1.A Comparative Study of Artificial Intelligence-based Classification Versus Manual Classification of Medical Adverse Events: Taking the DeepSeek Large Language Model As an Example
Rui WANG ; Xutong TAN ; Congpu ZHAO ; Shuchang WANG ; Zheng CHEN ; Xiaojun MA ; Zhiling CAI
Medical Journal of Peking Union Medical College Hospital 2026;17(3):828-833
To analyze the application value of artificial intelligence (AI)-based classification in the categorization of medical adverse events. Medical adverse events reported to the Adverse Event Reporting System of Peking Union Medical College Hospital from September 1, 2023, to August 31, 2024, were retrospectively collected as the study subjects. After de-identification of adverse events meeting the inclusion criteria, conventional manual classification and AI-based classification using a large language model (DeepSeek-R1 Full-Context Internet Edition) were performed. The time required for classification using both methods was recorded, and the consistency and discrepancies between the two methods were compared. Using manual classification as the gold standard, the accuracy of AI-based classification was comprehensively evaluated. A total of 273 medical adverse events were analyzed. Manual classification took 38 838 seconds in total, with an average of 14.22 seconds per event. AI-based classification took 600 seconds in total, with an average of 2.19 seconds per event. The two methods showed consistent classification in 202 events and inconsistent classification in 71 events, yielding an overall agreement rate of 73.99% and a Kappa coefficient of 0.646 (95% CI: 0.575-0.717), with a standard error of 0.0362. Using manual classification as the gold standard, AI-based classification achieved accuracy ranging from 80% to 100%, precision from 30% to 100%, recall from 40% to 100%, F1 scores from 0.46 to 0.79, and specificity from 46% to 98%. Notably, AI-based classification demonstrated balanced and overall excellent performance in the categorization of device-related and drug-related adverse events. The DeepSeek large language model can assist in improving the efficiency of medical adverse event classification, showing promising application potential, particularly in the categorization of device-related and drug-related adverse events.
2.Influencing factors and prognosis of postoperative complications in elderly(≥75 years)patients with renal cell carcinoma after laparoscopic surgery
Zhiying WU ; Min QIU ; Dameng PAN ; Xiaojun TIAN ; Lei ZHAO ; Hongxian ZHANG ; Shudong ZHANG ; Lulin MA
Journal of Modern Urology 2026;31(6):503-509
Objective To analyze the postoperative complications and survival outcomes of elderly patients with renal cell carcinoma undergoing laparoscopic surgery, and to identify the influencing factors, so as to provide reference for improving the safety of laparoscopic surgery in such patients. Methods A retrospective analysis was conducted on the clinical, surgical, and pathological data of 153 patients aged ≥75 years who underwent laparoscopic nephrectomy for renal cell carcinoma at our hospital during 2012 and 2025.Logistic regression analyses were performed to identify factors influencing postoperative complications, and a nomogram was constructed and validated to predict the complications.Kaplan-Meier method was used to draw the survival curve, and the effects of different surgical approaches on the prognosis and the survival difference in the age subgroups (75-<80 years, ≥80 years) were analyzed.Cox regression analyses were conducted to determine factors affecting survival outcomes. Results Among the 153 patients, 15 developed postoperative complications, including 5 severe cases. Multivariate logistic regression identified Charlson Comorbidity Index (CCI) ≥3 and prolonged operation time as independent risk factors for postoperative complications (P<0.05).The C-index of the logistic regression model constructed based on these factors (age, CCI≥3 and operation time) was 0.77 (95%CI:0.64-0.90), with an average absolute error of 1.6%.Subgroup analysis revealed superior overall survival in patients aged 75-<80 years undergoing partial nephrectomy compared to radical nephrectomy (P=0.005 6).No statistically significant difference in overall survival was observed among patients ≥80 years who received different surgical approaches (P=0.062).Multivariate Cox regression analysis identified preoperative low albumin levels, preoperative renal insufficiency, tumor diameter>4 cm, and pathological stage as independent risk factors for overall survival (P<0.05). Conclusion Laparoscopic surgery is safe and effective for elderly patients with renal cell carcinoma, with survival outcomes correlated to nutritional status, renal function, tumor size and pathological staging.Patients aged ≥80 years still derive surgical benefit, and no survival differences exist between different surgical approaches in this age group.
3.Abnormal blood pressure and its association with serum 8-hydroxy-2’-deoxyguanosine among refractory ceramic fiber workers
Yishuo GU ; Mingzhu LAI ; Siwen YANG ; Wenjun MA ; Xiaojun ZHU
Journal of Environmental and Occupational Medicine 2026;43(6):684-692
Background Previous studies have focused on the respiratory system and skin damage caused by refractory ceramic fibers (RCFs). However, investigations into cardiovascular health of workers exposed to RCFs are insufficient. There is limited research on the association between occupational RCFs exposure and abnormal blood pressure, as well as the potential underlying mechanisms. Objective To explore the association between occupational exposure to RCFs and abnormal blood pressure, and to analyze the role of serum 8-hydroxy-2’-deoxyguanosine (8-OHdG) in this relationship, providing a reference for comprehensive health protection strategies for RCFs-exposed workers. Methods Using a cluster sampling method, 311 workers engaged in the production and processing of RCFs at a large RCFs enterprise were selected as the study population. A questionnaire survey was conducted to collect demographic information and other relevant data. The workers’ total dust, respirable fiber, and noise exposure levels were measured. Blood pressure was measured during occupational health examinations, and blood samples were collected. Based on blood pressure levels, the participants were divided into three groups: normotension, prehypertension, and hypertension. Serum 8-OHdG concentrations were determined by enzyme-linked immunosorbent assay (ELISA). Ordinal logistic regression and multiple linear regression models were applied to evaluate the associations of exposures to noise and RCFs with abnormal blood pressure and serum 8-OHdG levels. The mediating effect of serum 8-OHdG on the relationship between occupational RCFs exposure and abnormal blood pressure was analyzed using the PROCESS 4.1 macro. Results All 311 RCFs workers had varying levels of occupational exposure to RCFs, among whom 113 were also exposed to noise. The overall prevalences of prehypertension and hypertension among the participants were 49.84% and 11.25%, respectively. In the noise-exposed group, the prevalences of normotension, prehypertension, and hypertension were 44.2%, 43.4%, and 12.4%, respectively, which showed no statistically significant difference compared to the non-noise-exposed group (35.9%, 53.5%, and 10.6%, respectively; P=0.652). Significant differences were observed in the prevalences of normotension, prehypertension, and hypertension among workers with different levels of total dust exposure (P=0.033) and respirable fiber exposure (P=0.034). The differences in serum 8-OHdG concentrations across these groups were also statistically significant (P<0.05). Multiple regression analyses showed that both total dust exposure level (OR=1.83, 95%CI: 1.34, 2.51) and respirable fiber exposure level (OR=1.85, 95%CI: 1.31, 2.62) were positively associated with the detection of abnormal blood pressure. Furthermore, total dust exposure level (β=5.85, 95%CI: 0.53, 11.17) and respirable fiber exposure level (β=6.04, 95%CI: 0.14, 11.94) were positively associated with serum 8-OHdG concentrations. Further analysis indicated that the severity of abnormal blood pressure was positively associated with serum 8-OHdG concentrations (β=10.54, 95%CI: 3.62, 17.46). Mediation analysis demonstrated that serum 8-OHdG mediated the relationship between RCFs total dust exposure levels and the risk of abnormal blood pressure (P<0.05), accounting for 8.63% of the total effect. However, no mediating effect of serum 8-OHdG was observed in the association between RCFs respirable fiber exposure levels and the risk of abnormal blood pressure (P>0.05). Conclusion Occupational exposure to RCFs is closely associated with an increased risk of abnormal blood pressure and elevated serum 8-OHdG levels. Oxidative stress may play a mediating role in the relationship between RCF exposure and abnormal blood pressure.
4.Full-Lifecycle Management Practice of Laboratory-Developed Tests in a Grade A Tertiary Hospital: A Case Study of Peking Union Medical College Hospital
Hui WANG ; Yueming TANG ; Junxiong ZHOU ; Xiaojun MA ; Qian CHEN ; Wenting ZHENG ; Xinqi CHENG
Medical Journal of Peking Union Medical College Hospital 2026;17(5):1319-1325
This paper provides a systematic review of the policies, regulations, and management requirements in the development and use of
5.Cost and Medical Efficiency Analysis of Indocyanine Green Fluorescence-Guided Thoracoscopic Resection of Lung Lesions under the DRG Payment System
Qian CHEN ; Chao GUO ; Shuchang WANG ; Wenhao DENG ; Tianan YANG ; Jiong ZHOU ; Xiaojun MA
Medical Journal of Peking Union Medical College Hospital 2026;17(5):1380-1389
To investigate the clinical application value of indocyanine green(ICG) fluorescence-guided thoracoscopic lung lesion resection under the diagnosis related group(DRG) payment system, and to provide reference for the management of new medical technologies in healthcare institutions. Discharged patients who underwent thoracoscopic segmentectomy and/or wedge resection at Peking Union Medical College Hospital from January 1, 2016 to May 31, 2024 were enrolled. Patients who received ICG fluorescence guidance were assigned to new technology group, while those who did not receive ICG fluorescence guidance were assigned to control group. Operative time, length of stay, cost consumption index, time consumption index, duration of ventilator use, total hospitalization cost, and 10 representative cost items were compared between the two groups. Propensity score matching(PSM) was further used to analyze the changes in these indicators after controlling for confounding factors including age, sex, DRG code, and surgical type. A total of 7999 patients who met the inclusion and exclusion criteria were enrolled, including 1392 patients(17.4%) in the new technology group and 6607 patients(82.6%) in the control group. Compared with the control group, the new technology group showed significantly shorter operative time and length of stay, and significant reductions in time consumption index, consultation and diagnostic fees, nursing fees, therapeutic medical material fees, bed fees, oxygen therapy fees, antibiotic fees, and albumin product fees, while the cost consumption index, total hospitalization cost, surgical fees, and surgical medical material fees were significantly increased(all ICG fluorescence-guided thoracoscopic lung lesion resection can significantly improve medical efficiency, optimize cost structure, and reduce perioperative supportive resource consumption. However, its clinical benefits vary significantly among patients with different surgical types or different DRG groups, so clinicians are advised to strengthen preoperative precise evaluation.
6.The relationship between size distribution of circulating extracellular vesicles and coagulation function after cardiac surgery
Hongyu CAO ; Haoxiang YUAN ; Chao CHEN ; Yupeng JIAN ; Yuquan LI ; Xiaojun LIU ; Zhensheng MA ; Yan LI ; Jingsong OU
Chinese Journal of Thoracic and Cardiovascular Surgery 2025;41(3):183-190
Objective:To investigate the relationship between the changes in extracellular vesicles (EVs) size distribution before and after cardiopulmonary bypass (CPB) cardiac surgery and postoperative coagulation function.Methods:A total of 103 patients undergoing cardiac surgery with CPB were enrolled. Venous blood samples were collected at preoperation, postoperative 12 h and 3 days. Additionally, 50 age- and gender-matched healthy volunteers served as a control group. EVs were isolated using gradient centrifugation, and their size distribution was assessed by dynamic light scattering (DLS). The relationship between EV size characteristics, including peak diameter, peak height, and interquartile range( IQR), and postoperative coagulation function was analyzed. Results:Compared to patients with normal postoperative coagulation function, those with postoperative coagulation dysfunction had lower size at peak and IQR, and significantly higher peak intensity. Logistic regression analysis indicated that elevated peak intensity and lower size at peak and IQR were risk factors for coagulation dysfunction. The area under the curve ( AUC) for diagnosing coagulation dysfunction with 12 h postoperative EVs peak intensity was 0.76, with a positive predictive value of 85% at the optimal cutoff of 8.2; the AUC for IQR was 0.84, with a sensitivity of 83%, specificity of 82%, and negative predictive value of 86% at the optimal cutoff of 125.05 nm. Conclusion:The size distribution of circulating EVs show a correlation with coagulation function after cardiac surgery with CPB and may serve as a novel biomarker to predict postoperative coagulation dysfunction.
7.Application and evaluation of three-stage and six-link mixed teaching model in health assessment course
Xiaojuan WANG ; Xiaojun WANG ; Qiong MA
Chinese Journal of Practical Nursing 2025;41(5):327-331
Objective:To explore the application effect of three-stage and six-link mixed teaching model in the teaching of health assessment, in order to provide reference for the teaching reform in the field of medical and health vocational education.Methods:Experimental research methods was adopted. The class experimental research method was used to conduct cluster sampling by class unit. From February to May 2024, students from 6 classes of grade 2023 nursing major in Jiangsu Nursing Vocational College were selected as the research objects, and were divided into experimental group (3 classes, 152 students) and control group (3 classes, 153 students) according to random number table method. The students in the experimental group were taught according to the mixed teaching mode of three stages and six links, and the students in the control group were taught according to the conventional mixed teaching mode. The results of theoretical assessment, operational assessment and mixed teaching quality evaluation were compared between the two groups.Results:There were 142 female subjects and 10 male subjects in the experimental group, aged (18.59 ± 1.28) years old. The control group consisted of 144 female subjects and 9 male subjects, aged (18.65 ± 1.01) years. The theoretical scores and operational scores of the experimental group were 79.91 ± 8.84 and 86.89 ± 10.51, respectively, higher than those of the control group (76.82 ± 6.32) and (84.53 ± 6.30) points, and the differences were statistically significant ( t=3.51, 2.38, both P<0.05). The score of mixed teaching quality evaluation in experimental group was (3.89 ± 0.32) points, which was higher than that in control group (3.77 ± 0.28) points, and the difference was statistically significant ( t=3.40, P<0.05). Conclusions:The mixed teaching mode of three stages and six links is helpful for students to master professional knowledge, enhance practical ability and improve teaching quality.
8.Effect of transcutaneous auricular vagus nerve stimulation combined with dual-task training on upper limb func-tion in patients with ischemic stroke
Congcong ZOU ; Xiaojun WANG ; Jinrong MA ; Shangbo LU ; Yong DING ; Hani WANG ; Jianfei SONG
Chinese Journal of Rehabilitation Theory and Practice 2025;31(5):513-519
Objective To explore the effect of transcutaneous auricular vagus nerve stimulation(taVNS)combined with dual-task training(DTT)on upper limb function recovery in patients with ischemic stroke.Methods From January to October,2024,60 ischemic stroke patients with upper limb dysfunction admitted to Zhejiang Rehabilitation Medical Center were selected and randomly divided into control group(n=30)and observation group(n=30).Both groups received conventional rehabilitation training.The control group underwent sham-taVNS combined with DTT,while the observation group received active taVNS combined with DTT,for four weeks.Before and after treatment,they were assessed with Fugl-Meyer Assessment-Upper Extremities(FMA-UE),Action Research Arm Test(ARAT),modified Barthel Index(MBI)and motor-evoked potential(MEP)tests.Results The FMA-UE scores,ARAT scores,MBI scores,MEP amplitude and MEP latency improved in both groups af-ter treatment(|t|>3.670,P<0.01),and were superior in the observation group than in the control group(|t|>3.081,P<0.01).Conclusion The combination of taVNS and DTT can significantly improve upper limb function,enhance activities of daily living,and promote neurological recovery in patients with ischemic stroke.
9.Preparation, preclinical evaluation and preliminary clinical application of 64Cu-DOTATATE
Huanhuan LIU ; Xiaojun ZHANG ; Guangyu MA ; Yue PAN ; Jingfeng ZHANG ; Hui WEN ; Xiaodan XU ; Ruimin WANG ; Jinming ZHANG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(6):358-363
Objective:To prepare domestic 64Cu-1, 4, 7, 10-tetraazacyclododecane-1, 4, 7, 10-tetraacetic acid- D-Phe1-Tyr3-Thr8-octreotide (DOTATATE), and to verify its distribution and preliminary diagnostic value in neuroendocrine tumors (NETs). Methods:DOTATATE was labeled with the domestic 64Cu to obtain 64Cu-DOTATATE. The lipophilicity, in vitro stability, and pharmacokinetics were studied. Biodistribution experiments and microPET imaging were performed on NCI-H727 (somatostatin receptor (SSTR)2 positive expression) tumor-bearing nude mice. The preliminary clinical applications were conducted on 10 NETs patients (5 males, 5 females; age (58.5±13.0) years) from Chinese PLA General Hospital between May 2023 and April 2024. Data were analyzed by using independent-sample t test. Results:64Cu-DOTATATE was successfully prepared with the radiochemical purity greater than 98%, log P of -2.609±0.051 and good stability. Pharmacokinetic experiments in BALB/c mice suggested rapid blood clearance of the drug (elimination half-time of 22.78min). Biodistribution results in tumor-bearing mice showed that 64Cu-DOTATATE was mainly metabolized through the liver and kidneys, with significant tumor uptake at 1h ((2.519±0.273) percentage activity of injection dose per gram of tissue (%ID/g)) and sustained high uptake at 24h ((4.331±0.549)%ID/g). MicroPET imaging of tumor-bearing mice showed a slight increase in uptake and good retention at 24h, with a significant statistical difference compared to the blocked group ((2.197±0.250) vs (0.985±0.064) % ID/g; t=6.40, P=0.008). The tumor/liver ratios were 0.075±0.007, 0.083±0.011, 0.118±0.005, 0.263±0.031 at 1, 2, 6 and 24h, respectively. Preliminary clinical application indicated that 64Cu-DOTATATE exhibited good targeting in patients, and the liver radioactivity distribution was moderate (SUV max=10.62±3.46), providing good image quality. Conclusion:Domestic 64Cu-DOTATATE PET/CT imaging is a promising imaging evaluation method in NETs with the value for further clinical research.
10.Evaluation of the accuracy of three-dimensional data acquisition from liquid-inter-ference surfaces assisted by a scanner head with a compressed airflow system
Xinkai XU ; Jianjiang ZHAO ; Sukun TIAN ; Zhongning LIU ; Xiaoyi ZHAO ; Xiaobo ZHAO ; Tengfei JIANG ; Xiaojun CHEN ; Chao MA ; Yuchun SUN
Journal of Peking University(Health Sciences) 2025;57(1):121-127
Objective:To quantitatively evaluate the accuracy of data obtained from liquid-interference surfaces using an intraoral 3D scanner(IOS)integrated with a compressed airflow system,so as to pro-vide clinical proof of accuracy for the application of the compressed airflow system-based scanning head in improving data quality on liquid-interference surfaces.Methods:The study selected a standard model as the scanning object,adhering to the"YY/T 1818-2022 Dental Science Intraoral Digital Impression Scanner"guidelines,a standard that defined parameters for intraoral scanning.To establish a baseline for accuracy,the ATOS Q 12M scanner,known for its high precision,was used to generate true reference values.These true values served as the benchmark for evaluating the IOS performance.Building on the design of an existing scanner,a new scanning head was developed to integrate with a compressed airflow system.This new design aimed to help the IOS capture high-precision data on sur-faces where liquid-interference,such as saliva,might otherwise degrade scanning accuracy.The tradi-tional scanning method,without airflow assistance,was employed as a control group for comparison.The study included five groups in total,one control group and four experimental groups,to investigate the effects of scanning lens obstruction,airflow presence,liquid media,and the use of the new scan-ning head on scanning process and accuracy.Each group underwent 15 scans,generating ample data for a robust statistical comparison.By evaluating trueness and precision in each group,the study as-sessed the impact of the compressed airflow system on the accuracy of IOS data collected from liquid-interference surfaces.Additionally,we selected Elite and Primescan scanners as references for numeri-cal accuracy values.Results:The scanning accuracy on liquid-interference surfaces was significantly reduced in terms of both trueness and precision[Trueness:18.5(6.5)vs.38.0(6.7),P<0.05;Preci-sion:19.1(8.5)vs.31.7(15.0),P<0.05].The use of the new scanning head assisted by the com-pressed airflow system significantly improved the scanning accuracy[Trueness:22.3(7.6)vs.38.0(6.7),P<0.05;Precision:25.8(9.6)vs.31.7(15.0),P<0.05].Conclusion:The scanning head based on the compressed airflow system can assist in improving the accuracy of data obtained from liquid-inter-ference surfaces by the IOS.

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