1.Construction and Validation of a Large Language Model-Based Intelligent Pre-Consultation System for Traditional Chinese Medicine
Yiqing LIU ; Ying LI ; Hongjun YANG ; Linjing PENG ; Nanxing XIAN ; Kunning LI ; Qiwei SHI ; Hengyi TIAN ; Lifeng DONG ; Lin WANG ; Yuping ZHAO
Journal of Traditional Chinese Medicine 2025;66(9):895-900
ObjectiveTo construct a large language model (LLM)-based intelligent pre-consultation system for traditional Chinese medicine (TCM) to improve efficacy of clinical practice. MethodsA TCM large language model was fine-tuned using DeepSpeed ZeRO-3 distributed training strategy based on YAYI 2-30B. A weighted undirected graph network was designed and an agent-based syndrome differentiation model was established based on relationship data extracted from TCM literature and clinical records. An agent collaboration framework was developed to integrate the TCM LLM with the syndrome differentiation model. Model performance was comprehensively evaluated by Loss function, BLEU-4, and ROUGE-L metrics, through which training convergence, text generation quality, and language understanding capability were assessed. Professional knowledge test sets were developed to evaluate system proficiency in TCM physician licensure content, TCM pharmacist licensure content, TCM symptom terminology recognition, and meridian identification. Clinical tests were conducted to compare the system with attending physicians in terms of diagnostic accuracy, consultation rounds, and consultation duration. ResultsAfter 100 000 iterations, the training loss value was gradually stabilized at about 0.7±0.08, indicating that the TCM-LLM has been trained and has good generalization ability. The TCM-LLM scored 0.38 in BLEU-4 and 0.62 in ROUGE-L, suggesting that its natural language processing ability meets the standard. We obtained 2715 symptom terms, 505 relationships between diseases and syndromes, 1011 relationships between diseases and main symptoms, and 1 303 600 relationships among different symptoms, and constructed the Agent of syndrome differentiation model. The accuracy rates in the simulated tests for TCM practitioners, licensed pharmacists of Chinese materia medica, recognition of TCM symptom terminology, and meridian recognition were 94.09%, 78.00%, 87.50%, and 68.80%, respectively. In clinical tests, the syndrome differentiation accuracy of the system reached 88.33%, with fewer consultation rounds and shorter consultation time compared to the attending physicians (P<0.01), suggesting that the system has a certain pre- consultation ability. ConclusionThe LLM-based intelligent TCM pre-diagnosis system could simulate diagnostic thinking of TCM physicians to a certain extent. After understanding the patients' natural language, it collects all the patient's symptom through guided questioning, thereby enhancing the diagnostic and treatment efficiency of physicians as well as the consultation experience of the patients.
2.Current Situation, Problems and Countermeasures of Experimental Research on Traditional Chinese Medicine Regulating PI3K/Akt Signaling Pathway in Rats with Polycystic Ovary Syndrome
Pengxuan YAN ; Yiqing LIU ; Nanxing XIAN ; Linjing PENG ; Kun LI ; Jingchun ZHANG ; Yukun ZHAO
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(1):259-266
Polycystic ovary syndrome(PCOS) and its resulting infertility is one of the common diseases of gynecology and reproductive endocrinology. The phosphatidylinositol 3-kinase/protein kinase B(PI3K/Akt) signaling pathway is relatively well-studied in the development of intervention in PCOS, and the experiments on PCOS in rats conducted by traditional Chinese medicine through this signaling pathway is also the main direction of mechanistic research. In this paper, 20 articles published in academic journals in the past 5 years were selected through the corresponding criteria, and the objective situation and existing problems of the selected research projects were analyzed from five aspects, namely, baseline data, modeling and treatment, grouping, evaluative indexes, and pharmacodynamic indexes. It is found that there were different degrees of problems in each research project, such as the observation indicators of modeling, criteria for judging the success of the model, the treatment period, the calculation of dosage of prescription/active ingredients and specific dosage were not clearly defined, which could easily lead the bias of the results or reduce the validity of experimental data. Based on this, the list of PCOS rat experimental research operations was formed, involving five categories of experimental rats, model construction, study implementation, outcome measures and analysis and report with a total of 21 operation lists, with a view to provide a reference for the subsequent PCOS experiments related to scientific research and helping to form high-quality results.
3.Research progress on periodontal pathogen inducing mitochondrial dysfunction promoting periodontitis
LI Limin ; PENG Xian ; ZHOU Xuedong
Journal of Prevention and Treatment for Stomatological Diseases 2025;33(9):801-808
Mitochondria, ubiquitous energy-producing organelles in eukaryotic cells, can have their normal functions disrupted by bacterial infections, leading to mitochondrial dysfunction. This dysfunction is closely associated with inflammatory diseases. Periodontitis, a chronic inflammatory disorder of periodontal tissues caused by pathogenic microorganisms, has been increasingly linked to mitochondrial dysfunction in its pathogenesis and progression. Compared to healthy periodontal tissues, inflammatory lesions exhibit more pronounced mitochondrial dysfunction—a pathological process that is strongly correlated with periodontal pathogen infection. Studies reveal that these pathogens disrupt mitochondrial homeostasis in host cells (e.g., gingival epithelial cells and fibroblasts) through multiple mechanisms, including disrupting mitochondrial biogenesis, altering mitochondrial dynamics (promoting excessive fission), inhibiting mitophagy, impairing mitochondrial dysfunction-associated apoptosis, and inducing endogenous oxidative stress, which upregulates pro-inflammatory cytokines. Collectively, these processes drive the establishment and persistence of an inflammatory microenvironment. This review explores how periodontal pathogens affect mitochondrial function and their mechanistic contributions to periodontitis progression, with the goal of providing novel insights for developing mitochondria-targeted therapeutic strategies.
4.Trend of gastrointestinal and liver diseases in China: Results of the Global Burden of Disease Study, 2019
Xiaowei TANG ; Ping WANG ; Shu HUANG ; Jieyu PENG ; Wei ZHANG ; Xiaomin SHI ; Lei SHI ; Xiaolin ZHONG ; Muhan LYU ; Xian ZHOU ; Enqiang LINGHU
Chinese Medical Journal 2024;137(19):2358-2368
Background::China is one of the countries with the largest burden of gastrointestinal and liver diseases (GILD) in the world. The GILD constitutes various causes of mortality and disability. The study aimed to investigate the trend of GILD in China using the Global Burden of Diseases Study 2019 (GBD 2019) data resources from 1990 to 2019.Methods::The data on the age-standardized mortality rates (ASMR) and disability-adjusted life years (DALYs) for GILD in China from 1990 to 2019 were collected from the GBD 2019 data resources. Furthermore, the ranking of the main causes of deaths and DALYs, as well as the trends of ASMR, DALYs, years of life lost (YLLs), and years of life lost due to disability (YLDs) per 1,000,000 in GILD were reported.Results::The ASMR and DALYs for stomach cancer, liver cancer, and esophageal cancer, which ranked top three among the GILDs from 1990 to 2019, were gradually decreasing. Significant decreases in the ASMR and DALYs were found in diarrheal diseases and acute hepatitis (A, E, and C). However, noteworthy increases were found in those of colon and rectum cancer (CRC) and pancreatic cancer. Trend of DALYs, mortality, and YLLs rates for most of GILD were decreasing from 1990 to 2019, except the burden of CRC and pancreatic cancer with an increasing trend. The DALYs, mortality and YLLs of most GILD diseases showed decreasing trends from 1990 to 2019, except the burden of CRC and pancreatic cancer with an increasing trends.Conclusions::The result of the GBD 2019 showed that the rates of most GILDs decreased in China; however, gastrointestinal and liver cancer, such as stomach cancer still held the top ranking. Furthermore, the shift from infectious diseases to non-communicable causes among GILD burden is occurring.
5.Effects of Tao Hong Si Wu decoction on circular RNA expression profiles in rats with middle cerebral artery occlusion
Chang-Yi FEI ; Li-Juan ZHANG ; Ni WANG ; Fu-Rui CHU ; Chao YU ; Su-Jun XUE ; Ling-Yu PAN ; Dai-Yin PENG ; Xian-Chun DUAN
Chinese Pharmacological Bulletin 2024;40(5):954-963
Aim To screen and study the effects of Tao Hong Si Wu decoction(THSWD)-mediated treat-ment on circular RNA(circRNA)expression profiles in rats with middle cerebral artery occlusion(MCAO),and investigate the possible roles and molecular mecha-nisms of THSWD.Methods Next-generation RNA sequencing was conducted to identify circRNA expres-sion profiles in MCAO rats after treatment with THSWD and compared with the MCAO model group and control group.Bioinformatics analysis was performed to predict the potential target microRNAs and mRNAs.Gene On-tology(GO)and Kyoto Encyclopedia of Genes and Genomes(KEGG)pathway analyses for the potential target mRNAs were applied to explore the potential roles of differentially expressed circRNAs.RT-qPCR was performed to verify circRNAs with significant differences in expression.Results We identified 87 significantly differentially expressed circRNAs between the MCAO group versus the control group,and 86 sig-nificantly differentially expressed circRNAs between the MCAO group versus the THSWD group.respective-ly.Among them,17 circRNAs induced by the MCAO model were reversed via treatment with THSWD.To demonstrate the roles of mRNAs targeted by DECs,the GO and KEGG databases were used.Further analysis revealed that five circRNAs may play important roles in the development of MCAO.Conclusions The com-prehensive expression profile of circRNAs in rats with middle cerebral artery occlusion after THSWD treat-ment is determined for the first time,suggesting that the therapeutic effect of THSWD on MCAO may be a-chieved by regulating the expression of circRNAs.
6.Preliminary study on delaying aging induced thymus degeneration in SAMP6 mice with Bazi Bushen capsule
Zhao-Dong LI ; Yin-Xiao CHEN ; Bo-Yang GONG ; Zhe XU ; Zhi-Xian YU ; Yue-Xuan SHI ; Yan-Fei PENG ; Yu-Hong BIAN ; Yun-Long HOU ; Xiang-Ling WANG ; Shu-Wu ZHAO
Chinese Pharmacological Bulletin 2024;40(6):1186-1192
Aim To explore the improvement effect of Bazi Bushen capsule on thymic degeneration in SAMP6 mice and the possible mechanism.Methods Twenty 12 week old male SAMP6 mice were randomly divided into the model group(SAMP6)and the Bazi Busheng capsule treatment group(SAMP6+BZBS).Ten SAMR1 mice were assigned to a homologous control group(SAMR1).The SAMP6+BZBS group was oral-ly administered Bazi Bushen capsule suspension(2.8 g·kg-1)daily,while the other two groups were orally administered an equal amount of distilled water.After nine weeks of administration,the morphology of the thymus in each group was observed and the thymus in-dex was calculated;HE staining was used to observe the structural changes of thymus tissue;SA-β-gal stai-ning was used to detect thymic aging;flow cytometry was used to detect the proportion of thymic CD3+T cells in each group;Western blot was used to detect the levels of p16,Bax,Bcl-2,and cleaved caspase-3 proteins in thymus;immunofluorescence was applied to detect the proportion of cortical thymic epithelial cells in each group;ELISA was employed to detect IL-7 lev-els in thymus.Results Compared with the SAMP6 group,the thymic index of the SAMP6+BZBS group significantly increased(P<0.05);the disordered thy-mic structure was significantly improved;the positive proportion of SA-β-gal staining significantly decreased(P<0.01);the proportion of CD3+T cells apparently increased(P<0.05);the level of p16 protein signifi-cantly decreased(P<0.05);the level of Bcl-2 pro-tein significantly increased(P<0.05),while the lev-el of cleaved caspase-3 protein markedly decreased(P<0.05);the proportion of cortical thymic epithelial cells evidently increased;the level of IL-7 significantly increased(P<0.01).Conclusions Bazi Bushen capsule can delay thymic degeneration,inhibit cell ap-optosis in thymus and promote thymic cell development in SAMP6 mice,which may be related to increasing the proportion of cortical thymic epithelial cells and promoting IL-7 secretion.
7.Comparsion of bone setting technique combined with percutaneous vertebroplasty and percutaneous kyphoplasty for the treatment of osteoporotic vertebral compression fractures
Wen-Chao LI ; Peng-Fei YU ; Guang-Ye ZHU ; Hong GUO ; Ya-Hao LI ; Xian-Da ZHANG ; Chao LI ; Hong JIANG ; Hong-Wei LI
China Journal of Orthopaedics and Traumatology 2024;37(6):546-552
Objective To explore clinical efficacy of osteoplasty combined with percutaneous vertebroplasty(PVP)and percutaneous kyphoplasty(PKP)alone in treating osteoporosis vertebral compression fractures(OVCFs).Methods The clini-cal data of 80 patients with single-level OVCFs treated from January 2021 to June 2022 were retrospectively analyzed,and were divided into treatment group and control group according to different surgical methods,40 patients in each group.In treatment group,there were 24 males and 16 females,aged from 60 to 83 years old with an average of(70.43±7.31)years old;bone min-eral density ranged from-3.30 to-2.50 SD with an average of(-2.84±0.24)SD;1 patient with T10,4 patients with T11,11 pa-tients with T12,7 patients with L1,7 patients with L2,5 patients with L3,3 patients with L4,2 patients with L5;bone setting tech-nique combined with PVP were performed.In control group,there were 27 males and 13 females,aged from 60 to 82 years old with an average of(68.98±6.94)years old;bone mineral density ranged from-3.40 to-2.50 SD with an average of(-2.76±0.23)SD;2 patients with T10,3 patients with T11,13 patients with T12,11 patients with L1,5 patients with L2,3 patients with L3,2 patients with L4,1 patient with L5;simple PKP were peformed.Visual analogue scale(VAS)and lumbar Oswestry disability in-dex(ODI)were compared between two groups before operation,3 days,3 and 12 months after operation.The changes of local kyphotic angle,vertebral wedge angle and vertebral anterior margin height ratio were compared between two groups before op-eration,3 days and 12 months after operation.Results All patients were successfully completed operation.Treatment group were followed up from 13 to 22 months with an average of(16.82±2.14)months,and control group were followed up from 13 to 23 months with an average of(16.45±2.56)months.Three patients were occurred bone cement leakage in treatment group,while 1 patient were occurred bone cement leakage and 1 patient occurred sensory disturbance of lower limb skin in control group;there were no significant difference in complications between two groups(P>0.05).There were no significant difference in preoperative VAS and ODI between two groups(P>0.05).At 3 days after operation,VAS of treatment group 3.68±0.62 was significantly higher than that of control group 4.00±0.72(P<0.05).There were no significant difference in VAS and ODI be-tween two groups at 3 and 12 months after operation(P>0.05).There were no significant difference in local kyphotic angle,vertebral wedge angle and vertebral anterior margin height between two groups at 3 days and 12 months after operation(P>0.05).Conclusion Compared with PKP,bone setting manipulation combined with PVP for the treatment of OVCFs has advan-tages in early postoperative pain relief.In terms of vertebral height recovery,bone setting manipulation combined with PVP and PKP alone have similar clinical effects.
8.Study on mechanism of action of biochanin A on osteoarthritis in vitro
Peng HE ; Xiu-Cheng LI ; Zheng-Zhen HE ; Xian-Chen ZHOU
Journal of Regional Anatomy and Operative Surgery 2024;33(9):753-758
Objective To investigate the mechanism of action of biochanin A(BCA)on osteoarthritis through in vitro experiments.Methods Primary rat chondrocytes were extracted and cultured,and then divided into the control group(without inducer or interferant),the model group[10 ng/mL interleukin-1 β(IL-1 β)induction],and the BCA group(10 ng/mL IL-1β induction+0,3,6,12,24,48 μmol/L BCA intervention).Cell activity was detected by methyl thiazolyl tetrazolium(MTT)method.Senescence-associated β-galactosidase(SA-β-gal)staining was used to observe cell senescence.Intracellular inflammatory factors and oxidative stress indexes were detected by enzyme-linked immunosorbent assay(ELISA),the levels of related proteins were detected by Western blot,and the affinity between BCA and Nrf2 was verified by molecular docking technology.Results After screening the concentration of BCA with MTT,6,12 and 24 μmol/L BCA were selected for subsequent experiments.Compared with the control group,the chondrocyte activity and the activities of catalase(CAT)and superoxide dismutase(SOD)in the model group were significantly decreased(P<0.05).The number of SA-β-gal positive cells and expres-sion levels of tumor necrosis factor-α(TNF-α),interleukin-6(IL-6),and malondialdehyde(MDA)increased significantly(P<0.05).The expression levels of type Ⅱ collagen(COL2A1)and aggrecan(ACAN)were significantly decreased(P<0.05).Compared with the model group,the above conditions were significantly reversed in the BCA group(P<0.05).In addition,BCA could significantly reduce the degrada-tion of inhibitor kappa B alpha(IκB-α)and nuclear translocation of NF-KBp65,and promote the expression of Nrf2 in the nucleus and the expression of human heme oxygenase-1(HO-1)in whole cells(P<0.05).The results of molecular docking further confirmed that BCA had the highest affinity with Nrf2.Conclusion BCA can inhibit oxidative stress and inflammation of osteoarthritis chondrocytes by regulating Nrf2/NF-KB signaling pathway in vitro,and alleviate joint injury.
9.Establishment of an artificial intelligence assisted diagnosis model based on deep learning for recognizing gastric lesions and their locations under gastroscopy in real time
Xian GUO ; Ying-Yang WU ; Ai-Rui JIANG ; Chao-Qiang FAN ; Xue PENG ; Xu-Biao NIE ; Hui LIN ; Jian-Ying BAI
Journal of Regional Anatomy and Operative Surgery 2024;33(10):849-854
Objective To construct an artificial intelligence assisted diagnosis model based on deep learning for dynamically recognizing gastric lesions and their locations under gastroscopy in real time,and to evaluate its ability to detect and recognize gastric lesions and their locations.Methods The gastroscopy videos of 104 patients in our hospital was retrospectively analyzed,and the video frames were manually annotated.The annotated picture frames of lesion category were divided into the training set and the validation set according to the ratio of 8∶2,and the annotated picture frames of location category were divided into the training set and the validation set according to the patient sources at the ratio of 8∶2.These sets were utilized for training and validating the respective models.YoloV4 model was used for the training of lesion recognition,and ResNet152 model was used for the training of location recognition.The accuracy,sensitivity,specificity,positive predictive value,negative predictive value and location recognition accuracy of the auxiliary diagnostic model were evaluated.Results A total of 68 351 image frames were annotated,with 54 872 frames used as the training set,including 41 692 frames for lesion categories and 13 180 frames for location categories.The validation set consisted of 13 479 frames,comprising 10 422 frames for lesion categories and 3 057 frames for location categories.The lesion recognition model achieved an overall accuracy of 98.8%,with a sensitivity of 96.6%,specificity of 99.3%,positive predictive value of 96.3%,and negative predictive value of 99.3% in validation set.Meanwhile,the location recognition model demonstrated an top-5 accuracy of 87.1% .Conclusion The artificial intelligence assisted diagnosis model based on deep learning for real-time dynamic recognition of gastric lesions and their locations under gastroscopy has good ability in lesion detection and location recognition,and has great clinical application prospects.
10.Robotic visualization system-assisted microsurgical reconstruction of the reproductive tract in male rats
Zheng LI ; Jian-Jun DONG ; Ming LIU ; Xun-Zhu WU ; Ren-Feng JIA ; San-Wei GUO ; Kai MENG ; Chen-Cheng YAO ; Er-Lei ZHI ; Gang LIU ; Da-Xian TAN ; Zheng LI ; Peng LI
National Journal of Andrology 2024;30(8):675-680
Objective:To evaluate the safety and efficiency of robotic visualization system(RVS)-assisted microsurgical re-construction of the reproductive tract in male rats and the satisfaction of the surgeons.Methods:We randomly divided 8 adult male SD rats into an experimental and a control group,the former treated by RVS-assisted microsurgical vasoepididymostomy(VE)or vaso-vasostomy(VV),and the latter by VE or VV under the standard operating microscope(SOM).We compared the operation time,me-chanical patency and anastomosis leakage immediately after surgery,and the surgeons'satisfaction between the two groups.Results:No statistically significant difference was observed the operation time between the experimental and the control groups,and no anasto-mosis leakage occurred after VV in either group.The rate of mechanical patency immediately after surgery was 100%in both groups,and that of anastomosis leakage after VE was 16.7%in the experimental group and 14.3%in the control.Compared with the control group,the experimental group achieved dramatically higher scores on visual comfort(3.00±0.76 vs 4.00±0.53,P<0.05),neck/back comfort(2.75±1.16 vs 4.38±1.06,P<0.01)and man-machine interaction(3.88±1.55 va 4.88±0.35,P<0.05).There were no statistically significant differences in the scores on image definition and operating room suitability between the two groups.Conclusion:RVS can be used in microsurgical reconstruction of the reproductive tract in male rats and,with its advantages over SOM in ergonomic design and image definition,has a potential application value in male reproductive system micosurgery.


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