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.Chlorhexidine and Fondaparinux-Induced Kounis Syndrome: a Case Report
Fangzheng YU ; Yajing WANG ; Hang LIN ; Lifeng ZHANG ; Yuhui ZHU ; Xiaomeng SHI ; Huimin ZHOU ; Nan LIN ; Xiang GAO
JOURNAL OF RARE DISEASES 2025;4(3):334-340
Kounis syndrome is an acute coronary syndrome triggered by an allergic reaction, which is clinically rare and frequently subject to misdiagnosis or missed diagnosis. This article presents a case report of a 70-year-old male patient who developed a rash, pruritus, and chest pain following colon polyp resection. Coronary angiography revealed occlusion of the left anterior descending artery, and blood flow was restored after stent implantation. However, the patient experienced recurrent symptoms accompanied by loss of consciousness. Drug skin tests confirmed positive reactions to chlorhexidine and fondaparinux sodium, leading to a diagnosis of type Ⅱ Kounis syndrome. By avoiding allergenic drugs and combining antihistamines with symptomatic treatment to correct myocardial ischemia, the patient′s clinical symptoms significantly improved, and he eventually recovered and was discharged from the hospital. This case underscores the importance of maintaining vigilance for this syndrome in patients with allergies accompanied by chest pain and promptly identifying and avoiding allergens.
3.Structure-based development of potent and selective type-II kinase inhibitors of RIPK1.
Ying QIN ; Dekang LI ; Chunting QI ; Huaijiang XIANG ; Huyan MENG ; Jingli LIU ; Shaoqing ZHOU ; Xinyu GONG ; Ying LI ; Guifang XU ; Rui ZU ; Hang XIE ; Yechun XU ; Gang XU ; Zheng ZHANG ; Shi CHEN ; Lifeng PAN ; Ying LI ; Li TAN
Acta Pharmaceutica Sinica B 2024;14(1):319-334
Receptor-interacting serine/threonine-protein kinase 1 (RIPK1) functions as a key regulator in inflammation and cell death and is involved in mediating a variety of inflammatory or degenerative diseases. A number of allosteric RIPK1 inhibitors (RIPK1i) have been developed, and some of them have already advanced into clinical evaluation. Recently, selective RIPK1i that interact with both the allosteric pocket and the ATP-binding site of RIPK1 have started to emerge. Here, we report the rational development of a new series of type-II RIPK1i based on the rediscovery of a reported but mechanistically atypical RIPK3i. We also describe the structure-guided lead optimization of a potent, selective, and orally bioavailable RIPK1i, 62, which exhibits extraordinary efficacies in mouse models of acute or chronic inflammatory diseases. Collectively, 62 provides a useful tool for evaluating RIPK1 in animal disease models and a promising lead for further drug development.
4.A case of recurrent renal pelvic sarcomatoid carcinoma treated with PD-1 inhibitor achieved complete remission
Lei GAO ; Chao LU ; Xiaokai SHI ; Yangyang SUN ; Xiaoli ZHOU ; Xiaopeng WU ; Lifeng ZHANG ; Li ZUO
Chinese Journal of Urology 2024;45(1):55-56
Sarcomatoid carcinoma of the renal pelvis accounts for a very low percentage of malignant tumors in the renal pelvis and has a poor prognosis. This article reported a patient with sarcomatoid carcinoma of the renal pelvis. The patient presented with macroscopic hematuria as the first symptom, and CT suggested left renal occupancy, unilateral nephrectomy was performed, and pathology suggested sarcomatoid carcinoma of the renal pelvis. Three weeks after surgery, a follow-up CT showed tumor recurrence. Programmed death 1(PD-1)inhibitor was given once every 3 weeks. Repeated CT examination after 24 weeks of continuous treatment suggested that the recurrent tumor disappeared. The patients was followed-up for 42 months without tumor recurrence or metastasis.
5.Analysis of drug resistance of pathogens of puerperal infection in pregnant women with diabetes and its influence on toll like receptor 4 inflammatory pathway of peripheral blood mononuclear cells
Zhengcheng ZHANG ; Caiyun LI ; Lifeng SHI ; Jingyue MAO
Journal of Chinese Physician 2024;26(2):185-190
Objective:To explore the drug resistance of pathogens in puerperal infection of pregnant women with diabetes mellitus (GDM), and analyze the influence of puerperal infection on the expression of toll like receptor 4 (TLR4) inflammatory pathway in peripheral blood monocytes.Methods:A retrospective selection was conducted on 120 GDM postpartum women who underwent regular prenatal check ups and delivery at the 903th Hospital of the PLA (People′s Liberation Army) Joint Logistic Support Force from January 2020 to October 2022. The postpartum infection status, pathogenic characteristics of the infected pathogens, and drug resistance of the mothers were analyzed; According to the postpartum infection situation, the parturients were divided into an infected group and an uninfected group. Logistic regression analysis was used to analyze the relevant factors affecting postpartum infection, and the TLR4 protein and mRNA expression levels of peripheral blood mononuclear cells in the two groups were compared.Results:Among 120 GDM pregnant women, 21 cases (17.50%) developed post infection, including 8 cases (38.10%) of incision infection, 6 cases (28.57%) of uterine cavity infection, 4 cases (19.05%) of urinary system infection, and 3 cases (14.28%) of blood infection; A total of 43 pathogenic bacteria were detected, including 26 Gram negative bacteria (60.46%), 14 Gram positive bacteria (32.56%), and 3 fungi (6.98%). Among the main Gram negative bacteria, escherichia coli had the highest resistance rate to ceftazidime and tetracycline, and had not developed resistance to meropenem; Pseudomonas aeruginosa had the highest resistance rate to ceftazidime and gentamicin. Among the main Gram positive bacteria, staphylococcus aureus had the highest resistance rate to penicillin G and ceftazidime, and had not developed resistance to vancomycin; Enterococcus faecalis had the highest resistance rate to clindamycin. The results of multivariate logistic regression analysis showed that postpartum hemorrhage, premature rupture of membranes, and poor control of prenatal blood sugar were independent risk factors for postpartum infection in GDM mothers (all P<0.05). The expression rate of TLR4 protein, relative expression level of TLR4 mRNA, and levels of tumor necrosis factor-α (TNF-α), interleukin (IL)-1, and IL-10 in the infected group were significantly higher than those in the non infected group (all P<0.05). Conclusions:The distribution and drug resistance of pathogenic bacteria in postpartum infections of GDM mothers have certain characteristics. Postpartum hemorrhage, premature rupture of membranes, and poor control of prenatal blood sugar are independent risk factors affecting postpartum infections in GDM mothers; The TLR4 inflammatory pathway in peripheral blood mononuclear cells may be involved in the occurrence and development of postpartum infection in GDM mothers.
6.Influence of Helicobacter pylori infection on anxiety and depression in patients with chronic gastritis
Yuxin CHEN ; Xin ZHAO ; Xingxing CHEN ; Hanxin BI ; Luyao ZHANG ; Lifeng ZHANG ; Yongquan SHI
Chinese Journal of Digestion 2023;43(1):18-23
Objective:To evaluate the influence of Helicobacter pylori ( H. pylori) infection on anxiety and depression in patients with chronic gastritis. Methods:From December 1 2020 to June 30 2021, 387 patients with chronic gastritis who visited the outpatient Department of Gastroenterology, the First Hospital Affiliated to Air Force Medical University were continuously recruited. According to the status of current H. pylori infection, the patients were divided into H. pylori uninfected group and H. pylori infected group. The general demographic information of patients was collected. Hamilton anxiety scale, Hamilton depression rating scale-24, Pittsburgh sleep quality index (PSQI) and gastrointestinal symptom rating scale (GSRS) were filled in. The detection rates of anxiety and depression were compared between the H. pylori uninfected group and the H. pylori infected group according to demographic characteristics. Chi-square test and multiple logistic regression analysis were used for statistical analysis. Results:Finally, 360 patients with chronic gastritis were enrolled, including 200 patients in H. pylori uninfected group and 160 patients in H. pylori infected group. The detection rates of anxiety and depression of the H. pylori infected group were both higher than those of the H. pylori uninfected group (48.1%, 77/160 vs. 30.0%, 60/200; 25.0%, 40/160 vs. 12.5%, 25/200), and the differences were statistically significant ( χ2=12.39 and 9.39, P<0.001 and=0.002). The detection rate of anxiety of male patients in the H. pylori infected group was higher than that in the H. pylori uninfected group (45.1%, 32/71 vs. 24.5%, 27/110); the detection rate of depression of female patients in the H. pylori infected group was higher than that in the H. pylori uninfected group (30.3%, 27/89 vs. 11.1%, 10/90), and the differences were statistically significant ( χ2=8.27 and 10.09, P=0.004 and 0.001). The detection rates of anxiety and depression of patients less than 48 years old in the H. pylori infected group were both higher than those in the H. pylori uninfected group (46.2%, 37/80 vs. 21.9%, 21/96; 20.0%, 16/80 vs. 7.3%, 7/96), and the differences were statistically significant ( χ2=11.73 and 6.20, P=0.001 and 0.013). The detection rates of anxiety and depression of the patients with high school education and below in the H. pylori infected group were higher than those in the H. pylori uninfected group (56.5%, 48/85 vs. 31.7%, 38/120; 32.9%, 28/85 vs. 14.2%, 17/120), and the differences were statistically significant ( χ2=12.57 and 10.24, P<0.001 and =0.001). The results of multivariate analysis showed that H. pylori infection, history of hypertension, PSQI score ≥8, GSRS score ≥7, chronic superficial gastritis and chronic atrophic gastritis were independent risk factors of anxiety in patients with chronic gastritis( P<0.001, =0.013, =0.001, <0.001, =0.036, =0.021), and the risk of anxiety of patients with H. pylori infection was 2.509 times as much as that in uninfected patients (95% confidence interval 1.512 to 4.163). H. pylori infection, PSQI score ≥8, GSRS score≥7, and having overnight dish ≥3 times per week all were independent risk factors of depression in patients with chronic gastritis( P=0.004, =0.002, <0.001, =0.001). The risk of depression in patients with H. pylori infection was 2.563 times as much as that in uninfected patients (95% confidence interval 1.356 to 4.846). Conclusion:H. pylori infection is correlated to anxiety and depression in patients with chronic gastritis, and it is an independent risk factor of anxiety and depression in patients with chronic gastritis.
7.Practice and effect analysis of scientific research group-based model in a county-level hospital
Yaping ZHENG ; Limin WANG ; Jingxian LU ; Lifeng SHI ; Danping ZHENG
Chinese Journal of Medical Science Research Management 2023;36(2):138-143
Objective:To explore the effect of scientific research group-based model on the improvement of nursing scientific research ability in a county-level hospital.Methods:A nursing research group was established, the composition of team members and work contents of the group were clarified, tiered focused scientific research training was implemented through progressive research content and flexible training methods, and individual and progressive research guidance was provided through research counseling application forms, while literature reading activities were conducted through article reports and literature debriefings. Retrospective analysis of the nursing research practice, the number of scientific research outputs, and research capacity were applied to evaluate the effect of the nursing research group-based model.Results:Within 2 years of the establishment of the nursing research group, 37 training programs were conducted, 33 scientific research materials were pushed to the WeChat public account, 23 scientific research projects were tutored, and 6 research projects were successfully declared. The scientific research ability score of nursing staff participating in literature reading debriefing increased from 44.24±19.12 to 53.57±13.86( P<0.001). Conclusions:The application of the nursing research group-based model can improve the nursing scientific research ability of the county-level hospital.
8.Efficacy of postoperative radiotherapy based on modified clinical target volume according to high-frequency recurrence regions in patients with esophageal squamous cell carcinoma
Puyuan WU ; Liang QI ; Tao WANG ; Minke SHI ; Yuwei SUN ; Lifeng WANG ; Baorui LIU ; Jing YAN ; Wei REN
Journal of International Oncology 2022;49(8):464-472
Objective:To analyze the survival efficacy, prognostic factors and failure patterns of patients with esophageal squamous cell carcinoma (ESCC) underwent postoperative radiotherapy (PORT) using modified clinical target volume (CTV) based on postoperative high-frequency recurrence regions, so as to provide reference for the further optimization of CTV of PORT.Methods:The patients with ESCC underwent radical operation in Comprehensive Cancer Center of Nanjing Drum Tower Hospital, Affiliated Hospital of Nanjing University Medical School from April 28, 2014 to November 29, 2018 were retrospectively analyzed. Patients with stage pT 3-4aN 0 or N +, who underwent PORT with modified CTV based on postoperative high-frequency recurrence regions, were included in the study. Kaplan-Meier method was used to calculate overall survival (OS) and locoregional recurrence free survival (LRFS) , adverse events of patients were evaluated, Cox proportional hazards model was used for univariate and multivariate survival analysis, and the failure patterns of patients after PORT were analyzed. Results:A total of 85 patients were included in this study, and the median follow-up time was 52.6 months. The median OS of the whole group was 74.1 months. The 1-year, 2-year and 3-year OS rates were 97.6%, 84.7% and 71.7% respectively. The median LRFS was not reached, and the 1-year, 2-year and 3-year LRFS rates were 92.9%, 78.6% and 71.5% respectively. The incidence of grade 3-4 adverse events was 17.6% (15/85) , mainly including lymphopenia, bone marrow suppression, gastrointestinal reaction and skin reaction. Univariate analysis of OS after PORT showed that the degree of differentiation (set G1+G1-2+G2 group as the control group, G2-3+G3 group HR=4.19, 95% CI: 1.91-9.17, P<0.001; NA+basal-like group HR=4.16, 95% CI: 1.29-13.44, P=0.017) and postoperative stage ( HR=2.19, 95% CI: 1.09-4.39, P=0.030) were the influencing factors of OS. Cox multivariate analysis showed that the degree of differentiation was an independent prognostic factor for OS after PORT (set G1+G1-2+G2 group as the control group, G2-3+G3 group HR=5.24, 95% CI: 2.30-11.93, P<0.001; NA+basal-like group HR=4.83, 95% CI: 1.33-17.62, P=0.017) . The first failure patterns analysis showed that 39 cases (45.9%) had recurrence, among which, 22 cases (25.9%) had locoregional recurrence with the median onset time of 15.2 months after operation, 19 cases (22.4%) had distant metastasis with the median onset time was 14.1 months after operation, and 2 cases (2.4%) were mixed failure mode. Among the locoregional recurrence, 16 cases (72.7%) recurred in the radiation field. Among all the local recurrence sites, the lymph node drainage regions in the supraclavicular, upper middle mediastinum and upper abdominal perigastric/celiac artery trunk areas were the most common sites. Among the distant metastatic organs, lung, bone and liver metastases were the most common. Conclusion:Patients of ESCC with high risk of recurrence after radical esophagectomy have long survival time and high safety after PORT with modified CTV according to the high-frequency recurrence regions. It is worthy of further confirmation by multicenter, large sample and prospective clinical trials.
9.Research progress in adiponectin and cognitive impairment.
Lifeng WU ; Yahui TANG ; Zhengang SHI ; Guirong ZENG ; Yuhong WANG ; Dejian JIANG
Journal of Central South University(Medical Sciences) 2019;44(1):100-104
Adipocytokines are polypeptides or proteins that are secreted by fat cells with a wide range of biological activities. Adiponectin is a fatty cytokine with insulin sensitization. It possesses the function of anti- diabetes, atherosclerosis and anti-inflammation. Adiponectin may participate in regulating the development of cognitive impairment, which is considered as a new regulatory factor for cognitive impairment.
Adiponectin
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Cognitive Dysfunction
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Diabetes Mellitus
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Humans
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Insulin
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Insulin Resistance
10.Protective effects and mechanisms of Xingnaojing Injection on early global brain ischemic-induced deep coma in rats.
Hongya XIN ; Zhengang SHI ; Lifeng WU ; Miaohong ZHANG ; Xiangzhong YUAN ; Ping WANG ; Yongxing XU ; Guirong ZENG ; Haijun WANG
Journal of Central South University(Medical Sciences) 2019;44(12):1330-1337
To study the protective effect of Xingnaojing Injection on early global brain ischemia-induced deep coma in rats.
Methods: The deep coma model was induced by global brain ischemia by using four-vessel occlusion method in male SD rats. According to the body weight, the rats were randomly divided into 8 groups: a model control group, three different dose of Xingnaojing Injection (1.8, 3.6 and 5.4 mL.kg-1) groups, a Xingnaojing Injection (3.6 mL.kg-1) plus PI3K inhibitor group, a naloxone injection (0.04 mL.kg-1) group and a naloxone injection (0.04 mL.kg-1) plus Xingnaojing Injection (3.6 mL.kg-1) group (n=8 per group). In addition, eight animals served as the sham group were performed same operation with the model group excepting no blockage of the blood vessels. After the operation, three different doses of Xingnaojing Injection and/or naloxone injection were given intravenously once a day for three days. Ten μL PI3K inhibitor (LY294002, 10 mmol/L) was injected via anterior cerebral ventricle at once after global brain ischemia. The awakening time after the first drug treatment, the grasping power and the autonomous activity within 10 min after the last drug treatment were recorded. The levels of both dopamine (DA) and glutamate (Glu) in cerebrospinal fluid were detected by ELISA. The pathological changes were observed in brain tissue slices with HE staining and the protein levels of Akt/p-Akt and cAMP-response element binding protein (CREB)/p-CREB in hippocampus were detected by Western blotting.
Results: Comparing with the model group, single administration of Xingnaojing Injection could significantly shorten the waking time (P<0.05) and continuous administration of Xingnaojing Injection for 3 d could increase grasping power, distance, frequency and duration of autonomous activities (P<0.05 or P<0.01) in the deep coma rat. Also, Xingnaojing Injection could inhibit these increases in neurotransmitters DA and Glu contents (P<0.05 or P<0.01), and improve pathological changes of hippocampal tissue. Xingnaojing Injection significantly induced protein phosphorylation of both Akt and CREB (P<0.05 or P<0.01); this effect was inhibited by PI3K inhibitor (P<0.05 or P<0.01). Moreover, the protective effects of naloxone on awakening time, grasping power, the autonomous activity and hippocampus damage in global brain ischemia-induced deep coma could be enhanced by joint use of Xingnaojing Injection (P<0.05 or P<0.01).
Conclusion: Xingnaojing Injection could significantly improve deep coma induced by global brain ischemia in rat, which is related to inducing PI3K/Akt-dependent protein phosphorylation of CREB, and reducing hippocampal damage. The protective effect of Xingnaojing Injection is synergistically enhanced by naloxone.
Animals
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Brain
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Brain Ischemia
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Coma
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Drugs, Chinese Herbal
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Male
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Phosphatidylinositol 3-Kinases
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Rats
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Rats, Sprague-Dawley

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