.At the methylation level,SCP2 sites cg00581603(OR=1.11,95%CI:1.05-1.17)and cg13078931(OR=1.12,95%CI:1.05-1.18)were identified as pathogenic.Among the four methylation sites in GSTP1,only cg05244766(OR=0.89,95%CI:0.84-0.95)was considered protective.At the gene expression level,SCP2(OR=1.05,95%CI:1.02-1.07)was also found to be a pathogenic factor.At the circu-lating protein level,SCP2(OR=2.10,95%CI:1.34-3.29)showed a consistent pathogenic trend.In addition,GSTP1(OR=1.16,95%CI:1.07-1.25)and LPO(OR=1.12,95%CI:1.05-1.19)were significantly associated with increased PCa risk.Further functional assays demonstrated that knock-down of SCP2 significantly reduced the oncogenic phenotype of prostate cancer cells.Conclusion:Through integrated multi-omics analysis and experimental validation,this study confirmed a significant as-sociation between SCP2 and increased PCa risk.These findings enhance our understanding of PCa patho-genesis and provide new potential targets and therapeutic directions for PCa treatment.
10.A Geant4-based research on radiation field distribution in a 9 MeV e-FLASH treatment room
Deqi CHENG ; Qin YANG ; Xufan HUANG ; Peng WU ; Haoran XIE ; Jing XIA ; Erfeng WANG ; Guofu YU ; Yu JIANG ; Xianhong LIU
Chinese Journal of Radiological Medicine and Protection 2025;45(11):1152-1156
Objective:To investigate the radiation field distribution characteristics in a 9 MeV electron FLASH (e-FLASH) linear accelerator treatment room.Methods:The Geant4 Monte Carlo program was employed for physical simulating of the radiation field distribution inside and outside the treatment room under a single-beam delivery condition with a total dose of 50 Gy at the reference point and a dose rate of 250 Gy/s. High-sensitivity radiation detectors (AT1123) were used to validate the measurements at key points.Results:The dose rate at the reference point was approximately 9×10 11 μSv/h. Due to the scattering and shielding effects, the deviation of the attenuation rate from the inverse-square law was observed and the isodose lines exhibited spatial drift. Measured dose rates at key points showed good agreement with the simulation result, with a maximum deviation within 30%. Conclusions:The complex radiation field distribution can be effectively simulated using Geant4 in an e-FLASH treatment room. This indicated the Geant4 is not only applicable for the shielding calculations in e-FLASH radiotherapy facilities, but also for the design optimization through, reduction of trial-and-error iterations and engineering costs.

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