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.Morphological Identification and Phylogenetic Analysis of Laelapin Mite Species (Acari: Mesostigmata: Laelapidae) from China
Huijuan YANG ; Zhihua YANG ; Wenge DONG
The Korean Journal of Parasitology 2022;60(4):273-279
Laelapinae mites are involved in transmission of microbial diseases between wildlife and humans, with an impact on public health. In this study, 5 mite members in the subfamily Laelapinae (laelapin mites; LM) were morphologically identified by light microscopy, and the phylogenetic relationship of LM was analyzed in combination with the sequence information of part of the LM cytochrome oxidase subunit I (cox1) gene. The morphological identification revealed that 5 mites belonged to the genera Laelaps and Haemolaelaps, respectively. Sequence analysis showed that the ratio of non-synonymous mutation rate to synonymous mutation rate of LM was less than 1, indicating that the LM cox1 gene had undergone purifying selection. Phylogenetic analysis showed that the Laelapinae is a monophyletic group. The genera Haemolaelaps and Hyperlaelaps did not separated into distinct clades but clustered together with species of the genus Laelaps. Our morphological and molecular analyses to describe the phylogenetic relationships among different genera and species of Laelapinae provide a reference for the improvement and revision of the LM taxonomy system.
3.Detection and clinical application of HIV-1 DNA.
Li Juan DONG ; Hui Chao CHEN ; Yan Ling MA ; Wenge XING
Chinese Journal of Epidemiology 2022;43(10):1685-1690
The persistence of the HIV-1 reservoir is still the main obstacle to the cure of HIV. In clinical research, reliable biomarkers are needed to label it. HIV-1 DNA can be continuously detected in the HIV-1 reservoir. It has significant application value in diagnosing HIV-1 infection, the timing of antiretroviral therapy, the prediction of virus rebound, and monitoring treatment effects. The detection technology based on polymerase chain reaction (PCR) is the most commonly used HIV-1 DNA detection method in clinical practice. The continuous innovation and advancement of technology can accurately detect the total, integrated, and unintegrated HIV-1 DNA in infected cells using qualitative or quantitative methods. Different forms of HIV-1 DNA in infected cells have been increasingly reported as biomarkers in HIV infection monitoring and AIDS treatment-related research. This article reviews the progress of HIV-1 DNA.
Humans
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HIV-1/genetics*
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HIV Infections/diagnosis*
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DNA
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Polymerase Chain Reaction
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HIV Seropositivity
4.Research on satisfaction degree of surgical resident in standardized training
Jianjun CHEN ; Hao DONG ; Wenge WEI
International Journal of Surgery 2020;47(4):262-265
Objective:To investigate the satisfaction degree of surgical resident in standardized training and to explore the existing problems and influencing factors. It provides references for improving the system and quality of standardized training.Methods:The Self-designed Satisfaction scale was used to investigate the satisfaction degree of 137 residents who attended the standardized training of surgical residents in Beijing Friendship Hospital, Capital Medical University from September 2015 to June 2018. There were 108 males (78.8%) and 29 females (21.2%). The mean age was (26.78±1.83) years. The measurement data of normal distribution were expressed as mean ± standard deviation. Counting data was expressed by frequency and constituent ratio. The differences between groups were analyzed by t test and one-way anova.Results:The overall satisfaction score of the surgical residents to the standardized training was 3.71±0.83, among which the residents scored the highest on the working condition (4.12±0.67), while the training effect (3.53±0.85) was the last in all dimensions. The overall satisfaction of third-year residents was lower than that of first-year and second-year residents, and the differences were statistically significant ( F=3.27, P=0.04). The scores of first-year residents in standardized management was higher than that of second-year and third-year residents, and the difference was statistically significant ( F=3.30, P=0.04). The scores of professional degree postgraduate in overall satisfaction, standardized management and research training were higher than those of enrolled resident, and the differences were statistically significant ( P<0.05). The score in enrolled resident (3.78±0.85) was higher than that of professional degree postgraduate (3.44±0.63)in the dimension of salary, and the difference was statistically significant ( P=0.02). Conclusion:Surgical residents expressed satisfaction with the general condition of standardized training, training condition, research training, training effect and postgraduate salary were still need be strengthen.
5.Investigation on job burnout and depression status of surgical residents
Jianjun CHEN ; Hao DONG ; Wenge WEI
International Journal of Surgery 2020;47(7):456-459
Objective:To investigate the current situation of job burnout and depression among surgical residents, with a view to reduding or alleviating the burnout and depression of surgical residents.Methods:The job burnout scale and depression scale were used to investigate the burnout and depression of 137 residents who attended the standardized training of surgical residents in Beijing Friendship Hospital, Capital Medical University from September 2016 to January 2019, there were 108 males and 29 females, aged (26.57±1.77) years, and the age ranged from 23 to 28 years. The distribution differences of the incidence of job burnout and depression in gender, time status and the correlation between the three dimensions of job burnout and depression were analyzed. The measurement data were expressed as mean±standard deviation ( Mean± SD). Counting data were expressed as percentage(%). The differences in the distribution of job burnout and depression in gender, time and status were analyzed by chi-square test. Pearson correlation analysis was used to analyze the correlation among the three dimensions of job burnout and depression. Results:Of the 137 surgical residents, 10 (7.3%) had severe job burnout requiring intervention . In the emotional exhaustion dimension, 67 (48.9%) had mild burnout, 53 (38.7%) had moderate burnout, and 17 (12.4%) had severe burnout. In the cynicism dimension, 86 (62.8%) had mild burnout, 37 (27.0%) had moderate burnout, and 14 (10.2%) had severe burnout. In the reduced personal accomplishment dimension, 64(46.7%) had mild burnout, 43(31.4%) had moderate burnout, 30(21.9%) had severe burnout. The results of the depression survey showed that 27 (19.7%) of the 137 surgical residents were depressed. There were no statistically significant differences in the incidence of job burnout in gender, time and status( P>0.05). There were no statistically significant differences in the incidence of depression in gender and status( P>0.05). The incidence of depression was higher among 1-year residents (14, 35.0%) than among 2-year (8, 15.7%) and 3-year(5, 10.9%) residents ( P<0.01). Depression is associated with emotional exhaustion, cynicism and reduced sense of achievement ( r=0.248, r=0.301, r=0.201, respectively, P<0.05). Conclusions:The job burnout and depression of surgical residents are not optimistic. There were differences in the time distribution of depression incidence, among which the incidence of depression is higher among the residents in the first year. The occurrence of depression is positively correlated with three dimensions of job burnout.
6. Study of surgical residents′ stressors and job burnout
Jianjun CHEN ; Hao DONG ; Wenge WEI
International Journal of Surgery 2019;46(12):850-853
Objective:
To investigate the current situation of stressors and job burnout among surgical residents and to explore the influencing factors, so as to provide evidences for reducing stress and relieving job burnout.
Methods:
The stressor scale and job burnout scale were used to investigate the stress and burnout of 145 residents who attended the standardized training of surgical residents in Beijing Friendship Hospital, Capital Medical University from September 2016 to June 2019, to understand the existence of stress and job burnout in surgical residents, and analyze the linear correlation between each dimension of stressors and each dimension of burnout. There were 132 males and 13 females, who were (26.62±1.45) years old, ranged from 22 to 30 years. SPSS19.0 software was used for statistical analysis. The measurement data of normal distribution were expressed as
7.Effects of Qingfei Oral Liquid on the expressions of IL-10 and IL-17 in the lung tissue and those of Treg and Th17 in the spleen of RSV-infected mice
Wenge DONG ; Bin YUAN ; Lihua ZHOU ; Jianya XU ; Jiangquan LI ; Mingming WANG ; Fei KONG
Journal of Medical Postgraduates 2015;(12):1242-1245
Objective The action mechanisms of Qingfei Oral Liquid ( QFOL) in the treatment of respiratory syncytial virus ( RSV) infection need to be studied more deeply.The aim of this study is to examine the expressions of interleukin ( IL)-10 and IL-17 in the lung tissue and those of Treg and Th17 in the spleen tissue of RSV-infected mice before and after treated with QFOL, and to explore the action mechanisms of QFOL from the perspective of the Treg/Th17 cy-tokines balance. Methods Fifty BABL/c mice were equally ran-domized to five groups: blank control, RSV model, Ribavirin, low-dose QFOL, and high-dose QFOL.Models of RSV ( long strain) infec-tion were made in the latter four groups.At 48 hours after viral activa-tion, the mice of the control and RSV model groups were treated intragastrically with 0.9%normal saline and those in the Ribavirin and QFOL groups with Ribavirin at 0.0025 g/mL and QFOL at 1.33 g/mL and 4 g/mL, respectively, all for 72 hours.Then all the mice were killed and the lung tissue harvested from 5 animals in each group for pathological analysis, while the levels of IL-10 and IL-17 in the bronchoalveolar lavage fluid of the other 5 detected by ELISA.The expressions of the cytokines Treg and Th17′in the spleen from 4 mice in each group were determined by flow cytometry. Results Compared with the RSV models, pathologic changes were significantly re-duced in the mice of the QFOL, Ribavirin and control groups (P<0.01), the expression of IL-10 remarkably up-regulated in the low-dose QFOL, high-dose QFOL, Ribavirin, and control groups ([39.21 ±1.57] vs [43.54 ±1.03], [46.64 ±0.48], [47.83 ±0.87], and [50.44 ±1.04] ng/L, all P<0.01), while the level of IL-17 markedly down-regulated ([70.96 ±0.53] vs [55.92 ±0.83], [33.66 ±0.70], [21.92 ±1.38], and [9.42 ±0.59] pg/mL, all P<0.01).The expressions of Treg/Th17′were significantly in-creased in the low-dose QFOL, high-dose QFOL, Ribavirin, and control groups (2.89 ±0.52, 6.38 ±0.36, 3.95 ±0.26, and 3.54 ± 0.85) as compared with that in the RSV models (0.96 ±0.16) (all P<0.01).Both low-and high-dose QFOL groups showed statisti-cally significant differences from the Ribavirin group in the levels of Treg, Th17, and Treg/Th17 (P<0.05). Conclusion QFOL can regulate the balance of Treg/Th17, increase the expression of IL-10 and decrease that of IL-17 in the lung tissue of RSV-infected mice, which further proves the efficacy of QFOL in the treatment of RSV-induced pneumonia.
8.Comparison of different concentrations of elastin-like polypeptides for endoscopic submucosal dissection
Xuqian ZHANG ; Mingxing ZHAO ; Kui DONG ; Wenge LIU ; Wentian LIU
International Journal of Biomedical Engineering 2015;38(1):40-42,47,后插6
Objective To compare the effectiveness and safety of different concentrations of elastin-like polypeptides (ELP) as novel submucosal injection material for endoscopic submucosal dissection.Methods Forty healthy New Zealand white rabbits were randomly divided into two groups (n=20).The first group by submucosal injection of different drugs were randomly divide into five groups (n=4).Four concentrations of 50 ku ELP (0.05,0.025,0.012 5,0.005 g/ml) were used separately in each group,while glycerin fructose was used for control group.Each solution (2 ml) was injected into the submucosa through the resected margin,the increase of mucosal thickness and surface changes were observed and recorded at 0,5,10,and 30 min.The subgroup by submucosal injection of different drugs were randomly divide into five groups (n=4).The injection pressure of each solution (2 ml) with the 25-gauge needle was calculated by a manometer,which was connected between the needle and syringe.Results The submucosal uplift heights in groups using the 0.05 g/ml ELP and 0.025 g/ml ELP injection were significantly thicker than that of glycerin fructose (P<0.05),the 0.012 5 g/ml ELP and glycerin fructose injection showed no significant difference (P>0.05),whereas the uplift height in glycerin fructose group was thicker than that of the 0.005 g/ml ELP (P<0.05).The injection pressure correlated with the ELP concentration.The injection pressures of 0.05,0.025,0.012 5,0.005 g/ml ELP solutions were (332±36) kPa,(223±24) kPa,(174±22) kPa and (142±19) kPa,respectively,and that of glycerin fructose was (269±17) kPa.The 0.025 g/ml ELP solution was easily injected into the porcine stomach to create submucosal uplift.The injection pressure of the 0.025 g/ml ELP solution showed significantly lower value compared with that of glycerin fructose (P<0.05).Conclusions ELP might be a promising agent for submucosal injection for endoscopic submucosal dissection (ESD),and 0.025 g/ml ELP might be efficient concentration for maintaining mucosal elevation,injection pressure and safety.
9.Situation on the research of Leptotrombidium rubellum
Hao LIN ; Xianguo GUO ; Wenge DONG ; Rong FAN
Chinese Journal of Epidemiology 2015;36(12):1445-1448
10.Detection of HIV-1 p24 based on gold nanoparticle probe and PCR
Huahuang DONG ; Jianli LIU ; Hong ZHU ; Guiyun ZHANG ; Lingzhang MENG ; Wenge XING ; Maofeng QIU ; Yao XIAO ; Jun YAO ; Pinliang PAN ; Yan JIANG
Chinese Journal of Laboratory Medicine 2012;35(5):448-452
ObjectiveTo establish a novel assay for HIV-1 p24 ultrasensitive detection based on Gold Nanoparticle Probe (GNP) and PCR.MethodsSandwich ELISA method was established by a pair of anti-p24 monoclonal antibodies (mAbs),1G12 and 1D4,and was used to detect recombinant HIV-1 p24 antigen.The bio-barcode DNA was 47 bp,selected from genome of Arabidopsis,and formed double-stranded DNA by hybridization with the capture DNA (complementary with bio-barcode DNA) modified with sulfhydryl.Then double-stranded DNA were conjugated on the surface of 1D4-modified gold nanoparticles by sulfhydryl,and the Gold Nanoparticle Probe was produced.1G12 was precoated in the micropaltes,and in the presence of target recombinant HIV-1 p24 protein,a sandwich immuno-complex would form by adding GNP.Then the bio-barcode DNA in the immuno-complex were released by heating as detection signal,and consequently characterized by the polymerase chain reaction (PCR) with synthesized special primers and analyzed by 4% agar gel electrophoresis,so HIV-1 p24 antigen could be evaluated.The sensitivity comparison between the new assay and ELISA can be done.ResultsSandwich ELISA was used to quantify HIV-1 p24 antigen by monoclonal antibodies 1G12 and 1D4,and the limit of detection (LOD) was 1000 pg/ml.The new GNP assay was established by the same pair of antibodies,combined with PCR and agar gel electrophoresis,and was used to indirectly detect HIV-1 p24 antigen.The band intensity of PCR products paralleled with the quantity of HIV-1 p24 antigen,and the limit of detection (LOD) could reach down to 1 pg/ml.ConclusionThe new assay based on GNP and PCR was efficient in the detection of HIV-1 p24,which is at least 3 orders of magnitude more sensitive than traditional ELISA.

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