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.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.
3.ZHOU Peng's Experience in Treating Psoriasis Vulgaris of Blood Stasis Type Based on the Analysis of Dermoscopic Signs
Guo-Ao SHI ; Rui-Ming CHEN ; Xiang JI ; Zhong-Xian LI ; Yong-Qin XIONG ; Xia-Yun ZHOU ; Jing-Jing LI ; Peng ZHOU
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(8):2109-2115
Professor ZHOU Peng has deeply discussed the pathological characteristics of psoriasis vulgaris,emphasizing that the disease is usually manifested deficiency interweaved with excess,leading to frequent recurrence and persistent refractory,which may lead to psychological and emotional problems of patients.This paper further expounds the effect of blood stasis on the pathogenesis,progression and prognosis of psoriasis,and puts forward a new method of combining Lingnan fire needling and filiform needling acupuncture technique to treat psoriasis vulgaris with blood stasis syndrome.Professor ZHOU Peng believes that the treatment principle of this disease is"regulating the mind first,rectifying blood as a base,syndrome differentiating and eliminating pathogenic factors",aiming at comprehensively considering the etiology and symptoms,in order to achieve more effective treatment results.Combined with the analysis of dermoscopic signs,it provides a possible improvement direction for the treatment of psoriasis vulgaris from a new perspective.
4.Protective effect of placental mesenchymal stem cells in the treatment of pancreatic trauma in rats
Hong-Fei DONG ; Xi HUANG ; Zhang-Peng WANG ; Guang-Xu JING ; Ming SHI ; Xian-Hui LI ; Hong-Yu SUN
Medical Journal of Chinese People's Liberation Army 2024;49(4):439-448
Objective To investigate the protective effect of placental mesenchymal stem cells(P-MSCs)on pancreatic trauma(PT)in rats.Methods Sixty healthy adult male SD rats were randomly divided into control group,pancreatic trauma group(inject 1 ml of PBS solution locally in the pancreatic injury area and around the trauma area),and P-MSCs group[inject 1 ml of P-MSCs(1×106/ml)locally in the pancreatic injury area and around the trauma area],with 20 rats in each group.The pancreatic trauma rat model was established using a traumatic pressure of 400 kPa.Five rats were sacrificed at 1,3,5,and 7 d after modeling in each group,and serum and pancreatic tissue were collected.HE staining was used to observe the pathological changes of pancreatic tissue and pathological scores were performed.The ELISA method was used to measure the concentrations of serum amylase(AMS),lipase(LPS),tumor necrosis factor-α(TNF-α),interleukin-6(IL-6),IL-10,and transforming growth factor-β1(TGF-β1),as well as the activities of myeloperoxidase(MPO)and superoxide dismutase(SOD)in pancreatic tissue.The TUNEL method was used to observe the level of apoptosis in pancreatic tissue was observed by the TUNEL method.Results Compared with control group,pancreatic trauma group and P-MSCs group showed significant differences after pancreatic trauma,including the generation of peritoneal fluid increased(P<0.05),the ratio of pancreas to body weight and the total score of pancreatic tissue pathological damage increased(P<0.05),and serum levels of AMS,LPS,TNF-α,IL-6,and MPO activity increased early and showed a decreasing trend over time(P<0.05),while anti-inflammatory factors IL-10 and SOD activity showed an increasing trend over time(P<0.01),level of TGF-β1 in the early decline showed an upward trend over time(P<0.01),and the apoptosis index(AI)significantly increased(P<0.001).Compared with pancreatic trauma group,P-MSCs group showed an improvement in the overall morphology of pancreatic tissue,the generation of peritoneal fluid decreased(P<0.001),the pancreas to body weight ratio and the total score of pancreatic tissue pathological damage decreased(P<0.05),and serum levels of AMS,LPS,IL-6,TNF-α and MPO activity returned to normal levels faster(P<0.05);and the rate of anti-inflammatory factors IL-10,TGF-β1 and SOD activity elevation increased(P<0.05),the AI increased(P<0.001).Conclusion P-MSCs can achieve therapeutic effects on pancreatic trauma in rats by promoting pancreatic tissue repair,reducing local and systemic inflammation,improving tissue oxidative stress,and enhancing pancreatic acinar cell apoptosis.
5.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.
6.Diurnal rhythm of PXR or PPARα activation-induced liver enlargement
Tu XIAN ; Jia-ning TIAN ; Xuan LI ; Shi-cheng FAN ; Cheng-hui CAI ; Peng-fei ZHAO ; Min HUANG ; Hui-chang BI
Acta Pharmaceutica Sinica 2024;59(12):3251-3260
Liver size is regulated by circadian clock and exhibits a diurnal rhythm. Pregnane X receptor (PXR) and peroxisome proliferator-activated receptor
7.Effect of Shugan Tiaoshen acupuncture combined with western medication on depression-insomnia comorbidity due to COVID-19 quarantine: a multi-central randomized controlled trial.
Lu-da YAN ; Zhong-Xian LI ; Yu ZHANG ; Xue-Song LIANG ; Jing-Jing LI ; Miao WU ; Guo-Ao SHI ; Rui-Ming CHEN ; Xiang JI ; Si-Yao ZUO ; Shi-Yun CHEN ; Peng ZHOU ; Wen-Bin FU
Chinese Acupuncture & Moxibustion 2023;43(3):255-260
OBJECTIVE:
To observe the effect of Shugan Tiaoshen acupuncture (acupuncture for soothing the liver and regulating the mentality) combined with western medication on depression and sleep quality in the patients with depression-insomnia comorbidity due to COVID-19 quarantine, and investigate the potential mechanism from the perspective of cortical excitability.
METHODS:
Sixty patients with depression-insomnia comorbidity due to COVID-19 quarantine were randomly divided into an acupuncture group and a sham-acupuncture group, 30 cases in each one. The patients of both groups were treated with oral administration of sertraline hydrochloride tablets. In the acupuncture group, Shugan Tiaoshen acupuncture was supplemented. Body acupuncture was applied to Yintang (GV 24+), Baihui (GV 20), Hegu (LI 4), Zhaohai (KI 6), Qihai (CV 6), etc. The intradermal needling was used at Xin (CO15), Gan (CO12) and Shen (CO10). In the sham-acupuncture group, the sham-acupuncture was given at the same points as the acupuncture group. The compensatory treatment was provided at the end of follow-up for the patients in the sham-acupuncture group. In both groups, the treatment was given once every two days, 3 times a week, for consecutive 8 weeks. The self-rating depression scale (SDS) and insomnia severity index (ISI) scores were compared between the two groups before and after treatment and 1 month after the end of treatment (follow-up) separately. The cortical excitability indexes (resting motor threshold [rMT], motor evoked potential amplitude [MEP-A], cortical resting period [CSP]) and the level of serum 5-hydroxytryptamine (5-HT) were measured before and after treatment in the two groups.
RESULTS:
After treatment and in follow-up, SDS and ISI scores were decreased in both groups compared with those before treatment (P<0.05), and the scores in the acupuncture group were lower than those in the sham-acupuncture group (P<0.05), and the decrease range in the acupuncture group after treatment was larger than that in the sham-acupuncture group (P<0.05). After treatment, rMT was reduced (P<0.05), while MEP-A and CSP were increased (P<0.05) in the acupuncture group compared with that before treatment. The levels of serum 5-HT in both groups were increased compared with those before treatment (P<0.05). The rMT in the acupuncture group was lower than that in the sham-acupuncture group, while MEP-A and CSP, as well as the level of serum 5-HT were higher in the acupuncture group in comparison with the sham-acupuncture group (P<0.05).
CONCLUSION
Shugan Tiaoshen acupuncture combined with western medication can relieve depression and improve sleep quality in the patients with depression-insomnia comorbidity due to COVID-19 quarantine, which is probably related to rectifying the imbalanced excitatory and inhibitory neuronal functions.
Humans
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Depression
;
Quarantine
;
Serotonin
;
Sleep Initiation and Maintenance Disorders
;
COVID-19
;
Acupuncture Therapy
;
Comorbidity
8.Effect of Cyr61 on Imatinib Resistance in Chronic Myeloid Leukemia and Its Mechanism.
Yan-Fang SONG ; Li LUO ; Peng-Chong SHI ; Zhao-Zhong LI ; Tai-Gang ZHANG ; Ying-Ping CAO ; Xian-Jin ZHU
Journal of Experimental Hematology 2023;31(1):1-7
OBJECTIVE:
To investigate the effect of Cyr61 on imatinib (IM) resistance in chronic myeloid leukemia (CML) and its mechanism.
METHODS:
Cyr61 level in cell culture supernatant was determined by enzyme-linked immunosorbent assay. The expression of Cyr61 and Bcl-xL were measured by real-time PCR and Western blot. Cell apoptosis was analyzed using an Annexin V-APC Kit. Expression of signal pathways related proteins was determined by Western blot.
RESULTS:
The level of Cyr61 obviously increased in K562G cells (IM resistance to CML cell line K562). Down-regulating the expression of Cyr61 decreased the resistance of K562G cells to IM and promoted IM induced apoptosis. In CML mouse model, down-regulating the expression of Cyr61 could increase the sensitivity of K562G cells to IM. The mechanism studies showed that Cyr61 mediated IM resistance in CML cells was related to the regulation of ERK1/2 pathways and apoptosis related molecule Bcl-xL by Cyr61.
CONCLUSION
Cyr61 plays an important role in promoting IM resistance of CML cells. Targeting Cyr61 or its related effectors pathways may be one of the ways to overcome IM resistance of CML cells.
Animals
;
Humans
;
Mice
;
Apoptosis
;
Drug Resistance, Neoplasm
;
Imatinib Mesylate/pharmacology*
;
K562 Cells
;
Leukemia, Myelogenous, Chronic, BCR-ABL Positive/metabolism*
;
Signal Transduction
9. Effects of berberine on colon dermal cell apoptosis in mice with ulcerative colitis based on JAK/STAT signaling pathway
Chun-Lin LI ; Pi-Xian SHUI ; Shi-Chao LI ; Ying-Tian JIA ; Jian LI ; Kun-Peng ZHAO
Chinese Pharmacological Bulletin 2023;39(5):938-945
Aim To analyze the effects of berberine on the apoptosis of colon epithelial cells and polymorpho-nuclear neutrophils ( PMNs) in mice with ulcerative colitis ( UC ) by regulating JAK/STAT signaling pathway. Methods The UC mouse models were established by dextran sulfate sodium ( DSS) method and were randomly divided into control group, UC group, low-dose, middle-dose and high-dose berberine groups and positive drug group ( mesalazine enteric-coated tablet group) . In addition, the mice were randomly di¬vided into UC group, high-dose berberine group, AG490 group, and high-dose berberine + AG490 group. Levels of serum tumor necrosis factor a (TNF-α) and interleukin 6 (IL-6) and colon epithelial cell apoptosis and PMN apoptosis were compared among the groups. Western blot was used to detect the expres¬sions of colon tissue apoptosis-related and JAK/STAT signaling pathway-related proteins. Results The lev¬els of serum TNF-α and IL-6, apoptosis rate of colon epithelial cell and protein expressions of Fas, FasL, Bax, caspase-3, p-JAK2/JAK2 and p-STAT3/STAT3 in each dose berberine group and positive drug group were significantly lower than those in UC group (P < 0.05), and the above indicators in berberine groups were reduced gradually (P <0.05) . The PMN apoptosis rate and Bcl-2 protein expression were significantly higher in each dose berberine group and positive drug group than those in UC group (P <0. 05) , and the two indicators increased gradually in berberine groups ( P < 0.05). AG490 could reverse the above effects of berberine ( P < 0. 05 ). Conclusions Berberine can inhibit the apoptosis of colon epithelial cell and promote the apoptosis of PMN in UC mice by regulating the JAK/STAT signaling pathway, and then play a role in the treatment of UC.
10.Study on the construction of comprehensive evaluation index system of integrated health management and service ability of the close-knit medical consortium
Xin-Yi SHI ; Xian WU ; Ming-Yao PENG ; Zi-Nan ZHANG ; Zhong-Hua WANG
Chinese Journal of Health Policy 2023;16(11):53-59
Objective:To construct a comprehensive evaluation index system for integrated health management service capacity of the close-knit medical consortium,and to provide an effective evaluation tool for promoting the construction of a close-knit medical consortium in China.Methods:Based on service chain theory,the initial index pool is established from four dimensions of service guarantee,service guidance,service provision and service evaluation through policy analysis,literature reading and field investigation.Delphi method is used to improve the evaluation indicators through two rounds of expert consultation,and the analytic hierarchy process is used to determine the weight of each indicator.Results:The constructed index system consists of 4 first-class indicators,11 second-class indicators and 50 third-class indicators.The weights of service guarantee,service guidance,service provision and service evaluation are 0.133,0.301,0.401 and 0.165 respectively.Conclusions:Based on the service chain theory,this study applies Delphi expert consultation method and the analytic hierarchy process and invites experts in relevant fields to carry out consultation,aiming at constructing a comprehensive evaluation index system for the integrated health management service capacity of the close-knit medical consortium with strong operability and scientific rationality,and providing an effective evaluation tool for promoting the construction of the close-knit medical consortium in China.

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