1.CMM-EmbedCluster: a clustering framework for Chinese materia medica based on large language model and Chinese materia medica property theory
Jiayi He ; Jiadong Xie ; Kongfa Hu ; Haiyan Li
Digital Chinese Medicine 2026;9(2):278-289
Objective:
This study proposes a clustering framework for Chinese materia medica (CMM) based on a large language model (LLM), aiming to explore potential compatibility patterns among CMMs from the semantic perspective of CMM property theory.
Methods:
First, a CMM property knowledge base was constructed based on Chinese Materia Medica, including 567 commonly used CMMs characterized by four properties, five flavors, and meridian tropism. Then, 49 CMMs derived from 10 prescriptions for Zangdu (脏毒, pathogenic toxins) recorded in Waike Zhengzong (《外科正宗》, Orthodox Manual of External Medicine) and Yangke Xinde Ji (《疡科心得集》, Collected Insights on Ulcer Medicine) were selected as the experimental dataset. Five semantic representation methods—One-Hot, Word2Vec, Bidirectional Encoder Representations from Transformers (BERT), Beijing Academy of Artificial Intelligence General Embedding (BGE), and Qwen—were applied to encode CMM property information into vector representations. Subsequently, t-distributed Stochastic Neighbor Embedding (t-SNE) was used for nonlinear dimensionality reduction on high-dimensional semantic vectors, followed by k-means clustering (k = 7). Clustering performance was evaluated using the Silhouette Score (SS), Davies-Bouldin Index (DBI), and Calinski-Harabasz Index (CHI).
Results:
The Qwen-based clustering method, CMM-EmbedCluster, achieved the highest SS (0.607 4) and CHI (158.057 2), as well as the lowest DBI (0.499 5), indicating improved cluster separation and compactness compared with other methods. Visualization of CMM clustering results showed that the clusters were well separated in the low-dimensional space, with strong inter-cluster discrimination and high intra-cluster functional consistency. Further interpretability analysis of CMM clustering results revealed stable structural differences among clusters in terms of four properties, five flavors, and meridian tropism, forming functional partitions consistent with CMM property theory.
Conclusion
CMM-EmbedCluster utilizes an LLM to achieve semantic-level representation and clustering of CMMs within the framework of CMM property theory, providing support for exploring potential compatibility patterns among CMMs from the perspective of CMM property semantics.
2.Sequence determination and analysis of whole genome of enzootic nasal tumor virus of goats in Yunnan Province
Lichun XIE ; Zixi LUO ; Qian LI ; Shulin MAI ; Haiyan YAO ; Xiao ZHANG ; Shanshan QI ; Guishu YANG ; Gefen YIN ; Yongneng LI
Chinese Journal of Veterinary Science 2025;45(8):1632-1641
To further investigate the molecular genetic characteristics of enzomatic nasal tumor vi-rus of goats(ENTV-2)in Yunnan Province,this study measured and analyzed the entire genome of ENTV-2 in Yunnan Province.The results showed that the complete genome sequence of the EN-TV-2 YN2023 strain(GenBank accession number:PP682590.1)was successfully obtained.The YN2023 strain has a total length of 7 307 bp and a typical structure of 5'-M5-gag-pro-pol-env-M3-3'.Whole genome sequence homology analysis showed that the nucleotide homology between YN2023 strain and 41 reference strains ranges from 85.3%to 95.5%.The whole genome evolution-ary tree indicates that the YN2023 strain is closely related to the prevalent strains in China,with certain genetic diversity and geographical clustering.The analysis of the gag gene evolutionary tree shows that the gag gene cluster of YN2023 strain is on a branch of the ENTV-2 gag gene,and YN2023 is clustered on the same small branch as enENTV-FJ1 and GDQY2017 strains,with the closest genetic relationship.The env gene evolutionary tree shows that YN2023 is on the same branch as GDQY2017,GDZJ2022,ENTV-2CHN1-6,ENTV-FJ1,and ENTV-FJ3,and is also on the same branch as GDQY2017,indicating a close genetic relationship.Recombination analysis showed that the YN2023 strain underwent a potential recombination event between breakpoint positions 6378-7478 bp,with the Chinese Chongqing strain enENTV-CQ1(OR669623.1)as the primary parent and the Chinese Sichuan strain BH(MT254062.1)as the secondary parent.This study enriches the genomic information of the ENTV-2 strain in Yunnan Province and provides data sup-port for the genetic variation of ENTV-2 in Yunnan Province.
3.Effect of Roy adaptation model-based nursing in patients with Guillain-Barre syndrome
Fengmei MA ; Chunxia LIU ; Jie FAN ; Hui QI ; Jing XIE ; Jingjing CHEN ; Haiyan PANG
Chinese Journal of Modern Nursing 2025;31(31):4303-4306
Objective:To explore the effectiveness of nursing based on the Roy model in patients with Guillain-Barre syndrome (GBS) .Methods:Convenience sampling was used to select 55 patients with GBS at the First People's Hospital of Shangqiu between January 2020 and May 2024 as study subjects. Patients were divided into an intervention group ( n=28) and a control group ( n=27). Control group received conventional nursing, while intervention group received nursing based on Roy adaptation model. The recovery time, psychological state, and social support of the two groups of patients were compared. Results:Intervention group demonstrated shorter recovery times, lower anxiety and depression scores, and higher Social Support Rating Scale scores compared to control group, with all differences being statistically significant ( P<0.05) . Conclusions:The Roy model nursing in this study of GBS patients, effectively improves recovery outcomes, psychological state, and social support among GBS patients through comprehensive assessment, personalized nursing intervention, and ongoing evaluation.
4.Work fatigue risks and influencing factors among clinical nursing staff in a tertiary hospital in Xingguo county
Guifang XU ; Yonghui ZENG ; Liyun CHEN ; Haiyan XIE ; Chunhua CHEN ; Hui LU
Modern Hospital 2025;25(11):1786-1789
Objective This study aims to investigate the work fatigue risks of clinical nursing staff in a tertiary hospital in Xingguo County and analyze the influencing factors,providing a reference for formulating scientific work processes and systems and improving nursing quality.Methods A convenience sampling was conducted to select 179 clinical nurses from a tertiary hos-pital in Xingguo County from March to April 2025.A self-designed general information questionnaire,a clinical nursing staff work fatigue risk assessment questionnaire,and the nurse work stressor scale were used for the investigation.Univariate and multiple linear regression analyses were conducted to identify the influencing factors of work fatigue risks.Results A total of 186 ques-tionnaires were distributed,with 7 excluded as invalid and 179 valid responses(96.24%).The work fatigue risk assessment score of the 179 clinical nurses was(84.39±10.26),indicating a relatively high level of fatigue.There were significant differ-ences in work fatigue risk scores across genders,weekly working hours,years of work experience,contract types,and work stress levels(P<0.05).Multiple linear regression analysis showed that gender(B=0.624,95%CI=0.194~1.054),weekly work-ing hours(B=0.037,95%CI=0.067~0.007),years of work experience(B=0.028,95%CI=0.010~0.046),contract type(B=-0.517,95%CI=-0.997~-0.037),and work stress(B=0.127,95%CI=0.050~0.204)were the influen-cing factors of work fatigue risks(P<0.05).Conclusion The work fatigue risks of clinical nursing staff in a tertiary hospital in Xingguo County are at a relatively high level.Gender,weekly working hours,years of work experience,contract type,and work stress are the main influencing factors.Nursing managers should pay attention to these factors and take targeted measures to inter-vene and reduce the work fatigue risks of nursing staff.
5.Trend of incidence of postoperative pneumonia in a tertiary first-class cancer hospital in Fujian Province:an analysis based on Joinpoint regre-ssion model
Lingyu LAI ; Shilun LI ; Cuiyun ZHOU ; Jinchan YAO ; Haiyan LIN ; Jianzhong XIE
Chinese Journal of Infection Control 2025;24(11):1619-1626
Objective To analyze the temporal changing trend of postoperative pneumonia(POP)monitoring data in a tertiary first-class cancer hospital in Fujian Province from 2018 to 2023,and provide reference for the effective-ness of implementation of healthcare-associated infection(HAI)prevention and control measures.Methods The temporal changing trend of POP monitoring data of cancer patients in this hospital from 2018 to 2023 was analyzed by Joinpoint regression model,and the average annual percentage change(AAPC)was calculated.Results From 2018 to 2023,the POP incidences of all cancer patients and patients with different tumors in this hospital were as follows:3.46%in all cancer patients,4.77%,18.16%,11.50%,4.66%,0.85%,3.74%,and 0.46%in pa-tients with lung cancer,esophageal cancer,gastric cancer,intestinal cancer,gynecological tumors,hepatobiliary-pancreatic tumor,as well as head and neck tumors,respectively.From 2018 to 2023,the POP incidence of all can-cer patients in the hospital decreased from 5.47%to 1.73%,and POP incidences of patients with lung cancer,gas-tric cancer,and intestinal cancer decreased from 12.23%,14.93%,and 4.40%to 2.60%,3.73%,and 2.09%,respectively.Joinpoint regression model analysis showed that from 2018 to 2023,the AAPC of POP incidence of all cancer patients in the hospital was-19.78%,and the AAPCs of patients with lung cancer,gastric cancer,and in-testinal cancer were-23.69%,-27.30%,and-19.40%,respectively.The incidences of POP in all cancer pa-tients,as well as patients with lung cancer,gastric cancer,and intestinal cancer all showed downward trends,and the differences were all statistically significant(all P<0.05).According to age,the AAPCs of the ≤60 and>60 year old groups were-22.02%and-20.48%,respectively,both groups showed statistically significant difference in trends(both P<0.05).In terms of gender,the AAPCs of the male and female groups were-16.56%and-28.35%,respectively,both groups showed statistically significant difference in trends(both P<0.05).From 2018 to 2023,Klebsiella pneumoniae showed a significant upward trend in the constituent of POP pathogens in cancer patients,with an AAPC of 6.92%,and the difference was statistically significant(P<0.05).Conclusion The incidences of POP in some cancer patients in the hospital present significant downward trends,indicating that HAI infection prevention and control measures are effective,but it is still necessary to strengthen the meticulous management of the whole perioperative process.
6.Evaluation of the efficacy of a customized surgical approach for congenital optic disc pit with maculopathy
Haiyan ZHU ; Ju GUO ; Pengyi ZHOU ; Qianqian ZHAI ; Bo JIN ; Kunpeng XIE ; Liping DU ; Xuemin JIN
Chinese Journal of Ocular Fundus Diseases 2025;41(5):386-392
Objective:To observe the curative effect of a personalized surgical scheme based on scanning source optical coherence tomography (SS-OCT) image features in the treatment of congenital optic disc pit (ODP) with maculopathy (ODP-M).Methods:A prospective interventional cohort study. From September 2019 to May 2024, 15 patients with 15 eyes who were diagnosed with ODP-M by ophthalmology examination in Department of Ophthalmonogy of The First Affiliated Hospital of Zhengzhou University were included in the study. Best corrected visual acuity (BCVA) and SS-OCT were performed in all affected eyes. Standard E word visual acuity chart was used for BCVA examination, which was converted into logarithm of the minimum angle of resolution (logMAR) BCVA for record. The center retinal thickness (CRT) was measured by SS-OCT examination of macular area using VG200D of Henan SVision Imaging Technology Co., LTD. According to the morphological characteristics of ODP and the splitting, edema and detachment of macular region, combined with the degree of pulling of the boundary membrane between the posterior vitreous cortex and macular region, a personalized surgical method was designed. Class I: pars plana vitrectomy combined with macular boundary film stripping, ODP boundary film packing and vitreous cavity gas filling. Class Ⅱ: pars plana vitrectomy combined with non-retained macular boundary film stripping or ODP inner boundary film packing, vitreous cavity gas filling. Class Ⅰ and Class Ⅱ operations were performed in 10 and 5 eyes of 15 eyes, respectively. The postoperative follow-up time was >6 months. Follow-up time was performed with the same equipment before surgery. BCVA changes, CRT reduction rate and complications were observed. BCVA and CRT were compared before and after operation by paired sample t test. Results:There were 15 eyes in 15 cases, 4 eyes in 4 males and 11 eyes in 11 females. The age was (28.87±16.5) years. logMAR BCVA of the affected eye was 0.94±0.51. CRT was (697.80±301.80) μm. At the last follow-up, the logMAR BCVA was 0.53±0.49. CRT was (392.53±167.55) μm. Compared with before operation, BCVA and CRT were significantly improved, and the difference was statistically significant ( t=3.23, 3.25; P=0.006, 0.006). After surgery, transient intraocular hypertension occurred in 2 eyes, and the intraocular pressure returned to normal level after 3 to 7 days without special treatment. Two eyes underwent an unexpected second operation. Among them, one eye underwent Class Ⅰ surgery, the tunnel at ODP was closed after surgery, and there was a small amount of subretinal fluid in the macular area. Class Ⅱ surgery was performed in 1 eye with retinal reattachment. Conclusion:Personalized surgical treatment of ODP-M based on SS-OCT image features can reduce CRT and improve visual acuity.
7.Clinical pathway for integrated traditional Chinese and Western medicine in the diagnosis and treatment of acute pancreatitis
Yuan ZHANG ; Hao WANG ; Haiyan YIN ; Shengwei JIN ; Bangjiang FANG ; Guiwei LI ; Xijing ZHANG ; Hongmei GAO ; Donghao WANG ; Changsong WANG ; Keliang XIE ; Lai JIANG ; Yan QU ; Zhaocai ZHANG ; Jianying KAN ; Daihua YU ; Junling LIU ; Jun LI ; Weiwei AN ; Yong CHEN ; Jianbo YU
Chinese Journal of Integrated Traditional and Western Medicine in Intensive and Critical Care 2025;32(3):257-261
Acute pancreatitis(AP)is a frequently encountered acute abdominal syndrome in clinical settings,and the integrated model of traditional Chinese and Western medicine(TCM-WM)has demonstrated notable advantages in the diagnosis and treatment of AP.To systematize and standardize clinical practices related to develop clinical pathway for integrated TCM-WM diagnosis and treatment of AP,which enhances the efficiency and quality of patient care.This pathway focuses on AP,a common acute and life-threatening disease within the digestive system,and outlines that the central pathological mechanism involves pancreatic injury and localized inflammation resulting from the abnormal activation of pancreatic enzymes.It has the characteristics of rapid onset,multiple causes,and complex manifestations.Severe cases can be life-threatening.At present,conventional treatments encompass a diverse range of modalities.Moreover,traditional Chinese medicine(TCM)holds distinct advantages in alleviating relevant symptoms,and TCM-WM is gaining increasing prevalence.To enhance the standardization and consistency of diagnostic and therapeutic practices,this clinical pathway clearly delineates the target patient population,which includes individuals diagnosed with abdominal pain disorder according to TCM and with AP in accordance with WM criteria,as well as the corresponding inclusion standards.The diagnostic framework integrates both TCM and WM guidelines,and further incorporates disease staging,severity grading,and syndrome differentiation to support a comprehensive and integrated diagnostic strategy.The treatment integrates approaches from both TCM and WM.Within the WM framework,interventions consist of basic supportive care,infection control,nutritional support,and the management of complications.In the context of TCM,the protocol includes syndrome differentiation and corresponding therapeutic strategies(Distinct syndrome patterns are identified and managed during the acute and convalescent phases),such as acupuncture and retention enema.This clinical pathway addresses multiple key components,including preventive strategies,post-treatment follow-up,criteria for evaluating therapeutic efficacy,admission and discharge,admission examination protocols,discharge criteria,and the rationale for deviations or withdrawal from the pathway.It is designed to provide a systematic and standardized reference framework for relevant clinical practices.
8.Work fatigue risks and influencing factors among clinical nursing staff in a tertiary hospital in Xingguo county
Guifang XU ; Yonghui ZENG ; Liyun CHEN ; Haiyan XIE ; Chunhua CHEN ; Hui LU
Modern Hospital 2025;25(11):1786-1789
Objective This study aims to investigate the work fatigue risks of clinical nursing staff in a tertiary hospital in Xingguo County and analyze the influencing factors,providing a reference for formulating scientific work processes and systems and improving nursing quality.Methods A convenience sampling was conducted to select 179 clinical nurses from a tertiary hos-pital in Xingguo County from March to April 2025.A self-designed general information questionnaire,a clinical nursing staff work fatigue risk assessment questionnaire,and the nurse work stressor scale were used for the investigation.Univariate and multiple linear regression analyses were conducted to identify the influencing factors of work fatigue risks.Results A total of 186 ques-tionnaires were distributed,with 7 excluded as invalid and 179 valid responses(96.24%).The work fatigue risk assessment score of the 179 clinical nurses was(84.39±10.26),indicating a relatively high level of fatigue.There were significant differ-ences in work fatigue risk scores across genders,weekly working hours,years of work experience,contract types,and work stress levels(P<0.05).Multiple linear regression analysis showed that gender(B=0.624,95%CI=0.194~1.054),weekly work-ing hours(B=0.037,95%CI=0.067~0.007),years of work experience(B=0.028,95%CI=0.010~0.046),contract type(B=-0.517,95%CI=-0.997~-0.037),and work stress(B=0.127,95%CI=0.050~0.204)were the influen-cing factors of work fatigue risks(P<0.05).Conclusion The work fatigue risks of clinical nursing staff in a tertiary hospital in Xingguo County are at a relatively high level.Gender,weekly working hours,years of work experience,contract type,and work stress are the main influencing factors.Nursing managers should pay attention to these factors and take targeted measures to inter-vene and reduce the work fatigue risks of nursing staff.
9.Trend of incidence of postoperative pneumonia in a tertiary first-class cancer hospital in Fujian Province:an analysis based on Joinpoint regre-ssion model
Lingyu LAI ; Shilun LI ; Cuiyun ZHOU ; Jinchan YAO ; Haiyan LIN ; Jianzhong XIE
Chinese Journal of Infection Control 2025;24(11):1619-1626
Objective To analyze the temporal changing trend of postoperative pneumonia(POP)monitoring data in a tertiary first-class cancer hospital in Fujian Province from 2018 to 2023,and provide reference for the effective-ness of implementation of healthcare-associated infection(HAI)prevention and control measures.Methods The temporal changing trend of POP monitoring data of cancer patients in this hospital from 2018 to 2023 was analyzed by Joinpoint regression model,and the average annual percentage change(AAPC)was calculated.Results From 2018 to 2023,the POP incidences of all cancer patients and patients with different tumors in this hospital were as follows:3.46%in all cancer patients,4.77%,18.16%,11.50%,4.66%,0.85%,3.74%,and 0.46%in pa-tients with lung cancer,esophageal cancer,gastric cancer,intestinal cancer,gynecological tumors,hepatobiliary-pancreatic tumor,as well as head and neck tumors,respectively.From 2018 to 2023,the POP incidence of all can-cer patients in the hospital decreased from 5.47%to 1.73%,and POP incidences of patients with lung cancer,gas-tric cancer,and intestinal cancer decreased from 12.23%,14.93%,and 4.40%to 2.60%,3.73%,and 2.09%,respectively.Joinpoint regression model analysis showed that from 2018 to 2023,the AAPC of POP incidence of all cancer patients in the hospital was-19.78%,and the AAPCs of patients with lung cancer,gastric cancer,and in-testinal cancer were-23.69%,-27.30%,and-19.40%,respectively.The incidences of POP in all cancer pa-tients,as well as patients with lung cancer,gastric cancer,and intestinal cancer all showed downward trends,and the differences were all statistically significant(all P<0.05).According to age,the AAPCs of the ≤60 and>60 year old groups were-22.02%and-20.48%,respectively,both groups showed statistically significant difference in trends(both P<0.05).In terms of gender,the AAPCs of the male and female groups were-16.56%and-28.35%,respectively,both groups showed statistically significant difference in trends(both P<0.05).From 2018 to 2023,Klebsiella pneumoniae showed a significant upward trend in the constituent of POP pathogens in cancer patients,with an AAPC of 6.92%,and the difference was statistically significant(P<0.05).Conclusion The incidences of POP in some cancer patients in the hospital present significant downward trends,indicating that HAI infection prevention and control measures are effective,but it is still necessary to strengthen the meticulous management of the whole perioperative process.
10.The value of Th17/Treg imbalance in the evaluation of intravenous immunoglobulin resistance in children with Kawasaki disease and Kobayashi score ≤4
Bo XIE ; Lan LUO ; Haiyan LUO ; Longgui YANG ; Jianghua FAN ; Lihui LIU ; Wei DUAN ; Nianci CHENG
Chinese Pediatric Emergency Medicine 2025;32(7):488-494
Objective:To investigate the value of T helper 17 cells(Th17)/regulatory T cells(Treg)imbalance in the evaluation of intravenous immunoglobulin(IVIG)resistance in children with Kawasaki disease and Kobayashi score≤4.Methods:A total of 78 children with Kawasaki disease and Kobayashi score ≤ 4 admitted to Hunan Children's Hospital from January 2020 to December 2023 were prospectively selected as the study subjects,all of whom received IVIG treatment.In the acute phase,the proportion of Th17 cells and Treg cells was detected.Children were divided into IVIG sensitive group and IVIG resistance group based on their responsiveness to IVIG treatment.Baseline data of children with different IVIG treatment responsiveness,acute Th17 cell inflammatory factors [interleukin(IL)-17,IL-21,tumor necrosis factor-α(TNF-α)],Treg cell inflammatory factors [IL-10,IL-35,transforming growth factor-β(TGF-β)] levels,and Th17/Treg values were compared.The correlation between Th17/Treg values and IVIG resistance in children with Kawasaki disease was analyzed using a restricted cubic spline model(RCS).According to the threshold of correlation between Th17/Treg values obtained from RCS analysis and drug resistance in children,Th17/Treg was grouped,with a focus on analyzing the predictive value and clinical benefits of Th17/Treg values for IVIG resistance in children with Kawasaki disease.Results:Among the 78 children with Kawasaki disease,16 were resistant to IVIG treatment,accounting for 20.51%.The levels of C-reactive protein(CRP),IL-17,and Th17/Treg in the acute phase of children in the IVIG resistance group were higher than those in the IVIG sensitive group,while the levels of IL-10 were lower than those in the IVIG sensitive group( P<0.05).RCS analysis showed that there was a non-linear dose-response relationship between IVIG resistance and acute Th17/Treg values in children with Kawasaki disease( P<0.05).When the acute Th17/Treg value was greater than 1.05,the risk of IVIG resistance in children with Kawasaki disease increased with the increase in indicator levels.The levels of CRP and IL-17 in the acute phase of children with Th17/Treg>1.05 were higher than those in the Th17/Treg < 1.05 group,while IL-10 levels were lower than those in the Th17/Treg<1.05 group.The proportion of children resistant to IVIG treatment was higher than that in the Th17/Treg<1.05 group( P<0.05).Multivariate Logistic regression analysis showed that CRP,IL-17,IL-10,and Th17/Treg were the influencing factors of IVIG resistance in children with Kawasaki disease( P<0.05).It was found through a nomogram that the C-index of the acute phase Th17/Treg values and their secretion of inflammatory factors in children with Kawasaki disease and Kobayashi score ≤ 4,as well as other major indicators,predicted the risk of IVIG resistance.The C-index was 0.975(95% CI 0.944-1.000),indicating good discrimination.When drawing the decision curve,it was found that compared to using each indicator separately,the Th17/Treg value and its secreted inflammatory factors in the acute phase assisted other major indicators in drawing the decision curve with a higher net benefit rate,with a maximum net benefit rate of 0.205. Conclusion:IVIG resistance in children with Kawasaki disease and Kobayashi score≤4 is related to Th17/Treg imbalance.When the Th17/Treg value in the acute phase of the disease is greater than 1.05,the risk of IVIG resistance is higher.The inflammatory factors IL-17 and IL-10 secreted by the two can assist other known indicators related to IVIG resistance in Kawasaki disease patients,improving the accuracy of predicting resistance risk.

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