1.Joint Relation Extraction of Famous Medical Cases with CasRel Model Combining Entity Mapping and Data Augmentation
Yuxin LI ; Xinghua XIANG ; Hang YANG ; Dasheng LIU ; Jiaheng WANG ; Zhiwei ZHAO ; Jiaxu HAN ; Mengjie WU ; Qianzi CHE ; Wei YANG
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(2):218-225
ObjectiveTo address the challenges of unstructured classical Chinese expressions, nested entity relationships, and limited annotated data in famous traditional Chinese medicine(TCM) case records, this study proposes a joint relation extraction framework that integrates data augmentation and entity mapping, aiming to support the construction of TCM diagnostic knowledge graphs and clinical pattern mining. MethodsWe developed an annotation structure for entities and their relationships in TCM case texts and applied a data augmentation strategy by incorporating multiple ancient texts to expand the relation extraction dataset. A cascade binary tagging framework for relation triple extraction(CasRel) model for TCM semantics was designed, integrating a pre-trained bidirectional encoder representations from transformers(BERT) layer for classical TCM texts to enhance semantic representation, and using a head entity-relation-tail entity mapping mechanism to address entity nesting and relation overlapping issues. ResultsExperimental results showed that the CasRel model, combining data augmentation and entity mapping, outperformed the pipeline-based Bert-Radical-Lexicon(BRL)-bidirectional long short-term memory(BiLSTM)-Attention model. The overall precision, recall, and F1-score across 12 relation types reached 65.73%, 64.03%, and 64.87%, which represent improvements of 14.26%, 7.98%, and 11.21% compared to the BRL-BiLSTM-Attention model, respectively. Notably, the F1-score for tongue syndrome relations increased by 22.68%(69.32%), and the prescription-syndrome relations performed the best with the F1-score of 70.10%. ConclusionThe proposed framework significantly improves the semantic representation and complex dependencies in TCM texts, offering a reusable technical framework for structured mining of TCM case records. The constructed knowledge graph can support clinical syndrome differentiation, prescription optimization, and drug compatibility, providing a methodological reference for TCM artificial intelligence research.
2.Traditional Chinese Medicine Regulates Related Signaling Pathways to Prevent and Control Breast Cancer and Precancerous Lesions: A Review
Yifei ZENG ; Di ZHAO ; Junyue WANG ; Mengjie WANG ; Yubo GUO ; Yu ZHOU ; Dongxiao ZHANG ; Wenjie ZHAO
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(5):290-301
Breast cancer has become the malignant tumor with the highest incidence rate among women, seriously threatening the life and health of women all over the world. The pathogenic factors and development mechanisms of breast cancer are complex and diverse. The development of breast cells from ordinary hyperplasia to atypical hyperplasia, and from pre-cancerous lesions to cancerous lesions, is a long-term progressive process. Therefore, early screening and prevention of breast cancer is particularly important. Western medicine has a relatively mature treatment program for breast cancer, which is mainly based on surgery and systemic treatment, whereas the ensuing complications and adverse reactions often bring a heavy burden to patients. For the precancerous lesions of breast cancer, surgery is also the mainstay of treatment. In recent years, traditional Chinese medicine (TCM) has increasingly highlighted its advantages in the prevention and treatment of breast cancer. Increasing studies have shown that in the prevention and treatment of breast cancer and pre-cancerous lesions, TCM compound prescriptions, single herbs or herb pairs, and active components are able to regulate a variety of intracellular signaling pathways through multi-targets to inhibit the proliferation and invasion, promote the apoptosis and autophagy of tumor cells, and regulate the cell cycle and the immune microenvironment, thus exerting anti-tumor effects. At the same time, they can significantly attenuate the toxic side effects of radiotherapy and drug resistance of patients. However, the specific mechanisms of TCM in the prevention and treatment of breast cancer and precancerous lesions have not been fully clarified. The available studies are tanglesome regarding the TCM inhibition of tumor development through the regulation of classical signaling pathways such as phosphatidylinositol 3-kinase (PI3K)/protein kinase B (Akt)/mammalian target of rapamycin (mTOR), Wnt/β-catenin, and Notch, which still need to be verified by a large number of clinical and experimental studies. Therefore, this paper reviews the research progress in the prevention and treatment of breast cancer and precancerous lesions by TCM through interfering with the relevant signaling pathways in recent years, aiming to summarize the possible mechanisms of TCM in the prevention and treatment of breast cancer and provide references for subsequent studies.
3.Modified Xiehuangsan Regulates Microglial Polarization and TLR4/MyD88/NF-κB Pathway to Treat Tic Disorders in Rats
Mengjie ZHAO ; Qiong ZHAO ; Cuiling YANG ; Hongyun ZHOU ; Xiangjuan SUN ; Xinyi GUO ; Sajiyue HUANG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(4):10-18
ObjectiveTo explore the mechanism of modified Xiehuangsan in treating tic disorders (TD) based on microglial polarization and the Toll-like receptor 4 (TLR4)/myeloid differentiation factor 88 (MyD88)/nuclear factor (NF)-κB pathway. MethodsSeventy-two Sprague-Dawley (SD) rats were randomly assigned into six groups: control, model, tiapride (0.025 g·kg-1), and low-, medium-, and high-dose (12, 24, 48 g·kg-1, respectively) modified Xiehuangsan, with 12 rats in each group. Except the control group, the other groups received intraperitoneal injection of 3,3'-iminodipropionitrile (IDPN) for 7 consecutive days for the modeling of TD. After successful modeling, the control and model groups were given normal saline via gavage, and the other groups were administrated with corresponding drugs by gavage. After 28 days of continuous intervention, rat behaviors were observed, and the modified Xiehuangsan group showing the best anti-TD effect was selected for deciphering the treatment mechanism. Hematoxylin and eosin staining was conducted to observe morphological changes in the rat striatum. Immunohistochemistry was employed to detect the expression of CD16 and CD206 in the striatum. Real-time PCR was employed to measure the mRNA levels of interleukin-1β (IL-1β), tumor necrosis factor-α (TNF-α), IL-4, TLR4, MyD88, and NF-κB p65 in the striatum. Western blot was employed to determine the protein levels of ionized calcium-binding adapter molecule 1 (Iba1), Fc receptor family for immunoglobulin (Ig)G type Ⅲ (CD16), mannose receptor (CD206), TLR4, MyD88, and NF-κB p65 in the striatum. ResultsCompared with the control group, the model group showed increased stereotyped behaviors, locomotor activity, total movement distance, and movement speed, shortened resting time (P<0.01), and noticeable pathological changes in the striatum. Compared with the model group, the tiapride group and modified Xiehuangsan groups exhibited reduced stereotyped behavior, locomotor activity, total movement distance, and movement speed, prolonged resting time (P<0.05, P<0.01), and alleviated pathological changes in the striatum. Among the modified Xiehuangsan groups, the high-dose group had the best intervention effect and the mildest pathological changes. Therefore, the high-dose group was selected for further research. Compared with the control group, the modeling of TD increased Iba1 and CD16 expression (P<0.05, P<0.01), up-regulated the mRNA levels of IL-1β and TNF-α (P<0.05, P<0.01), down-regulated the mRNA level of IL-4 (P<0.05), up-regulated the mRNA and protein levels of TLR4 and MyD88 (P<0.05, P<0.01), and up-regulated the protein level of NF-κB p65 (P<0.01). Compared with the model group, modified Xiehuangsan reduced Iba1 and CD16 expression (P<0.05, P<0.01), up-regulated the protein level of CD206 (P<0.05, P<0.01), down-regulated the mRNA levels of IL-1β and TNF-α (P<0.05), up-regulated the mRNA level of IL-4 (P<0.01), and down-regulated the mRNA and protein levels of TLR4, MyD88, and NF-κB p65 (P<0.05, P<0.01). ConclusionModified Xiehuangsan demonstrated a definite therapeutic effect on TD in rats. It may reduce neuroinflammation in TD rats by regulating the polarization of microglia in the striatum via the TLR4/MyD88/NF-κB signaling pathway.
4.Study on the mechanism of Shaoyao gancao decoction in improving intestinal motility in rats with slow transit constipation by regulating the ASIC3/ERK signaling pathway
Ziqi ZHANG ; Hongyun ZHOU ; Qiong ZHAO ; Yuan DENG ; Mengjie ZHAO ; Chen ZHAO ; Jingyi CHEN
China Pharmacy 2025;36(15):1852-1858
OBJECTIVE To explore the mechanism of Shaoyao gancao decoction in improving intestinal motility in rats with slow transit constipation (STC) by regulating acid-sensitive ion channel 3 (ASIC3)/extracellular signal-regulated kinase (ERK) signaling pathway. METHODS SD rats were used to construct an STC model by gavage with compound diphenoxylate. The successfully modeled rats were randomly divided into model group, Shaoyao gancao decoction group (1.5 g/mL), lactulose group (208.4 mg/mL, positive control), and combined inhibition group (Shaoyao gancao decoction 1.5 g/mL+amiloride hydrochloride 20 μg/kg), with 12 rats in each group. Additionally, 12 healthy rats were selected as the blank group. They were given relevant medicine once a day and continuously intervened for 14 days. After intervention, the intestinal propulsion function and visceral sensitivity of the model rats were detected. The expression of ASIC3 in the colon tissue of rats was observed by immunohistochemical staining. mRNA expressions of ASIC3, ERK1 and ERK2 as well as protein expressions of ASIC3, ERK1/2 and phosphorylated ERK1/2 (p-ERK1/2) in colon tissue of rats were detected; the ultrastructural changes of the enteric nervous system (ENS) -interstitial cell of Cajal (ICC)-smooth muscle cell (SMC) network in the rat colon were observed under electron microscopy. RESULTS Compared with the model group, the intestinal propulsion rate of the Shaoyao gancao decoction group was significantly increased, while the visceral pain threshold was significantly decreased. The proportion of the positive area of ASIC3 in the colonic tissue was significantly increased. The relative mRNA expression levels of ERK1, ERK2, and ASIC3, as well as the relative protein expression levels of p-ERK1/2 and ASIC3, and the p-ERK1/2 to ERK1/2 in the colonic tissue, were all significantly increased (P<0.05 or P<0.01). Additionally, there was marked repair of the morphological structure of ICC and SMC, with closer gap junctions observed. Compared with the Shaoyao gancao decoction group, the combined inhibition group exhibited a diminished improvement in intestinal motility of rats, with statistically significant differences in the levels of some indicators (P<0.05 or P<0.01); the repairing of the morphological structure of ICC and SMC was notably attenuated. CONCLUSIONS Shaoyao gancao decoction can effectively improve the intestinal transmission function and promote intestinal repair in STC rats, and its mechanism may be related to regulating the balance of the ENS-ICC-SMC network mediated by the ASIC3/ERK signaling pathway, thus promoting intestinal motility and reducing visceral sensitivity.
5.Large models in medical imaging: Advances and prospects.
Mengjie FANG ; Zipei WANG ; Sitian PAN ; Xin FENG ; Yunpeng ZHAO ; Dongzhi HOU ; Ling WU ; Xuebin XIE ; Xu-Yao ZHANG ; Jie TIAN ; Di DONG
Chinese Medical Journal 2025;138(14):1647-1664
Recent advances in large models demonstrate significant prospects for transforming the field of medical imaging. These models, including large language models, large visual models, and multimodal large models, offer unprecedented capabilities in processing and interpreting complex medical data across various imaging modalities. By leveraging self-supervised pretraining on vast unlabeled datasets, cross-modal representation learning, and domain-specific medical knowledge adaptation through fine-tuning, large models can achieve higher diagnostic accuracy and more efficient workflows for key clinical tasks. This review summarizes the concepts, methods, and progress of large models in medical imaging, highlighting their potential in precision medicine. The article first outlines the integration of multimodal data under large model technologies, approaches for training large models with medical datasets, and the need for robust evaluation metrics. It then explores how large models can revolutionize applications in critical tasks such as image segmentation, disease diagnosis, personalized treatment strategies, and real-time interactive systems, thus pushing the boundaries of traditional imaging analysis. Despite their potential, the practical implementation of large models in medical imaging faces notable challenges, including the scarcity of high-quality medical data, the need for optimized perception of imaging phenotypes, safety considerations, and seamless integration with existing clinical workflows and equipment. As research progresses, the development of more efficient, interpretable, and generalizable models will be critical to ensuring their reliable deployment across diverse clinical environments. This review aims to provide insights into the current state of the field and provide directions for future research to facilitate the broader adoption of large models in clinical practice.
Humans
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Diagnostic Imaging/methods*
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Precision Medicine/methods*
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Image Processing, Computer-Assisted/methods*
6.Design, synthesis and biological evaluation of a novel class of indazole-containing compounds with potent anti-influenza activities targeting the PA-PB1 interface.
Yun-Sang TANG ; Chao ZHANG ; Jing XU ; Haibo ZHANG ; Zhe JIN ; Mengjie XIAO ; Nuermila YILIYAER ; Er-Fang HUANG ; Xin ZHAO ; Chun HU ; Pang-Chui SHAW
Acta Pharmaceutica Sinica B 2025;15(6):3163-3180
The PA-PB1 interface of the influenza polymerase is an attractive site for antiviral drug design. In this study, we designed and synthesized a mini-library of indazole-containing compounds based on rational structure-based design to target the PB1-binding interface on PA. Biological evaluation of these compounds through a viral yield reduction assay revealed that compounds 27 and 31 both had a low micromolar range of the half maximal effective concentration (EC50) values against A/WSN/33 (H1N1) (8.03 μmol/L for 27; 14.6 μmol/L for 31), while the most potent candidate 24 had an EC50 value of 690 nM. Compound 24 was effective against different influenza strains including a pandemic H1N1 strain and an influenza B strain. Mechanistic studies confirmed that compound 24 bound PA with a K d which equals to 1.88 μmol/L and disrupted the binding of PB1 to PA. The compound also decreased the lung viral titre in mice. In summary, we have identified a potent anti-influenza candidate with potency comparable to existing drugs and is effective against different viral strains. The therapeutic options for influenza infection have been limited by the occurrence of antiviral resistance, owing to the high mutation rate of viral proteins targeted by available drugs. To alleviate the public health burden of this issue, novel anti-influenza drugs are desired. In this study, we present our discovery of a novel class of indazole-containing compounds which exhibited favourable potency against both influenza A and B viruses. The EC50 of the most potent compounds were within low micromolar to nanomolar concentrations. Furthermore, we show that the mouse lung viral titre decreased due to treatment with compound 24. Thus our findings identify promising candidates for further development of anti-influenza drugs suitable for clinical use.
7.Unlocking the potential of targeted protein degradation via nanoparticle-based universal strategy.
Ti-Qiang ZHOU ; Weilun SUN ; Zhen-Zhen WEI ; Yuhua WENG ; Dongxu ZHAO ; Mengjie ZHANG ; Yuanyu HUANG
Acta Pharmaceutica Sinica B 2025;15(11):6082-6086
Targeted protein degradation via nanoparticle-based universal strategy modifies nanoparticles with antibodies and ingeniously utilizes its cellular transport characteristics. This strategy achieved targeted degradation of extracellular proteins without complex design.Image 1.
8.Analysis of a case of perinatal anaphylactic shock caused by esketamine
Liangfen WANG ; Mengjie HE ; Man LIU ; Yue ZHAO
China Pharmacy 2024;35(18):2299-2303
OBJECTIVE To provide a reference for medical staff to timely identify and treat perinatal anaphylactic shock. METHODS The clinical pharmacists participated in the rescue process of anaphylactic shock caused by esketamine during cesarean section anesthesia in a full-term pregnant patient at the Department of Obstetrics and Gynecology of Sichuan Provincial Maternity and Child Health Care Hospital. By consulting the relevant drug instructions and searching the relevant literature, clinical pharmacists assisted physicians in identifying anaphylactic shock and amniotic fluid embolism, analyzing the correlation between the drugs used and adverse reactions, and providing medication education. RESULTS The patient developed hypoxemia and hypotension after anesthesia, and there was no coagulation dysfunction. After symptomatic treatment with adrenaline, the condition rapidly improved, so it was diagnosed as anaphylactic shock. Based on the patient’s medication use and the characteristics of adverse reactions, combined with the National Adverse Drug Reaction Monitoring Center’s criteria for determining the association between drugs and adverse reactions and Naranjo’s evaluation scale, it was comprehensively determined that the suspected allergenic drug causing anaphylactic shock was esketamine. The clinical pharmacist informed the patient that she must inform the physician of the relevant medications for this severe allergic reaction during her later visits. The patient recovered and was discharged on the 6th day after cesarean section. CONCLUSIONS The clinical manifestations of anaphylactic shock and amniotic fluid embolism are similar, and careful differentiation is needed in clinical practice; if a patient experiences a systemic allergic reaction caused by drugs, the suspected drugs should be stopped promptly and effective symptomatic treatment should be taken immediately to delay or terminate disease progression and ensure the patient’s life safety.
9.Analysis of current status and related factors of breakfast among primary and secondary school students in Zhejiang Province
ZHAO Dong, SU Danting, ZOU Yan, HUANG Lichun, HE Mengjie, HAN Dan, GU Wei, ZHANG Ronghua
Chinese Journal of School Health 2024;45(9):1260-1263
Objective:
To understand current status and related factors of breakfast among primary and secondary school students in Zhejiang Province, so as to provide a scientific basis for improving breakfast habits of primary and secondary school students.
Methods:
During May to November of 2023, 33 326 students from grade four to six of primary schools and grade one to two of secondary schools were selected from 90 counties and cities in Zhejiang Province by using the stratified cluster random sampling method. General information and breakfast consumption were collected by questionnaire. Multivariate Logistic regression was used to analyze the related factors of breakfast.
Results:
About 81.29% of the primary and secondary school students reported regular breakfast consumption. The rate of regular breakfast consumption was higher on the school days (92.23%) than on the weekends (85.17%), and higher in primary school students (85.83%) compared to secondary school students (74.71%), with statistically significant differences ( χ 2=827.42, 655.03, P <0.01). About 49.19% of primary and secondary school students had their breakfast within 10 minutes or less, and 83.30% of primary and secondary school students had 3-5 food groups for breakfast. The proportions of students who consumed cereals and potatoes, milk, and eggs were respectively 18.76%, 28.85%, 14.63%. About 22.84%, 28.00 %, 32.60% and 32.23% of the students had no meat, soybeans, vegetables and fruits in their breakfast. The results of multivariate Logistic regression analysis showed that girls, rural area, secondary school, place of living (dormitory, others), migrant parent (one or both outside the hometown), late bedtime (22:00-22:59, 23:00 and later) and late wake up time (9:00 and later) on the weekends were positively correlated with no having breakfast every day ( OR=1.22, 1.40, 1.46, 1.20, 1.20, 1.34, 1.36, 1.41 , 3.51, 2.32, P <0.05). The time of physical activity per day (30-<60, 60-<90, 90-120, >120 min), bedtime (21:00-21:59, 22:00-22:59) and wake up time (6:00-6:59, 7:00-7:59) on school days were negatively correlated with no having breakfast every day ( OR=0.75, 0.64, 0.67, 0.64, 0.77, 0.82, 0.75, 0.67, P <0.05).
Conclusions
There is a considerable number of primary and secondary school students with irregular breakfast consumption, which are related to multiple factors. Therefore, it is necessary to strengthen nutrition education and improve the behavior of breakfast for primary and secondary school students.
10.Relationship of parental anger expression and symptoms in children with oppositional defiant disorder
Feifei SI ; Ting HE ; Liangliang YANG ; Mengjie ZHAO ; Min DONG ; Lu LIU ; Xiuyun LIN
Chinese Mental Health Journal 2024;38(3):254-259
Objective:This study is to investigate the relationship of parental anger expression and symptoms in children with oppositional defiant disorder(ODD).Methods:Forty-six children with ODD and 46 age-gender-matched normal children participated.The Diagnostic and Statistical Manual of Mental Disorders,Fifth Edition(DSM-5),guided the diagnoses.Parental anger expression and children's anger management were assessed using the State-Trait Anger Expression Inventory-2 and Children Emotion Management Scales.Results:ODD symptoms were directly predicted by maternal anger index(AI)(β=0.13,P<0.05)and anger expression-out(AX-O)(β=0.25,P<0.05).Children's anger cope(AC)played a mediating function to maternal AI through ODD symptoms,occupying 13%of the total effect;their AC and anger dysregulation(AD)played a mediating function to maternal AX-Othrough ODD symptoms,accounting for 29%and 18%of the total effect,respectively.Conclusion:It sug-gests that anger cope and anger dysregulation in children with oppositional defiant disordermay may play a media-ting role between maternal anger expression and oppositional defiant disorder symptoms.


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