1.Comparison of Automatic Evaluation Methods for Pattern Hallucinations of Large Language Models in Traditional Chinese Medicine Syndrome Differentiation
Qinwei WU ; Yuzhu GAO ; Xingyue GOU ; Junyu YAO ; Chuangan ZHOU ; Zhengchun XUE ; Zhirong XU ; Xinlin CHEN ; Dong CAO
Journal of Traditional Chinese Medicine 2026;67(17):1845-1852
ObjectiveTo compare the performance of different automatic evaluation methods for detecting pattern hallucinations generated by large language models (LLMs) in traditional Chinese medicine (TCM) syndrome differentiation and to identify a strategy with higher overall discriminative performance against expert manual judgment. MethodsA standardized TCM syndrome-differentiation dataset containing 598 cases was constructed from case reports published in Chinese core journals indexed by Peking University Core Journals or Chinese Science Citation Database. Each of the 598 cases was submitted to five Chinese LLMs, with each model generating one syndrome-pattern output per case, yielding 2990 outputs in total. The 598 outputs generated by Qwen3-Next-80B-A3B-Thinking were independently annotated for syndrome-pattern hallucinations by two licensed TCM physicians with intermediate or higher professional titles. Disagreements were adjudicated by a third licensed TCM physician with a senior associate professional title and more than 10 years of clinical experience. The resulting consensus annotations served as the reference labels for training and validating the automated evaluation method. Based on these reference labels, three categories of automated evaluation methods were developed and compared following a progressive strategy from text-level semantic similarity, to syndrome-element structural consistency, and finally multi-feature fusion. Method A employed sentence-embedding models based on semantic similarity between pattern texts. Method B adopted a rule-based threshold method using weighted Jaccard coefficients of disease-location and disease-nature syndrome elements. Method C utilized a machine-learning classifier integrating syndrome-element matching scores, missing and redundant syndrome-element counts, and multiple semantic-similarity features. Five-fold cross-validation was used to evaluate the discriminative performance of each method against manual judgment. The optimal method was then applied to uniformly assess the pattern hallucination rates of five LLMs. ResultsIn method A, text2vec-large-chinese showed best overall performance, with an area under the receiver operating characteristic curve (AUROC), area under the precision-recall curve (PR-AUC), F1-score, sensitivity, and specificity of 0.849, 0.884, 0.794, 0.801, and 0.691, respectively. In method B, the corresponding metrics of the rule-based syndrome-element Jaccard threshold method were 0.848, 0.851, 0.817, 0.845, and 0.684, respectively; those of the LLM-based syndrome-element Jaccard method were 0.872, 0.906, 0.795, 0.764, and 0.780, respectively. In method C, the multilayer perceptron (MLP) classifier showed the best overall performance, with AUROC, PR-AUC, F1-score, sensitivity, and specificity of 0.933, 0.951, 0.871, 0.857, and 0.846, respectively. Under the unified evaluation framework combining DeepSeek-R1 syndrome-element extraction and MLP classifier, the estimated pattern hallucination rates of the five LLMs ranged from 56.0% to 77.4%. ConclusionAmong the three automatic evaluation methods, Method C integrating syndrome-element discrepancy features and text semantic features using an MLP classifier showed the highest overall discriminative performance against manual judgment, and is more suitable for evaluating syndrome hallucinations in LLM-based TCM syndrome differentiation tasks.
2.Role and Mechanism of Cucurbitacin B in Suppressing Proliferation of Breast Cancer 4T1 Cells via Inducing Ferroptosis
Yidan RUAN ; Huizhong ZHANG ; Huating HUANG ; Pingzhi ZHANG ; Aina YAO ; Yongqiang ZHANG ; Xiaohan XU ; Shiman LI ; Jian NI ; Xiaoxu DONG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(7):91-97
ObjectiveTo explore the role of cucurbitacin B (CuB) in inducing ferroptosis in 4T1 cells and its mechanism. MethodsThe effects of CuB(0.2, 0.4, 0.8 μmol·L-1)on the proliferation ability of 4T1 cells in vitro were detected using the methyl thiazolyl tetrazolium (MTT) assay. The clonogenic ability of 4T1 cells was detected by the plate cloning assay, and the levels of lactate dehydrogenase (LDH) in 4T1 cells were detected by the use of a kit. The mitochondrial membrane potential and reactive oxygen species (ROS) levels in 4T1 cells were detected by flow cytometry, and the mitochondrial ultrastructure of 4T1 cells was observed by transmission electron microscopy. The western blot was used to detect the expression of ferroptosis-related protein p53 in 4T1 cells, solute carrier family 7 member 11 (SCL7A11), glutathione peroxidase 4 (GPX4), long-chain acyl-CoA synthetase 4 (ACSL4), transferrin receptor protein 1 (TFR1), and ferritin heavy chain 1 (FTH1). ResultsCompared with that in the blank group, the survival rate of 4T1 cells in CuB groups was significantly decreased (P<0.05), and the number of cell clones in CuB groups was significantly reduced (P<0.01). In addition, compared with that in the blank group, the leakage of LDH in cells in CuB groups was significantly increased (P<0.01), and the mitochondrial membrane potential of cells in CuB groups decreased significantly (P<0.01). Cellular ROS levels were significantly elevated in CuB groups (P<0.01). The mitochondria of cells in CuB groups were obviously wrinkled, and the mitochondrial cristae were reduced or even disappeared. Compared with that in the blank group, the protein expression of p53, ACSL4, and TFR1 were significantly up-regulated in CuB groups (P<0.05), and that of SLC7A11, GPX4, and FTH1 were significantly down-regulated (P<0.05). ConclusionCuB may inhibit SLC7A11 and GPX4 expression by up-regulating the expression of p53, which in turn regulates the p53/SLC7A11/GPX4 signaling pathway axis and accelerates the generation of lipid peroxidation substrate by up-regulating the expression of ACSL4. It up-regulates TFR1 expression to promote cellular uptake of Fe3+ and down-regulates the expression of FTH1 to reduce the ability of iron storage, resulting in an elevated free Fe2+ level. It catalyzes the Fenton reaction, generates excess ROS, imbalances the antioxidant system and iron metabolism, and then induces ferroptosis in 4T1 cells.
3.Role and Mechanism of Cucurbitacin B in Suppressing Proliferation of Breast Cancer 4T1 Cells via Inducing Ferroptosis
Yidan RUAN ; Huizhong ZHANG ; Huating HUANG ; Pingzhi ZHANG ; Aina YAO ; Yongqiang ZHANG ; Xiaohan XU ; Shiman LI ; Jian NI ; Xiaoxu DONG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(7):91-97
ObjectiveTo explore the role of cucurbitacin B (CuB) in inducing ferroptosis in 4T1 cells and its mechanism. MethodsThe effects of CuB(0.2, 0.4, 0.8 μmol·L-1)on the proliferation ability of 4T1 cells in vitro were detected using the methyl thiazolyl tetrazolium (MTT) assay. The clonogenic ability of 4T1 cells was detected by the plate cloning assay, and the levels of lactate dehydrogenase (LDH) in 4T1 cells were detected by the use of a kit. The mitochondrial membrane potential and reactive oxygen species (ROS) levels in 4T1 cells were detected by flow cytometry, and the mitochondrial ultrastructure of 4T1 cells was observed by transmission electron microscopy. The western blot was used to detect the expression of ferroptosis-related protein p53 in 4T1 cells, solute carrier family 7 member 11 (SCL7A11), glutathione peroxidase 4 (GPX4), long-chain acyl-CoA synthetase 4 (ACSL4), transferrin receptor protein 1 (TFR1), and ferritin heavy chain 1 (FTH1). ResultsCompared with that in the blank group, the survival rate of 4T1 cells in CuB groups was significantly decreased (P<0.05), and the number of cell clones in CuB groups was significantly reduced (P<0.01). In addition, compared with that in the blank group, the leakage of LDH in cells in CuB groups was significantly increased (P<0.01), and the mitochondrial membrane potential of cells in CuB groups decreased significantly (P<0.01). Cellular ROS levels were significantly elevated in CuB groups (P<0.01). The mitochondria of cells in CuB groups were obviously wrinkled, and the mitochondrial cristae were reduced or even disappeared. Compared with that in the blank group, the protein expression of p53, ACSL4, and TFR1 were significantly up-regulated in CuB groups (P<0.05), and that of SLC7A11, GPX4, and FTH1 were significantly down-regulated (P<0.05). ConclusionCuB may inhibit SLC7A11 and GPX4 expression by up-regulating the expression of p53, which in turn regulates the p53/SLC7A11/GPX4 signaling pathway axis and accelerates the generation of lipid peroxidation substrate by up-regulating the expression of ACSL4. It up-regulates TFR1 expression to promote cellular uptake of Fe3+ and down-regulates the expression of FTH1 to reduce the ability of iron storage, resulting in an elevated free Fe2+ level. It catalyzes the Fenton reaction, generates excess ROS, imbalances the antioxidant system and iron metabolism, and then induces ferroptosis in 4T1 cells.
4.Anti-frostbite effect of miglitol on cold-exposed mice through UCP1-mediated thermogenic activation
Xiang LI ; Hongyuan LU ; Mingyu ZHANG ; Huan GAO ; Dong YAO ; Zihua XU
Journal of Pharmaceutical Practice and Service 2025;43(1):1-5
Objective To investigate the effect and mechanism of miglitol on regulating the energy metabolism of brown adipocytes by activating UCP1 and preventing cold injury in mice after cold exposure. Methods Primary brown adipocytes were induced into mature adipocytes, the effect of miglitol on the viability of brown adipocytes was investigated by MTT method, the lipid droplet consumption level of cells after drug administration was investigated by Oil Red O staining technology, and the level of UCP1, a key protein of thermogenesis in brown adipocytes, was detected by Western blotting. The activity of anti-frostbite was investigated in cold exposure at 4 ℃ and −20 ℃. KM mice, which were randomly divided into control group, cold exposure group, miglitol group and all-trans retinoic acid group, and after 7 days of repeated administration, the body surface temperature of mice was detected by infrared thermal imaging system, the anal temperature change was detected by anal thermometer, and the expression levels of UCP1 and PGC1-α in adipose tissue were detected by immunoblotting. Results Compared with the control group, the lipid droplet consumption and UCP1 expression levels in brown adipocytes in the miglitol group were significantly increased. The levels of body surface temperature and rectal temperature increased significantly after cold exposure, and the levels of UCP1 and PGC1α in the brown adipose tissue of mice increased significantly, which indicated that the miglitol could activate the critical proteins UCP1 and PGC1α of the thermogenesis pathway, increase the thermogenesis of mice after cold exposure, and thus improve the effect of cold injury for toe swelling. Conclusion Miglitol could play a role in improving cold injury and body temperature in mice by increasing the level of UCP1 and PGC1α, which are key targets of the thermogenesis pathway to promote the thermogenesis of brown fat.
5.Skin pharmacokinetics of inositol nicotinate in heparin sodium inositol nicotinate cream
Yaling CUI ; Qiong WU ; Liangyu MA ; Bei HU ; Dong YAO ; Zihua XU
Journal of Pharmaceutical Practice and Service 2025;43(1):6-9
Objective To establish an HPLC method to determine the concentration of inositol nicotinate(IN) in rat skin, and study the pharmacokinetic characteristics of IN after transdermal administration of heparin sodium inositol nicotinate cream in rats. Methods HPLC method was used to establish a simple and rapid analytical method for the determination of IN concentration in the skin of rats at different time points after administration. The established method was used to study the pharmacokinetics of IN after transdermal administration of heparin sodium inositol nicotinate cream in rats, and the pharmacokinetic parameters were fitted with DAS software. Results The linearity of the analytical method was good in the concentration range of 0.25-20 μg/ml, the quantitative limit was 0.25 μg/ml, and the average recovery rate was 96.18%. The pharmacokinetic parameters of IN after transdermal administration of heparin sodium inositol nicotinate cream in rats were as follows: t1/2 was (4.555±2.054) h, Tmax was (6±0)h, Cmax was (16.929±2.153)mg/L, AUC0−t was (150.665±16.568) mg·h /L ,AUC0−∞ was (161.074±23.917) mg·h /L, MRT(0−t) was (9.044±0.618)h, MRT(0−∞) was (10.444±1.91) h, CLz/F was (0.19±0.03) L/(h·kg), and Vz/F was (1.19±0.437) L/(h·kg). Conclusion IN could quickly penetrate the skin and accumulate in the skin for a long time, which was beneficial to the pharmacological action of drugs on the lesion site for a long time. The method is simple, rapid, specific and reproducible, which could be successfully applied to the pharmacokinetic study of IN after transdermal administration in rats.
6.Expert consensus on visualized tele-round and quality control management based on the improvement of clinical practice ability
Wanhong YIN ; Xiaoting WANG ; Ran ZHOU ; Dawei LIU ; Yan KANG ; Yaoqing TANG ; Xiaochun MA ; Jianguo LI ; Zhenjie HU ; Haitao ZHANG ; Wei HE ; Lixia LIU ; Wenjin CHEN ; Ran ZHU ; Jun WU ; Hongmin ZHANG ; Lina ZHANG ; Wenzhao CHAI ; Shihong ZHU ; Wangbin XU ; Rongqing SUN ; Xiangyou YU ; Tianjiao SONG ; Ying ZHU ; Hong REN ; Ai SHANMU ; Qing ZHANG ; Wei FANG ; Xiuling SHANG ; Liwen LYU ; Shuhan CAI ; Xin DING ; Heng ZHANG ; Guang FENG ; Lipeng ZHANG ; Bo HU ; Dong ZHANG ; Weidong WU ; Feng SHEN ; Xiaojun YANG ; Zhenguo ZENG ; Qibing HUANG ; Xueying ZENG ; Tongjuan ZOU ; Milin PENG ; Yulong YAO ; Mingming CHEN ; Hui LIAN ; Jingmei WANG ; Yong LI ; Feng QU ; Gang YE ; Rongli YANG ; Xiukai CHEN ; Suwei LI ; Juxiang WANG ; Yangong CHAO
Chinese Journal of Internal Medicine 2025;64(2):101-109
Turning to critical illness is a common stage of various diseases and injuries before death. Patients usually have complex health conditions, while the treatment process involves a wide range of content, along with high requirements for doctor′s professionalism and multi-specialty teamwork, as well as a great demand for time-sensitive treatments. However, this is not matched with critical care professionals and the current state of medical care in China. Telemedicine, which shortens the distance of medical professionals and the gap of disease diagnosis and treatments in various regions through electronic information, can effectively solve the current problem. Therefore, there is an urgent need to develop a standardized, high-quality visualization telemedicine round system .Therefore, experts have been organized to search domestic and foreign literature on telemedicine round for critically ill patients and to form this consensus based on clinical experiences so as to further improve the level of critical care treatments in regions.
7.Mechanism of silibinin derivative Sil-1 modulating MAPK signaling pathway to inhibit acute myocardial infarction in rats
Yi-fan LIU ; Meng LI ; De-yu CUI ; Xiao-yan LU ; Ting-bo NING ; Chun-xiu XU ; Jing-chun YAO ; Ji-dong ZHOU ; Zhong LIU
Chinese Pharmacological Bulletin 2025;41(8):1453-1462
Aim To study the protective effect of the silibinin derivative Sil-1 on acute myocardial ischemia in SD rats and its mechanism of action.Methods Af-ter 18 hours of oxygen-glucose deprivation and treat-ment of H9c2 cells,the protective effect of Sil-1 on rat cardiomyocytes was examined.SD rats were treated 30 minutes before surgery,followed by 24 h ligation of the left anterior descending coronary artery.The cardiopro-tective effects of Sil-1 and its mechanisms for improving myocardial ischemic injury were investigated using pro-teomics technology.Results In vitro,compared with the control group,the activity of H9c2 cells in the mod-el group showed reduced cell viability,increased dead cells,elevated ROS and higher levels of LDH and in-flammatory cytokines TNF-α,IL-1β and IL-6 in the culture medium.Sil-1 could improve the above condi-tions to different degrees.In vivo,compared with the control group,rats in the model group showed signifi-cantly higher T waves on electrocardiogram,significant ischemic areas in the heart section,disorganized ar-rangement of cardiomyocytes,increased inflammatory factor infiltration and elevated CK,CK-MB,LDH and inflammatory factors TNF-α,IL-6 and IL-1β.Besides,NF-κB phosphorylation levels in myocardial tissue in-creased.Sil-1 improved the above conditions to varying degrees.The results of proteomics showed that 90 pro-teins were found between the control vs model group and the Sil-1 vs model group,and KEGG enrichment a-nalysis showed that MAPK,chemokines,VEGF and other signaling pathways were abundant.Western blot results showed that Sil-1 blocked the phosphorylation of ERK,JNK and p38 MAPK.Conclusions Sil-1 inhib-its the MAPK pathway by blocking the phosphorylation of JNK,ERK,and p38 MAPK,and achieves a protec-tive effect on rats with acute myocardial infarction.
8.Summary of the best evidence for nutrition management of sarcopenia in maintenance hemodialysis patients
Luchen CHEN ; Huajuan SHEN ; Yongze DONG ; Meiling ZHOU ; Xiujun XU ; Yan JIANG ; Mengjiao ZHAO ; Shiyan YAO ; Guannan MA ; Haixin SONG
Chinese Journal of Modern Nursing 2025;31(34):4665-4674
Objective:To summarize the best evidence for nutrition management of sarcopenia in patients undergoing maintenance hemodialysis (MHD), to guide the development of nutrition management programs.Methods:Using the 6S evidence model, literature on nutrition management of sarcopenia in MHD patients was electronically retrieved from databases and websites including UpToDate, Guidelines International Network, Joanna Briggs Institute Evidence-Based Health Care Center Database, European Society for Clinical Nutrition and Metabolism, UK Kidney Association, PubMed, Web of Science, China Biology Medicine disc, China National Knowledge Infrastructure, and Wanfang Data. The search period was from database establishment to July 30, 2024. After screening and quality assessment of the literature, evidence was extracted and summarized.Results:A total of 19 articles were included, comprising one clinical decision, six guidelines, five systematic reviews, five expert consensus, and two randomized controlled trials. Twenty-six pieces of evidence were summarized from six aspects of nutrition team establishment and counseling, nutritional screening and assessment, nutritional support, nutrient intake, nutritional monitoring, and health education.Conclusions:The evidence summary on nutrition management of sarcopenia in MHD patients provides a basis for implementing nutritional interventions. Evidence transformation and application should be conducted in accordance with patient preferences and the actual clinical context.
9.Current status of advanced study personnel engaging in hospital-acquired infection control in a three-A hospital
Xing DONG ; Yunxi LIU ; Mingmei DU ; Yanling BAI ; Congjiao ZHAN ; Xiaona ZHANG ; Yun GE ; Zhen ZHANG ; Haixia SUN ; Rong XU ; Junlong YANG ; Xingxing ZHAO ; Hongwu YAO
Chinese Journal of Nosocomiology 2025;35(14):2214-2218
OBJECTIVE To investigate and analyze the current situation and problems of the advanced personnel en-gaging in the hospital-acquired infection control during their training period and explore the existing countermeas-ures and future development.METHODS The literatures regarding to the advanced study in China were retrieved from databases,the subjects of the literatures covered infection control-related advanced study practice,discipline construction,position competence,talent cultivation,scientific research innovation,professional title evaluation,laws,regulations and development plans.From Aug.2024 to Nov.2024,a questionnaire survey and face-to-face interviews were conducted among 36 advanced study personnel from 9 provinces of China who engaged in hos-pital-acquired infection control in the First Medical Center of Chinese PLA General Hospital.Eventually,36 ques-tionnaires were retrieved,all of which were valid with a questionnaire recovery rate of 100.00%.RESULTS Among the 36 advanced study personnel of hospital-acquired infection control,58.33%were medium-grade professional ti-tle;preventive medicine(41.67%),clinical medicine(25.00%)and nursing(16.67%)ranked the top 3 majors.The personnel engaged in the infection control for more than 6 years,and the duration of the advanced study was generally 3 or 6 months.In reality,the personnel faced the choices in terms of the purposes of further education,learning approaches and learning contents.The advanced study personnel also encountered the problems of challenges from promotion,improvement of position competency,integration with clinical training,supervision and practice,as well as physiological,psychological and family pressure.CONCLUSION Aiming at the problems that the advanced study personnel are generally concerned about,such as how to scientifically and effectively carry out hospital-acquired infection control advanced study and preset and solve the problems that may encounter,it is necessary to formulate targeted training programmes so as to provide bases and enlightenment for establishment of a long-term mechanism for advanced study of infection control in China.
10.Therapeutic effects of adeno-associated virus-mediated hepatic lipoprotein lipase expression on hypertriglyceridemic acute pancreatitis mice
Yao XU ; Chenchen YUAN ; Guotao LU ; Xiaoyan DONG ; Xiaobing WU ; Guoqing LIU ; Baiqiang LI ; Weiqin LI
Chinese Journal of Pancreatology 2025;25(1):50-56
Objective:To investigate the therapeutic effects of adeno-associated virus vector 5 (AAV5)-mediated hepatic lipoprotein lipase (LPL) expression on serum triglyceride (TG) metabolism and hypertriglyceridemic acute pancreatitis (HTG-AP) in mice.Methods:Ten male C57BL/6 Lpl+/- mice were randomly divided into two groups by a random number table: the Lpl+/- control group and the Lpl+/- gene therapy group, with five mice in each group. The Lpl+/- control group received a tail vein injection of AAV5 vector carrying the enhanced green fluorescent protein (EGFP) gene (AAV5-EGFP), while the Lpl+/- gene therapy group received a tail vein injection of AAV5 vector carrying the human LPLS447X gene (AAV5-LPLS447X). Oral fat tolerance tests were performed at 14, 28, and 56 days post-injection. Twenty wild-type ICR mice were randomly divided into a control group and a gene therapy group, with ten mice in each group. The ICR control group was injected with AAV5-EGFP, and the ICR gene therapy group was injected with AAV5-LPLS447X. Fourteen days after injection, the mice underwent intraperitoneal injection of P407 solution (0.5 g/kg) and caerulein (200 μg/kg) to induce HTG-AP. Serum TG, total cholesterol (TC), amylase, lipase levels, and plasma LPL activity after heparin injection were measured by microplate reader. Plasma LPL concentration was measured using an enzyme-linked immunosorbent assay (ELISA). LPL mRNA expression levels in the liver, heart, and adipose tissue of Lpl+/- mice were determined by quantitative reverse-transcription polymerase chain reaction (qRT-PCR). LPL protein expression in the liver tissue of ICR mice was detected by immunohistochemistry at 28 days after gene therapy. Histopathological changes in the pancreas were observed using hematoxylin-eosin staining. Results:Compared to the Lpl+/- control group, the Lpl+/- gene therapy group showed a significant decrease in serum TG levels starting from day 21. After oral administration of olive oil, the increase and peak of serum TG levels were significantly lower than those in the control group. Furthermore, hepatic LPL mRNA expression levels were significantly higher (1.96±0.11 vs 1.02±0.12) with statistical significance ( P<0.05). Compared to the ICR control group, the ICR gene therapy group showed a significant decrease in serum TG and TC levels, and plasma LPL activity (0.17±0.05 mEq/L·h -1vs 0.06±0.02 mEq/L·h -1) was significantly higher at 28 days after heparin injection with statistical significance (all P value <0.05). Immunohistochemical results showed high expression of LPL protein on the hepatocyte membrane in the liver of ICR gene therapy group mice. Moreover, pancreatic edema, inflammatory infiltration, and acinar cell necrosis were significantly alleviated compared to the control group. Conclusions:LPLS447X treatment can promote LPL expression in the liver of mice, significantly reduce TG levels, and alleviate the severity of HTG-AP.

Result Analysis
Print
Save
E-mail