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.Single-center analysis of unplanned reoperation case after liver transplantation
Zhi CHEN ; Qingqing DAI ; Fan HUANG ; Guobin WANG ; Xiaojun YU ; Ruolin WU ; Liujin HOU ; Zhenghui YE ; Xinghua ZHANG ; Wei WANG ; Xiaoping GENG ; Hongchuan ZHAO
Organ Transplantation 2026;17(3):452-459
Objective To analyze the main causes and risk factors of unplanned reoperation after liver transplantation. Methods The clinical data of 242 liver transplant recipients in the First Affiliated Hospital of Anhui Medical University from January 2015 to December 2024 were retrospectively analyzed. According to whether unplanned reoperation was performed during the same hospitalization after surgery, the recipients were divided into the reoperation group (n=36) and the non-reoperation group (n=206). The preoperative, intraoperative and postoperative data of the two groups, as well as donor and graft-related data, were compared to analyze the risk factors of unplanned reoperation after liver transplantation and the survival status of the two groups. Results Among the 242 liver transplant recipients, 36 underwent unplanned reoperations, with a total of 54 procedures including various laparotomies, endoscopic and interventional surgeries, among which there were 20 laparotomies, 18 endoscopic surgeries and 16 interventional surgeries. The most common cause of unplanned reoperation was biliary complications (20 times), followed by vascular complications (17 times). Compared with the non-reoperation group, the reoperation group had longer graft cold ischemia time, higher postoperative fatality rate of recipients, longer length of stay in the intensive care unit and postoperative hospital stay, and higher total hospitalization costs (all P<0.05). The incidence of unplanned reoperation was higher in recipients who underwent split liver transplantation (P<0.05). Multivariate analysis showed that intraoperative blood loss ≥1 000 mL, positive culture of graft perfusate and split liver transplantation were independent risk factors for unplanned reoperation (all P<0.05). The postoperative 7-day, 1-month, 3-month and 6-month survival rates of recipients in the reoperation group and the non-reoperation group were 100% vs. 98.1%, 88.9% vs. 94.2%, 69.4% vs. 90.8% and 66.7% vs. 90.8%, respectively, and the postoperative survival rate of recipients in the reoperation group was lower than that in the non-reoperation group (P<0.05). Conclusions The main causes of unplanned reoperation after liver transplantation are biliary complications, vascular complications, abdominal incision infection and intra-abdominal hemorrhage. Intraoperative massive blood loss, positive culture of graft perfusate and split liver transplantation are the risk factors associated with unplanned reoperation after liver transplantation.
3.Risk prediction models of early diagnosis of prostate cancer based on machine learning algorithms
Wuxue LI ; Tianhe ZHANG ; Xinghua ZHAO ; Changbao XU ; Haiyang WEI ; Zixu ZHANG
Journal of Modern Urology 2026;31(3):249-257
Objective To construct prostate cancer(PCa)prediction models based on machine learning algorithms, so as to improve the accuracy of early diagnosis of PCa. Methods A retrospective analysis was performed on the clinical data of 504 patients who underwent prostate biopsy at our hospital during Jan. 2020 and Nov. 2024. Patients' age, body mass index(BMI), history of hypertension, diabetes and smoking, total prostate-specific antigen(tPSA), free prostate-specific antigen(fPSA), f/tPSA, prostate volume(PV), neutrophil count, lymphocyte count, neutrophil-to-lymphocyte ratio(NLR), Prostate Imaging Reporting and Data System(PI-RADS)score, digital rectal examination(DRE)results, and pathological findings were collected. The patients were divided into the training and testing sets at a ratio of 7:3. Ten early diagnosis prediction models of PCa were constructed using 10 supervised machine learning algorithms. Model performance was evaluated and validated using metrics including area under the receiver operating characteristic curve(AUC), accuracy, sensitivity, specificity, calibration curves, and decision curve analysis(DCA). SHAP analysis was used to interpret the models, and to clarify the importance of each feature and the basis for model decisions. Results All models showed good predictive value, with the gradient boosting machine(GBM)model performing the best(AUC=0.905, accuracy=84.1%, sensitivity=90.2%, specificity=80.0%). Calibration curves indicated good calibration and fitting of the GBM model, while DCA demonstrated favorable clinical net benefits. SHAP analysis identified the most significant features affecting PCa occurrence in descending order:tPSA, f/tPSA, PIRADS score, PV, age, and DRE. Conclusion The GBM model exhibits the optimal performance among the 10 models. The importance of features for predicting the occurrence of PCa, from the highest to the lowest, is as follows:tPSA, f/tPSA, PIRADS score, PV, age, and DRE.
4.LncRNA GUSBP11 regulates malignant biological behaviors of gastric cancer cells through the miR-339-5p/MDM2 axis
Xinghua HUANG ; Weifeng LYU ; Wei LIN ; Jiayang CHEN ; Xian HE
Chinese Journal of Cancer Biotherapy 2025;32(5):476-483
Objective:To investigate the effect of long non-coding RNA glucuronidase β pseudogene 11(GUSBP11)regulating miR-339-5p/mouse two-minute homolog 2(MDM2)axis on the proliferation,migration,and invasion of gastric cancer AGS cells.Methods:Cancerous and adjacent tissues from 25 gastric cancer patients who underwent surgical treatment at Foshan Hospital of Traditional Chinese Medicine Affiliated to Guangzhou University of Chinese Medicine from December 2023 to June 2024 were collected.Gastric cancer AGS cells and normal gastric mucosal epithelial GES-1 cells were routinely cultured.The control plasmids and knockdown plasmids were transfected into AGS cells using transfection reagents,dividing the cells into Ctrl group,sh-NC group,sh-GUSBP11 group,sh-GUSBP11+anti-NC group,and sh-GUSBP11+anti-miR-339-5p group.The mRNA expression of GUSBP11,miR-339-5p,and MDM2 in gastric cancer tissues and cells of each group was detected by qPCR.A dual-luciferase reporter gene assay was used to detect the targeting relationship between GUSBP11 or MDM2 and miR-339-5p.EdU staining,scratch healing assay,and Transwell chamber assay were adopted to assess the proliferation,migration,and invasion abilities of AGS cells,respectively.WB assay was used to measure the protein expression of CDK1,MMP-2,and MMP-9 in AGC cells.The effects of GUSBP11 knockdown on tumor growth were examined through AGS cell xenograft experiments.Results:The mRNA expression of GUSBP11 and MDM2 were significantly upregulated in gastric cancer tissues and cells(both P<0.05),while miR-339-5p was significantly downregulated(P<0.05).A targeting relationship was found between GUSBP11 and miR-339-5p,as well as between MDM2 and miR-339-5p.Knockdown of GUSBP11 in AGS cells significantly inhibited MDM2 protein expression and promoted miR-339-5p expression,while inhibition of miR-339-5p promoted MDM2 protein expression.GUSBP11 knockdown significantly inhibited the proliferation,migration,and invasion of AGS cells,while inhibition of miR-339-5p reversed this effect.GUSBP11 knockdown significantly inhibited the protein expression of CDK1,MMP-2,and MMP-9,and inhibition of miR-339-5p reversed this effect.Furthermore,GUSBP11 knockdown significantly inhibited the growth of AGS cell xenografts.Conclusion:GUSBP11 is highly expressed in gastric cancer tissues and cells,and knocking down GUSBP11 expression may inhibit malignant biological behaviors of gastric cancer cells through regulating the miR-339-5p/DM2 axis.
5.Effect of differences in vertebral cortical bone reinforcement on biomechanics of osteoporotic vertebral compression fractures
Wei FANG ; Xinghua HUANG ; Bo QU ; Hongsheng YANG
Chinese Journal of Tissue Engineering Research 2025;29(21):4430-4438
BACKGROUND:The cortical bone reinforcement area of bone cement in the vertebral body during percutaneous vertebroplasty for osteoporotic vertebralcompression fractures has an important influence on spinal biomechanics and clinical efficacy,but previous studies were mostly limited to the two-dimensional level. OBJECTIVE:To investigate the effect of the difference in cortical bone reinforcement of bone cement in the three-dimensional plane of the vertebral bodyon the biomechanical distribution of the vertebral body,adjacent intervertebral disc and endplate in osteoporotic vertebral compression fractures by finite element analysis during percutaneous vertebroplasty,so as to evaluate its effect.METHODS:The finite element model of percutaneous vertebroplasty for osteoporotic vertebral compression fractures of T12 vertebrae was established. The presence or absence of cortical reinforcement of bone cement was analyzed in groups from the transverse,sagittal and coronal planes. The effects of cortical reinforcement on the biomechanics of T12 vertebral cancellous bone,cortical bone,T11/T12 intervertebral disc,T12/L1 intervertebral disc,T11 lower endplate,and L1 upper endplate under different body position changes were studied.RESULTS AND CONCLUSION:(1) Under the effect of vertical compression force,percutaneous vertebroplasty cortical reinforcement with or without bone cement had no significant changes in structural stress except for the injured vertebral cortical bone. (2) The Von Mises stress value of the injured cortical bone was significantly different in human forward flexion,left/right bend,and left/right axial rotation. The maximum Von Mises stress value in the best group of cortical reinforcement was significantly smaller than that in the non-cortical reinforcement group. The Von Mises stress value showed a downward trend with extensive cortical reinforcement in the same plane. (3) It is indicated that when percutaneous vertebroplasty is performed,bone cement should be distributed as broadly and symmetrically horizontally along the cortical edge of the vertebral body as far as possible in cross section. Bone cement in sagittal plane should be widely distributed longitudinally near the upper and lower endplates and the anterior and posterior walls. Bone cement in coronal plane should be widely distributed on both sides of the midline while symmetrically touching the upper and lower endplates and lateral walls. It can effectively avoid the risk of refracture of the injured vertebra and does not increase the risk of adjacent vertebral fracture and residual discogenic pain.
6.Effect of differences in vertebral cortical bone reinforcement on biomechanics of osteoporotic vertebral compression fractures
Wei FANG ; Xinghua HUANG ; Bo QU ; Hongsheng YANG
Chinese Journal of Tissue Engineering Research 2025;29(21):4430-4438
BACKGROUND:The cortical bone reinforcement area of bone cement in the vertebral body during percutaneous vertebroplasty for osteoporotic vertebralcompression fractures has an important influence on spinal biomechanics and clinical efficacy,but previous studies were mostly limited to the two-dimensional level. OBJECTIVE:To investigate the effect of the difference in cortical bone reinforcement of bone cement in the three-dimensional plane of the vertebral bodyon the biomechanical distribution of the vertebral body,adjacent intervertebral disc and endplate in osteoporotic vertebral compression fractures by finite element analysis during percutaneous vertebroplasty,so as to evaluate its effect.METHODS:The finite element model of percutaneous vertebroplasty for osteoporotic vertebral compression fractures of T12 vertebrae was established. The presence or absence of cortical reinforcement of bone cement was analyzed in groups from the transverse,sagittal and coronal planes. The effects of cortical reinforcement on the biomechanics of T12 vertebral cancellous bone,cortical bone,T11/T12 intervertebral disc,T12/L1 intervertebral disc,T11 lower endplate,and L1 upper endplate under different body position changes were studied.RESULTS AND CONCLUSION:(1) Under the effect of vertical compression force,percutaneous vertebroplasty cortical reinforcement with or without bone cement had no significant changes in structural stress except for the injured vertebral cortical bone. (2) The Von Mises stress value of the injured cortical bone was significantly different in human forward flexion,left/right bend,and left/right axial rotation. The maximum Von Mises stress value in the best group of cortical reinforcement was significantly smaller than that in the non-cortical reinforcement group. The Von Mises stress value showed a downward trend with extensive cortical reinforcement in the same plane. (3) It is indicated that when percutaneous vertebroplasty is performed,bone cement should be distributed as broadly and symmetrically horizontally along the cortical edge of the vertebral body as far as possible in cross section. Bone cement in sagittal plane should be widely distributed longitudinally near the upper and lower endplates and the anterior and posterior walls. Bone cement in coronal plane should be widely distributed on both sides of the midline while symmetrically touching the upper and lower endplates and lateral walls. It can effectively avoid the risk of refracture of the injured vertebra and does not increase the risk of adjacent vertebral fracture and residual discogenic pain.
7.Mechanism of human umbilical cord mesenchymal stem cell-derived exosomes against mouse renal ischemia/reperfusion injury
Lingyu LI ; Huafeng WEI ; Hao LUO ; Hao WANG ; Jiahui HE ; Yawei YAO ; Xinghua LYU
Chinese Journal of Tissue Engineering Research 2025;29(13):2706-2712
BACKGROUND:Human umbilical cord mesenchymal stem cell-derived exosomes are involved in multiple injury repair processes,and the effects and the specific mechanisms of renal ischemia/reperfusion injury have not been fully elucidated.OBJECTIVE:To investigate the molecular mechanism of human umbilical cord mesenchymal stem cell-derived exosomes in the treatment of renal ischemia/reperfusion injury.METHODS:(1) Human umbilical cord mesenchymal stem cells were cultured and exosomes were obtained and identified using an exosome extraction kit.(2) The distribution of exosomes in the kidney of mice with renal ischemia/reperfusion injury was examined by intravital fluorescence imaging.(3) Thirty C57/BL6 male mice were divided into five groups according to the random number table method:sham operation group,renal ischemia/reperfusion group,sham operation group+Compound C group,renal ischemia/reperfusion+exosome group (exosome group),and renal ischemia/reperfusion+exosome+Compound C group (exosome+Compound C group),with 6 mice in each group.Except the sham operation group,bilateral renal pedicles were clamped for 45 minutes and a mouse model of renal ischemia/reperfusion injury was established after 24 hours of reperfusion.In sham operation+Compound C group and exosome+Compound C group,AMPK inhibitor Compound C was intraperitoneally injected 30 minutes before model establishment.In the exosome group and exosome+Copmpound C group,exosomes were injected through the tail vein 15 minutes before renal pedicle clipping.The levels of serum creatinine and urea nitrogen,interleukin 6,and tumor necrosis factor α in renal tissue,and the expression of apoptosis-related factors in renal tissue were detected after 24 hours of reperfusion in each group.RESULTS AND CONCLUSION:(1) Human umbilical cord mesenchymal stem cell exosomes had the typical tea tray morphology,with the diameter distribution in the range of 40-160 nm,and expressed the specific marker membrane protein of exosome surface.(2) Murine kidneys after renal ischemia/reperfusion injury were more likely to gather human umbilical cord mesenchymal stem cell exosomes compared with the sham operation group.(3) Exosome pretreatment reduced renal injury and the level of renal cell apoptosis in mice treated with renal ischemia/reperfusion injury.Moreover,this protective effect could be reversed by AMPK inhibitors.These findings verify that human umbilical cord mesenchymal stem cell-derived exosomes exerting a protective effect on renal ischemia/reperfusion injury may be related to the activation of the AMPK/YAP1 pathway to antiapoptosis.
8.The Oretical Study on the Structure and Operation of the Pharmacovigilance System in Group Companies
Yu MAO ; Zhe HUANG ; Wei ZHANG ; Xinghua CHE ; Hong GUO ; Wei ZHANG ; Jian GONG
Herald of Medicine 2025;44(12):2062-2068
The implementation of the Good Pharmacovigilance Practice(GVP)in 2021 has laid a solid foundation for improving China's pharmacovigilance system,a matter of paramount importance currently emphasized by Marketing Authorization Holders(MAHs).Given the unique organizational structures of corporate groups,establishing a centralized pharmacovigilance system can optimize resource utilization.This paper analyzes the challenges faced by corporate groups in developing such central-ized systems and proposes an organizational framework with defined operational divisions.The findings aim to provide actionable insights for vaccine manufacturers in establishing and refining life cycle pharmacovigilance systems.
9.Preliminary observation on the application of nasal endoscopic technique in curettage of large mandibular cyst
Yanchun LIU ; Yanfeng WEI ; Xinghua FENG ; Zixuan WU ; Ke YUN ; Shaoshen CHEN ; Xubo WANG ; Ye LI ; Yaxin HUANG
Journal of Practical Stomatology 2025;41(1):72-74
Objective:To evaluate the effects of nasal endoscopy in curettage of large mandibular cyst.Methods:20 cases of large mandibular cyst admitted to Xianyang Hosptial of Yan'an University from January 2022 to December 2023 were included.The curet-tage of mandibular cyst was performed under general anesthesia through intraoral incision by nasal endoscopy-assisted illumination and enlargement of the lesion area during the operation.The application effects were evaluated from the aspects of surgical incision length,nerve injury and cyst recurrence.Results:During operation,the surgical filed of view was clear and the operation was suc-ceeded in all cases.There was no complication in and after the nasal endoscopy-assisted curettage,no cyst recurrence was observed during 1-year follow-up.Conclusion:Nasal endoscopy-assisted curettage of large mandibular cyst is effective and safe.
10.The Oretical Study on the Structure and Operation of the Pharmacovigilance System in Group Companies
Yu MAO ; Zhe HUANG ; Wei ZHANG ; Xinghua CHE ; Hong GUO ; Wei ZHANG ; Jian GONG
Herald of Medicine 2025;44(12):2062-2068
The implementation of the Good Pharmacovigilance Practice(GVP)in 2021 has laid a solid foundation for improving China's pharmacovigilance system,a matter of paramount importance currently emphasized by Marketing Authorization Holders(MAHs).Given the unique organizational structures of corporate groups,establishing a centralized pharmacovigilance system can optimize resource utilization.This paper analyzes the challenges faced by corporate groups in developing such central-ized systems and proposes an organizational framework with defined operational divisions.The findings aim to provide actionable insights for vaccine manufacturers in establishing and refining life cycle pharmacovigilance systems.

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