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. Ligustilide delays senescence of auditory cortex in mice by inhibiting ferritinophagy
Ying-Dong ZHOU ; Meng-Xian ZHANG ; Qing-Ling WANG ; Hao-Ran KANG ; Zhi-Cheng ZHANG ; Xiang-Dong GUO ; Qing-Lin WANG ; Ya-Min LIU
Chinese Pharmacological Bulletin 2024;40(3):455-461
Aim To investigate the mechanism of ligu aged 2 months of the same strain were used as the constilide (LIG) in delaying the senescence of auditory trol (Ctrl) group. Auditory brainstem response test was cortex and treating central presbycusis. Methods used to detect the auditory threshold of mice before and Forty C57BL/6J mice aged 13 months were randomly di after treatment. Levels of serum MDA and activity of vided into ligustilide low-dose(L-LIG) group, ligustil serum SOD were detected to display the level of oxidative ide medium-dose (M-LIG) group, ligustilide high-dose stress. The pathological changes of auditory cortex were (H-LIG) group and aging (Age) group, and 10 mice observed by HE staining. Ferroptosis was observed by
3.Effect of high intensity focused ultrasound treatment on ovarian reserve capacity in adenomyosis
Yi-Lin QIAN ; Hui-Xian CHEN ; Qing-Yue CHEN ; Dong-Qin HE ; Shu-Jing CHEN
Chinese Medical Equipment Journal 2024;45(1):67-70
Objective To explore the impact of high intensity focused ultrasound(HIFU)treatment on ovarian reserve capacity in adenomyosis.Methods Clinical data of 106 adenomyosis patients who underwent HIFU treatment from May 2019 to December 2020 at some hospital were analyzed retrospectively.All the patients were treated with HIFU,and color Doppler ultrasonography was performed before and after 6 months of treatment,respectively.The resistance index,pulsatility index,vascularization index,blood flow index,vascularization blood flow index and sinus follicle number were obtained,and serum anti-Mullerian hormone(AMH),follicle-stimulating hormone(FSH)and luteinizing hormone(luteinizing hormone)were measured.The correlation between serum AMH levels and FSH and LH levels was analyzed.SPSS 21.0 statistical software was used for data analysis.Results After 6 months of treatment serum FSH,LH,value of FSH/LH,resistance index and pulsatility index significantly decreased while vascularization index,blood flow index,vascularization blood flow index,number of sinus follicles,and serum AMH level obviously increased when compared with those before treatment,with the differences being statistically significant(P<0.05).Serum AMH levels were negatively correlated with FSH and LH levels(r=-0.448,-0.527,P<0.05)after 6 months of treatment.Conclusion HIFU treatment reduces sex hormone levels,elevates serum AMH levels and sinus follicle number,and may improve ovarian reserve capacity in patients with adenomyosis.[Chinese Medical Equipment Journal,2024,45(1):67-70]
4.Protective effects of Ginkgo biloba extract on presbycusis in the rat model via autophagy pathway
Qing-Ling WANG ; Meng-Xian ZHANG ; Ying-Dong ZHOU ; Hao-Ran KANG ; Xiang-Dong GUO ; Qing-Lin WANG
Chinese Traditional Patent Medicine 2024;46(1):65-71
AIM To investigate the effects of Ginkgo biloba extract on hearing function,cochlear morphology and autophagy-related protein expression in a rat model of presbycusis.METHODS Forty-five rats were randomly divided into the control group,the model group and the low,medium and high dose G.biloba extract groups(10,20 and 30 mg/kg),with 9 rats in each group.The rat model of presbycusis was established by intraperitoneal injection of 500 mg/kg D-galactose(D-gal).Eight weeks after the corresponding administration,the rats had their changes of hearing threshold detected by the auditory brainstem evoked potential(ABR);their morphological changes of cochlear hair cells,stria vascularis(SV)and spiral ganglion cells observed by HE staining;their number of hair cells inside and outside the cochlea detected by immunofluorescence staining;their ultrastructure changes of cochlear hair cells observed by transmission electron microscopy;and their expression of autophagy-related proteins in cochlea tissue detected by Western blot.RESULTS Compared with the control group,the model group displayed increased ABR threshold(P<0.01);more severely damaged inner and outer hair cells,spiral ganglion cells and SV,decreased SV thickness and numbers of spiral ganglion cells,inner and outer hair cells and autophagosomes(P<0.01);decreased protein expressions of Beclin1 and LC3 Ⅱ and ratio of LC3 Ⅱ/LC3 Ⅰ in cochlear tissue(P<0.01),and higher P62 protein expression(P<0.01).Compared with the model group,the medium and high dose G.biloba extract groups shared decreased ABR thresholds(P<0.01);improved morphology of inner and outer hair cells and SV in the cochlea,normalized,morphology of spiral ganglion cells,and increased SV thickness and the numbers of spiral ganglion cells,inner and outer hair cells and autophagosomes(P<0.05,P<0.01);increased protein expressions of Beclin1 and LC3 Ⅱ and the ratio of LC3 Ⅱ/LC3 Ⅰ in the cochlea(P<0.01),and decreased P62 protein expression(P<0.01).CONCLUSION The protective effects G.biloba extract on hearing function and cochlear cells in the rat model of presbycusis may be associated with the up-regulated expression of Beclin1 and LC3 Ⅱ proteins and down-regulated P62 protein expression in cochlear tissues.
5.Genetic analysis of a fetus with Pitt-Hopkins syndrome due to a 18q21.2q21.31 microdeletion
Yan ZHANG ; Li′na ZENG ; Li LIN ; Xian DONG ; Kun LIN ; Huanghui CHEN
Chinese Journal of Medical Genetics 2024;41(5):622-625
Objective:To carry out invasive prenatal diagnosis for a fetus with ultrasound-indicated agenesis of corpus callosum and explore its genetic etiology.Methods:A pregnant woman presented at the Affiliated Hospital of Putian College on December 16, 2022 was selected as the study subject. Amniotic fluid and peripheral blood samples from the fetus and the couple were collected. Conventional G-banded chromosomal karyotyping was carried out, and whole-genome copy number variation analysis was performed using single nucleotide polymorphism microarray (SNP-array).Results:The karyotypes of the fetus and the couple were normal by the G-banding analysis. SNP-array analysis of the amniotic fluid sample revealed a 4.5 Mb microdeletion in the 18q21.2q21.31 region of the fetus. SNP-array analysis of peripheral blood samples from the couple did not find any abnormality.Conclusion:Through G-banded chromosomal karyotyping and SNP-array analysis, a fetus with 18q21.2q21.31 microdeletion was identified, which has conformed to the diagnosis of Pitt-Hopkins syndrome. Above finding has provided a basis for genetic counseling for the couple.
6.Significance and Approach of Increasing Drug Loading in Solid Preparation of Traditional Chinese Medicine
Yuxuan DONG ; Yan WANG ; Yanlong HONG ; Xiao LIN ; Jiechen XIAN ; Lijie ZHAO ; Fei WU ; Youjie WANG
Chinese Journal of Modern Applied Pharmacy 2024;41(3):420-427
Drug loading is an important index to evaluate the quality of solid preparation of traditional Chinese medicine. Drug loading is restricted by drug characteristics, dosage form, process, and drug delivery in vivo, which affects the preparation process, therapeutic effect, and drug release rate. By consulting domestic and foreign literature, this paper put forward the significance of increasing the drug loading: improving the compliance of patients, reducing the production cost, reducing the risk of the excipients. In this review, the possible approaches to increase drug loading, such as the selection of high-efficiency excipients, suitable drug preparation techniques, and modification of the physical properties of drugs are summarized. It will provide theoretical basis through this review for the development of high drug loading and high-quality formulations.
7.Laxation Atherosclerosis of Guizhi Tongluo Tablets by Inhibiting Neutrophil Extracellular Trapping Nets
Qiuyun LYU ; Lin YANG ; Dong SHEN ; Xiaojing HUANG ; Xianmei PAN ; Senjie ZHONG ; Jie CHEN ; Lingjun WANG ; Shaoxiang XIAN ; Wenhua XU ; Hongcheng FANG
Herald of Medicine 2024;43(12):1898-1903
Objective To investigate the mechanism of Guizhi Tongluo Tablets(GZTLP)on improving atherosclerosis in APOE knockout mice by regulating neutrophil extracellular trapping nets(NETs).Methods After modeling,24 APOE knockout mice aged 8 weeks were randomly divided into 4 groups:GZTLP high-dose group,low-dose group,model control group and normal control group,with 6 mice in each group.GZTLP was given 1.87 mg·g-1 and 0.47 mg·g-1 intragastric administration in high-dose group and low-dose group,respectively.The normal control group and model control group were given 0.9%sodium chloride solution intragastric administration for 6 weeks,and the lipid plaque deposition in aorta was observed by gross oil red O staining.Lipid deposition in aortic root was observed by oil red O staining.The pathological changes of lipid plaques in aortic root were observed by HE staining.The levels of interleukin-1β(IL-1β)and tumor necrosis factor α(TNF-α)in peripheral blood of mice were detected by enzyme-linked immunosorbent assay(ELISA).The expression of lymphocyte antigen 6G(Ly6G),myeloperoxidase(MPO)and citrulinated histone(Cit-H3)in plaques of the aortic arch and the colocalization of Ly6G,MPO and Cit-H3 were detected by immunofluorescence assay.Results Compared with the normal control group,the aorta of mice in the model control group showed serious lipid plaque deposition,morphological damage,and a large number of inflammatory cells infiltration,the contents of serum inflammatory factors IL-1β and TNF-α were increased,and the protein expressions of Ly6G,Cit-H3 and MPO were significantly increased.Compared with model control group,GZTLP group reduced the amount of lipid plaque deposition in aorta,the arrangement of aortic cells was more regular,the inflammatory cell infiltration was improved,and the contents of serum inflammatory factors IL-1β and TNF-α were significantly decreased(P<0.05).The colocalization and the protein expression of Ly6G,MPO and Cit-H3 were significantly decreased in aortic tissues(P<0.01).Conclusions GZTLP can improve atherosclerosis,and its mechanism may be related to the inhibition of neutrophil extracellular trapping nets.
8.A prospective randomized controlled study on probiotics for the prevention of antibiotic-associated diarrhea in infants and young children
Su-Wei ZHANG ; Xian ZHI ; Meng-Yu WANG ; Dong-Lin SHEN
Chinese Journal of Contemporary Pediatrics 2024;26(10):1108-1114
Objective To evaluate the preventive effects of Saccharomyces boulardii powder and tetragenous viable Bifidobacterium tablets on antibiotic-associated diarrhea(AAD)in infants and young children.Methods Children under three years old admitted to the Department of Pediatrics,Affiliated Hospital of Xuzhou Medical University due to non-gastrointestinal infections and requiring antibiotic treatment from July to December 2023 were enrolled.The children were randomly divided into a control group(n=47),a Saccharomyces boulardii group(n=70),and a Bifidobacterium group(n=65)using a random number table method.The control group received antibiotics and symptomatic supportive treatment according to relevant clinical guidelines.In addition to the treatment given to the control group,the Saccharomyces boulardii group and the Bifidobacterium group were respectively administered with Saccharomyces boulardii powder and tetragenous viable Bifidobacterium tablets.Based on the duration of probiotic use(7 days,14 days,and 21 days),the Saccharomyces boulardii group was further divided into 7 d,14 d,and 21 d subgroups,and similarly for the Bifidobacterium group.The incidence of AAD and ratio of cocci to bacilli in feces were compared among the groups after treatment.Results The incidence rate of AAD in both the Saccharomyces boulardii group and the Bifidobacterium group was lower than that in the control group(P<0.017).The duration of AAD and the length of hospital stay were shorter in the Saccharomyces boulardii and Bifidobacterium groups compared to the control group(P<0.05).In the control group,the ratio of cocci to bacilli in feces on days 7,14,and 21 was higher than on day 1(P<0.05).Within-group comparisons showed that the ratio of cocci to bacilli in feces on day 14 in the Bifidobacterium 14 d and 21 d groups were lower than on day 1(P<0.05);and the ratios on day 14 in the control group,Saccharomyces boulardii 14 d group,Saccharomyces boulardii 21 d group,Bifidobacterium 14 d group,and Bifidobacterium 21 d group were lower than on day 7(P<0.05).The ratios on day 21 in the control group and the Saccharomyces boulardii 21 d group were lower than on days 7 and 14(P<0.05).Between-group comparisons indicated that on day 7,the ratios of cocci to bacilli in feces in the Saccharomyces boulardii 7 d,14 d,21 d groups,and Bifidobacterium 7 d,14 d,21 d groups were all lower than in the control group(P<0.05);on day 14,the ratios of cocci to bacilli in feces 14 d and 21 d groups were lower than in the control group and the Bifidobacterium 7 d group(P<0.05).Conclusions Both Saccharomyces boulardii and tetragenous viable Bifidobacterium can effectively improve gut microbiota and prevent the occurrence of AAD in infants and young children.Compared to short-term treatment,appropriately extending the duration of probiotic therapy can further improve the structure of gut microbiota.
9.Latent profile analysis of self-care behavior in patients with chronic heart failure
Xinyue DONG ; Ying LIN ; Xiaoyan CHU ; Zhiyun SHEN ; Xiao CHEN ; Xian ZHANG ; Yike ZHU ; Zhenning LU ; Yuxia ZHANG
Chinese Journal of Practical Nursing 2024;40(30):2321-2329
Objective:To explore the characteristics and typology of self-care behavior among patients with chronic heart failure (CHF), and analyze their influencing factors.Methods:A cross-sectional study was used. A total of 318 patients with CHF who were hospitalized in the Heart Center of Zhongshan Hospital, Fudan University from November 2022 to July 2023 were selected by continuous enrollment method. The General Information Questionnaire, Heart Failure Self-care Index Scale, Brief Illness Perception Questionnaire, Self-efficacy for Managing Chronic Disease 6-item Scale, Perceived Social Support Scale, Atlanta Heart Failure Knowledge Test-V2 and Self-Care Confidence Scale were used to investigate. Latent profile analysis was utilized to delineate the characteristics and subtypes of self-care behaviors in CHF patients and examine the influencing factors.Results:A total of 291 patients were included in this study, including 190 males and 101 females, aged 67 (61, 74) years old. The analysis identified three latent categories of self-care behaviors among CHF patients: 26 cases in high self-care group, 131 cases in moderate self-care with deficiencies in maintenance and symptom perception group, and 134 cases in low self-care group.Ordered multicategorical Logistic regression analysis revealed that age ( OR=1.023, 95% CI 1.001-1.046, P<0.05), self-care confidence ( OR=0.859, 95% CI 0.817-0.904, P<0.01), and social support ( OR=0.966, 95% CI 0.940-0.993, P<0.05) were the factors influencing the potential categories of self-care behavior in CHF patients. Conclusions:The study identifies distinct categorical characteristics of self-care behaviors in patients with CHF. Healthcare professionals can leverage these findings to identify the self-care behavior characteristics and influencing factors for each patient category at an early stage, thereby providing personalized and precise support strategies to help patients enhance self-care behaviors.
10.Genetic Subtypes and Pretreatment Drug Resistance in the Newly Reported Human Immunodeficiency Virus-Infected Men Aged≥50 Years Old in Guangxi.
Ning-Ye FANG ; Wen-Cui WEI ; Jian-Jun LI ; Ping CEN ; Xian-Xiang FENG ; Dong YANG ; Kai-Ling TANG ; Shu-Jia LIANG ; Yu-Lan SHAO ; Hua-Xiang LU ; He JIANG ; Qin MENG ; Shuai-Feng LIU ; Qiu-Ying ZHU ; Huan-Huan CHEN ; Guang-Hua LAN ; Shi-Xiong YANG ; Li-Fang ZHOU ; Jing-Lin MO ; Xian-Min GE
Acta Academiae Medicinae Sinicae 2023;45(3):399-404
Objective To analyze the genetic subtypes of human immunodeficiency virus (HIV) and the prevalence of pretreatment drug resistance in the newly reported HIV-infected men in Guangxi. Methods The stratified random sampling method was employed to select the newly reported HIV-infected men aged≥50 years old in 14 cities of Guangxi from January to June in 2020.The pol gene of HIV-1 was amplified by nested reverse transcription polymerase chain reaction and then sequenced.The mutation sites associated with drug resistance and the degree of drug resistance were then analyzed. Results A total of 615 HIV-infected men were included in the study.The genetic subtypes of CRF01_AE,CRF07_BC,and CRF08_BC accounted for 57.4% (353/615),17.1% (105/615),and 22.4% (138/615),respectively.The mutations associated with the resistance to nucleoside reverse transcriptase inhibitors (NRTI),non-nucleoside reverse transcriptase inhibitors (NNRTI),and protease inhibitors occurred in 8 (1.3%),18 (2.9%),and 0 patients,respectively.M184V (0.7%) and K103N (1.8%) were the mutations with the highest occurrence rates for the resistance to NRTIs and NNRTIs,respectively.Twenty-two (3.6%) patients were resistant to at least one type of inhibitors.Specifically,4 (0.7%),14 (2.3%),4 (0.7%),and 0 patients were resistant to NRTIs,NNRTIs,both NRTIs and NNRTIs,and protease inhibitors,respectively.The pretreatment resistance to NNRTIs had much higher frequency than that to NRTIs (2.9% vs.1.3%;χ2=3.929,P=0.047).The prevalence of pretreatment resistance to lamivudine,zidovudine,tenofovir,abacavir,rilpivirine,efavirenz,nevirapine,and lopinavir/ritonavir was 0.8%, 0.3%, 0.7%, 1.0%, 1.3%, 2.8%, 2.9%, and 0, respectively. Conclusions CRF01_AE,CRF07_BC,and CRF08_BC are the three major strains of HIV-infected men≥50 years old newly reported in Guangxi,2020,and the pretreatment drug resistance demonstrates low prevalence.
Male
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Humans
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Middle Aged
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Reverse Transcriptase Inhibitors/therapeutic use*
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HIV Infections/drug therapy*
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Drug Resistance, Viral/genetics*
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China/epidemiology*
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Mutation
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HIV-1/genetics*
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Protease Inhibitors/therapeutic use*
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Genotype


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