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.Endoscopic lumbar canal decompression for upper lumbar spinal stenosis:a comparison of biomechanical stability of three surgical models
Jingbo MA ; Guangnan YANG ; Jiang LIU ; Qiang JIANG ; Hanshuo ZHANG ; Jiaheng HAN ; Yu DING
Chinese Journal of Tissue Engineering Research 2026;30(3):577-585
BACKGROUND:Upper lumbar spinal stenosis is a multifactorial degenerative disorder of the spine.For narrowing of the spinal canal in the upper lumbar region(L1-L4),surgical decision-making is particularly complex.Existing minimally invasive surgeries each have their own advantages and limitations.Currently,there are few reports on biomechanical comparison and finite element analysis of different surgical methods for the treatment of high lumbar spinal stenosis.OBJECTIVE:To analyze the biomechanical impact of endoscopic unilateral laminotomy for bilateral decompression,transforaminal endoscopic lumbar decompression,and cross-overtop decompression in the treatment of upper lumbar spinal stenosis using endoscopy,and to verify the reliability and effectiveness of these three surgical techniques in treating upper lumbar spinal stenosis,providing a biomechanical basis for clinical decision-making.METHODS:The CT images of the lumbar spine of a healthy volunteer were selected,and the finite element model M0 of the normal lumbar L1-L5 segments was established using Mimics,Geomagic,Solid works,and Ansys software.The L2-L3 segment,representing upper lumbar characteristics,was chosen.Based on this model,the surgical models for endoscopic unilateral laminotomy for bilateral decompression(M1),transforaminal endoscopic lumbar decompression(M2),and cross-overtop decompression(M3)were established.Using software,the changes in the range of motion of the entire lumbar segment and the maximum Von Mises stress of the intervertebral discs were simulated and evaluated for each group of models under six loading conditions:flexion,extension,left lateral bending,right lateral bending,left rotation,and right rotation.RESULTS AND CONCLUSION:(1)Compared with model MO,the range of motion in M1,M2,and M3 increased under all six conditions,with M1 showing a greater increase.(2)M1 and M2 demonstrated significant increases in range of motion under forward bending,extension,and right rotation,while the increase under other conditions remained below 7%.(3)Compared with model M3,model M1 exhibited slightly increased overall joint range of motion during extension and left bending,while no significant changes were observed in other aspects,and the L1-L5 lumbar segments did not reach an unstable state.(4)In model M1,the maximum Von Mises stress of the intervertebral discs increased most significantly under flexion and extension loading conditions.However,under left lateral bending,right lateral bending,left rotation,and right rotation loading conditions,the increase did not exceed 5%.(5)These findings suggest that due to the sagittal anatomical characteristics of the facet joints,the unilateral laminotomy for bilateral decompression technique,while decompressing,involves resection of more facet joints,which impacts overall segmental stability.The transforaminal endoscopic lumbar decompression technique is suitable for patients with foraminal stenosis but cannot achieve complete decompression for those with severe ventral central stenosis.The Cross-Overtop technique effectively enlarges the volume of the central canal and lateral recess,optimizing decompression,and shows unique advantages in treating upper lumbar spinal stenosis.
3.Endoscopic lumbar canal decompression for upper lumbar spinal stenosis:a comparison of biomechanical stability of three surgical models
Jingbo MA ; Guangnan YANG ; Jiang LIU ; Qiang JIANG ; Hanshuo ZHANG ; Jiaheng HAN ; Yu DING
Chinese Journal of Tissue Engineering Research 2026;30(3):577-585
BACKGROUND:Upper lumbar spinal stenosis is a multifactorial degenerative disorder of the spine.For narrowing of the spinal canal in the upper lumbar region(L1-L4),surgical decision-making is particularly complex.Existing minimally invasive surgeries each have their own advantages and limitations.Currently,there are few reports on biomechanical comparison and finite element analysis of different surgical methods for the treatment of high lumbar spinal stenosis.OBJECTIVE:To analyze the biomechanical impact of endoscopic unilateral laminotomy for bilateral decompression,transforaminal endoscopic lumbar decompression,and cross-overtop decompression in the treatment of upper lumbar spinal stenosis using endoscopy,and to verify the reliability and effectiveness of these three surgical techniques in treating upper lumbar spinal stenosis,providing a biomechanical basis for clinical decision-making.METHODS:The CT images of the lumbar spine of a healthy volunteer were selected,and the finite element model M0 of the normal lumbar L1-L5 segments was established using Mimics,Geomagic,Solid works,and Ansys software.The L2-L3 segment,representing upper lumbar characteristics,was chosen.Based on this model,the surgical models for endoscopic unilateral laminotomy for bilateral decompression(M1),transforaminal endoscopic lumbar decompression(M2),and cross-overtop decompression(M3)were established.Using software,the changes in the range of motion of the entire lumbar segment and the maximum Von Mises stress of the intervertebral discs were simulated and evaluated for each group of models under six loading conditions:flexion,extension,left lateral bending,right lateral bending,left rotation,and right rotation.RESULTS AND CONCLUSION:(1)Compared with model MO,the range of motion in M1,M2,and M3 increased under all six conditions,with M1 showing a greater increase.(2)M1 and M2 demonstrated significant increases in range of motion under forward bending,extension,and right rotation,while the increase under other conditions remained below 7%.(3)Compared with model M3,model M1 exhibited slightly increased overall joint range of motion during extension and left bending,while no significant changes were observed in other aspects,and the L1-L5 lumbar segments did not reach an unstable state.(4)In model M1,the maximum Von Mises stress of the intervertebral discs increased most significantly under flexion and extension loading conditions.However,under left lateral bending,right lateral bending,left rotation,and right rotation loading conditions,the increase did not exceed 5%.(5)These findings suggest that due to the sagittal anatomical characteristics of the facet joints,the unilateral laminotomy for bilateral decompression technique,while decompressing,involves resection of more facet joints,which impacts overall segmental stability.The transforaminal endoscopic lumbar decompression technique is suitable for patients with foraminal stenosis but cannot achieve complete decompression for those with severe ventral central stenosis.The Cross-Overtop technique effectively enlarges the volume of the central canal and lateral recess,optimizing decompression,and shows unique advantages in treating upper lumbar spinal stenosis.
4.Analysis of laboratory outcomes in assisted reproductive technology for malignant tumor patients
Ran SHEN ; Wei ZHENG ; Ruowen ZU ; Chen YANG ; Bingnan REN ; Jiaheng LI ; Yanli LIU ; Jing LI ; Peixin LI ; Jingyi HAN ; Yichun GUAN
Chinese Journal of Reproduction and Contraception 2025;45(4):365-371
Objective:To investigate whether malignant tumors affect the laboratory outcomes of patients in their first controlled ovarian hyperstimulation (COH) cycle.Methods:This study was a retrospective case-control study that analyzed the clinical and laboratory data of patients who underwent fertility preservation before chemotherapy and radiotherapy due to malignant tumors, as well as patients with infertility caused by tubal factors who first underwent in vitro fertilization/intracytoplasmic sperm injection (IVF/ICSI) at the Reproductive Health Hospital of the Third Affiliated Hospital of Zhengzhou University from January 2020 to May 2024. Patients who underwent fertility preservation were designated as the research group, while patients who underwent assisted reproduction due to tubal factors during the same period were designated as control group. After 1∶3 propensity score matching (PSM), 40 patients were included in the research group and 118 patients were included in control group. The ovarian response, oocyte retrieval outcomes, and embryonic development after fertilization in the first COH cycle were compared between the two groups. Results:After PSM, the research group and control group showed statistically significant differences in the gonadotropin (Gn) starting dosage [225.00 (162.50, 300.00) U vs. 193.75 (150.00, 225.00) U, P=0.002], duration of Gn used [10.00 (8.00, 11.00) d vs. 12.00 (10.00, 13.00) d, P<0.001], and average estradiol levels on human chorionic gonadotropin trigger day [2 487.00 (1 461.25, 4 090.25) pmol/L vs. 10 738.50 (8 400.00, 16 507.25) pmol/L, P<0.001]. However, no statistically significant difference was found in the total dosages of Gn used between the two groups ( P>0.05). There were no significant differences between the groups in terms of the number of oocytes retrieved, the number of metaphase Ⅱ oocytes, two pronuclei (2PN) rate, 2PN cleavage rate, available embryo rate, high-quality embryo rate, blastocyst formation rate, and available blastocyst formation rate (all P>0.05). Conclusion:Compared with infertility patients with tubal factors, there is no significant difference in the laboratory outcomes of malignant tumor patients undergoing COH for fertility preservation prior to chemotherapy and radiation.
5.Analysis of laboratory outcomes in assisted reproductive technology for malignant tumor patients
Ran SHEN ; Wei ZHENG ; Ruowen ZU ; Chen YANG ; Bingnan REN ; Jiaheng LI ; Yanli LIU ; Jing LI ; Peixin LI ; Jingyi HAN ; Yichun GUAN
Chinese Journal of Reproduction and Contraception 2025;45(4):365-371
Objective:To investigate whether malignant tumors affect the laboratory outcomes of patients in their first controlled ovarian hyperstimulation (COH) cycle.Methods:This study was a retrospective case-control study that analyzed the clinical and laboratory data of patients who underwent fertility preservation before chemotherapy and radiotherapy due to malignant tumors, as well as patients with infertility caused by tubal factors who first underwent in vitro fertilization/intracytoplasmic sperm injection (IVF/ICSI) at the Reproductive Health Hospital of the Third Affiliated Hospital of Zhengzhou University from January 2020 to May 2024. Patients who underwent fertility preservation were designated as the research group, while patients who underwent assisted reproduction due to tubal factors during the same period were designated as control group. After 1∶3 propensity score matching (PSM), 40 patients were included in the research group and 118 patients were included in control group. The ovarian response, oocyte retrieval outcomes, and embryonic development after fertilization in the first COH cycle were compared between the two groups. Results:After PSM, the research group and control group showed statistically significant differences in the gonadotropin (Gn) starting dosage [225.00 (162.50, 300.00) U vs. 193.75 (150.00, 225.00) U, P=0.002], duration of Gn used [10.00 (8.00, 11.00) d vs. 12.00 (10.00, 13.00) d, P<0.001], and average estradiol levels on human chorionic gonadotropin trigger day [2 487.00 (1 461.25, 4 090.25) pmol/L vs. 10 738.50 (8 400.00, 16 507.25) pmol/L, P<0.001]. However, no statistically significant difference was found in the total dosages of Gn used between the two groups ( P>0.05). There were no significant differences between the groups in terms of the number of oocytes retrieved, the number of metaphase Ⅱ oocytes, two pronuclei (2PN) rate, 2PN cleavage rate, available embryo rate, high-quality embryo rate, blastocyst formation rate, and available blastocyst formation rate (all P>0.05). Conclusion:Compared with infertility patients with tubal factors, there is no significant difference in the laboratory outcomes of malignant tumor patients undergoing COH for fertility preservation prior to chemotherapy and radiation.
6.Advances in rapid detection methods of biotoxins in blood
Wenjie ZHANG ; Yiru QIN ; Zuofei XIE ; Anping MA ; Jingjing QIU ; Zuokan LIN ; Jiaheng HE ; Zhanhong YANG ; Weifeng RONG ; Banghua WU
China Occupational Medicine 2024;51(5):575-580
Biotoxins, which include bacterial, fungal, marine, plant, and animal toxins, are widespread in living and occupational environments, posing potential threats to human health. Rapid detection of biotoxins in blood is crucial for preventing health hazards and enabling timely disease diagnosis and treatment. Biosensors and immunoassay technologies have critical advantages in the rapid detection of biotoxins in blood. Common biosensors, such as surface plasmon resonance biosensors and fluorescent biosensors, enhance sensitivity and reduce detection limits through signal amplification. Common immunoassay methods, such as colloidal gold immunochromatography, fluorescence immunochromatography, and chemiluminescence immunoassay, improve detection efficacy and sensitivity through specific antibody-antigen binding and nanotechnology. However, current rapid detection technologies of bitoxins in blood face challenges such as matrix interference and insufficient specificity, and they fall short in high-throughput detection of multiple toxins simultaneously. Future developments should focus on improving sample pretreatment, innovating signal amplification methods, enhancing specificity on recognition of elements, and designing portable detection devices and high-throughput platforms for simultaneous toxin analysis. These advancements aim to improve the sensitivity and reliability of detection methods, providing more accurate and convenient solutions for biotoxin detection in blood.
7.Entity Recognition in Famous Medical Records Based on BRL Neural Network Model
Hang YANG ; Yehui PENG ; Wei YANG ; Jiaheng WANG ; Zhiwei ZHAO ; Wenyuan XU ; Yuxin LI ; Yan ZHU ; Lihong LIU
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(24):167-173
ObjectiveIn order to improve the recognition accuracy of named entities in medical record texts and realize the effective mining and utilization of medical record knowledge, a Bert-Radical-Lexicon(BRL) neural network model is constructed to recognize medical record entities with respect to the characteristics of medical record texts. MethodWe selected 408 medical records related to hypertension from the the Complete Library of Famous Medical Records of Chinese Dynasties and constructed a dataset consisting of 1 672 medical records by manually labeling. Then, we randomly divided the dataset into three subsets, including the training set(1 004 cases), the testing set (334 cases) and the validation set(334 cases). Based on this dataset, we built a BRL model that fused various text features of medical records, as well as its variants BRL-B, BRL-L and BRL-R, and a baseline model Base for experiments. During the model training phase, we trained the above models using the training set to reduce the risk of overfitting. We continuously monitored the performance of each model on the validation set during training and saved the model with the best performance. Finally, we evaluated the performance of these models on the testing set. ResultCompared with other models, the BRL model had the best performance in the medical records named entity recognition task, with an overall recognition precision of 90.09%, a recall of 90.61%, and the harmonic mean of the precision and recall(F1) of 90.35% for eight types of entities, including disease, symptom, tongue manifestation, pulse condition, syndrome, method of treatment, prescription and traditional Chinese medicine(TCM). Compared with the Base model, the BRL model improved the overall F1 value of entity recognition by 5.22%, and the F1 value of pulse condition entity increased by 6.92%, which was the largest increase. ConclusionBy incorporating a variety of medical record text features in the embedding layer, the BRL neural network model has stronger named entity recognition ability, and thus extracts more accurate and reliable TCM clinical information.
8.Study on evaluation index of exercise cardiopulmonary function of pilots
Wei HUANG ; Shaoying YANG ; Yixin JI ; Jianhua XU ; Jiaheng ZHOU ; Jia LI ; Jiaojie LI ; Chunji FU ; Danli YOU ; Panpan WANG ; Xue LI
Chinese Journal of Aerospace Medicine 2023;34(1):13-18
Objective:To compare and analyze the differences of exercise cardiopulmonary function and the correlation of different cardiopulmonary function indexes among different aircraft types in pilots.Methods:Retrospective study was used. The exercise cardiopulmonary function of 68 Air Force pilots who were qualified for flight in aeromedical identification were tested with the Italian Cosmed exercise cardiopulmonary function tester at a power increasing rate of 25 W/min. The subjects were divided into fighter group and other aircraft group according to aircraft types. The differences of exercise cardiopulmonary function between 2 groups were compared. The correlation between maximal oxygen uptake and age, body mass index, and the correlation between heart rate recovery and exercise endurance were analyzed.Results:There were significant differences in maximal heart rate, respiratory quotient and heart rate recovery value at 1 min after exercise between fighter group (32 cases) and other aircraft group (36 cases) ( t=2.28, 2.50, 2.37, P=0.026, 0.049, 0.021). There was no significant difference in other indexes. The maximal oxygen uptake was negatively correlated with age and body mass index ( r=-0.329, -0.339, both P<0.001). The values of heart rate recovery at 2 min and 3 min after exercise were positively correlated with maximal oxygen uptake and maximal exercise power ( r=0.284, 0.290, 0.306, 0.268, P=0.001, 0.026, 0.002, 0.002). Conclusions:The indexes of exercise cardiopulmonary function have significant differences among pilots in different aircraft types, and there are significant changes with age and weight gain. The heart rate after exercise can monitor the changes of cardiopulmonary function under different training conditions.
9.Study on evaluation index of exercise cardiopulmonary function of pilots
Wei HUANG ; Shaoying YANG ; Yixin JI ; Jianhua XU ; Jiaheng ZHOU ; Jia LI ; Jiaojie LI ; Chunji FU ; Danli YOU ; Panpan WANG ; Xue LI
Chinese Journal of Aerospace Medicine 2023;34(1):13-18
Objective:To compare and analyze the differences of exercise cardiopulmonary function and the correlation of different cardiopulmonary function indexes among different aircraft types in pilots.Methods:Retrospective study was used. The exercise cardiopulmonary function of 68 Air Force pilots who were qualified for flight in aeromedical identification were tested with the Italian Cosmed exercise cardiopulmonary function tester at a power increasing rate of 25 W/min. The subjects were divided into fighter group and other aircraft group according to aircraft types. The differences of exercise cardiopulmonary function between 2 groups were compared. The correlation between maximal oxygen uptake and age, body mass index, and the correlation between heart rate recovery and exercise endurance were analyzed.Results:There were significant differences in maximal heart rate, respiratory quotient and heart rate recovery value at 1 min after exercise between fighter group (32 cases) and other aircraft group (36 cases) ( t=2.28, 2.50, 2.37, P=0.026, 0.049, 0.021). There was no significant difference in other indexes. The maximal oxygen uptake was negatively correlated with age and body mass index ( r=-0.329, -0.339, both P<0.001). The values of heart rate recovery at 2 min and 3 min after exercise were positively correlated with maximal oxygen uptake and maximal exercise power ( r=0.284, 0.290, 0.306, 0.268, P=0.001, 0.026, 0.002, 0.002). Conclusions:The indexes of exercise cardiopulmonary function have significant differences among pilots in different aircraft types, and there are significant changes with age and weight gain. The heart rate after exercise can monitor the changes of cardiopulmonary function under different training conditions.
10.Comparison of tube method versus gel method for the results of blood group IgM antibody titration in ABO-incompatible kidney transplant recipients
Lingli YAN ; Jiaheng LI ; Jiang WANG ; Dongmei YANG ; Chunyan HUANG
Chinese Journal of Organ Transplantation 2022;43(4):215-218
Objective:To explore the critical value of different blood group antibody titration in ABO blood group incompatible kidney transplant(ABOi-KT)recipients by tube and gel methods to provide rationales for selecting the threshold value of antibody titration before ABOi-KT.Methods:From January 2019 to April 2021, 681 blood group antibody titrations were performed for 214 ABOi-KT recipients.There were type A( n=135), type B( n=168)and type O( n=378). The difference, correlation and consistency of two methods were statistically analyzed. Results:Tube method was 2 gradients lower than gel method(4-fold dilution)and the results were significantly different( P<0.000 1). Spearman's test indicated that the results of two methods were significantly correlated( P<0.000 1). The results of intraclass correlation coefficient showed that the consistency of two methods was general for type A recipients(ICC=0.640), decent for type B recipients(ICC=0.751)and poor for type O recipients(ICC<0.4). When the critical value of tube method was set, titration of type A anti-B was 16, titration of type B anti-A 8 and titration of type O anti-A/B 8.And the corresponding critical values of gel was type A anti-B 32, type B anti-A 16 and type O anti-A/B 16. Conclusions:The results of ABO blood group IgM antibody titration by gel and tube methods are correlative.And gel method is recommended for more stable and reproducible results.

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