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.Differences in inflammatory indicators and prognostic factors between pulmonary and extrapulmonary ARDS caused by sepsis
Honglei QI ; Xiaojuan YANG ; Xiaojun YANG ; Xigang MA ; Xiaohong WANG ; Huan DING ; Jinyuan ZHU
Chongqing Medicine 2025;54(6):1300-1306
Objective To investigate the influencing factors of pulmonary and extrapulmonary acute re-spiratory distress syndrome(ARDS)caused by sepsis.Methods A total of 126 patients with ARDS admitted to the Department of Critical Care Medicine,General Hospital of Ningxia Medical University,from January 2022 to June 2024 were selected.Patients were divided into pulmonary ARDS and extrapulmonary ARDS groups based on the etiology of ARDS.General data,inflammatory indicators,and prognostic outcomes were compared between the two groups.COX regression analysis was used to identify prognostic factors.Results A-mong the 126 patients,72 were diagnosed with pulmonary ARDS and 54 with extrapulmonary ARDS.The pulmonary ARDS group had significantly lower SOFA scores,fewer organ dysfunctions,a lower incidence of arrhythmia,shorter mechanical ventilation duration,higher Murray scores,and higher Charlson Comorbidity Index(CCI)compared to the extrapulmonary ARDS group(P<0.05).Inflammatory markers,including pro-calcitonin(PCT),C-reactive protein(CRP),interleukin(IL)-4,IL-6,IL-10,and tumor necrosis factor-α(TNF-α),were significantly lower in the pulmonary ARDS group,while interferon-γ(INF-γ)levels were higher(P<0.05).For pulmonary ARDS,CCI and TNF-α were identified as independent risk factors for prog-nosis(P<0.05),with the combination of CCI and TNF-α yielding the highest predictive accuracy(AUC=0.81,95%CI:0.71-0.91).For extrapulmonary ARDS,CCI and CRP were independent risk factors(P<0.05),and their combination achieved the highest predictive performance(AUC=0.91,95%CI:0.84-0.98).Conclusion Inflammatory profiles between pulmonary and extrapulmonary ARDS caused by sepsis are different.CCI and TNF-α are independent risk factors for mortality in pulmonary ARDS,while CCI and CRP are independent risk factors in extrapulmonary ARDS.
7.Nomogram based on clinical and DCE-MRI characteristics for predicting the depth of myometrial invasion and grade of endometrioid endometrial carcinoma
Xiaoliang MA ; Songqi CAI ; Jinwei QIANG ; Guofu ZHANG ; Jianjun ZHOU ; Mengsu ZENG ; Xiaojun REN ; Rong JIANG ; Minhua SHEN
Chinese Journal of Obstetrics and Gynecology 2025;60(3):202-215
Objective:To investigate the feasibility and value of nomogram based on base line clinical and dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) characteristics for pretreatment predicting the depth of myometrial invasion and tumor grade of endometrioid endometrial carcinoma (EEC).Methods:Preoperative baseline clinical characteristics and DCE-MRI characteristics of 194 EEC patients were prospectively collected at Obstetrics and Gynecology Hospital, Fudan University from October 2020 to January 2022 and used as a training set. Univariate analysis was conducted to compare baseline clinical characteristics and DCE-MRI quantitative parameters [including tumor volume, and mean, median, and standard deviation of volume transfer constant (K trans), rate constant (K ep), extravascular extracellular volume fraction (V e), and initial area under the enhancement curve (iAUC)] between patients with deep myometrial invasion (DMI) and those with superficial myometrial invasion (SMI), as well as between high-grade and low-grade EEC. Multivariate logistics regression analysis was used to identify independent predictors for the construction of nomogram. An independent external testing set comprising 127 EEC patients was retrospectively collected from Zhongshan Hospital, Fudan University and Zhongshan Hospital, Fudan University (Xiamen Branch). The area under the receiver operating characteristic curve (AUC) and decision curve analysis (DCA) were used for evaluating the model′s predictive performance and clinical net benefit, respectively. Results:(1) The depth of myometrial invasion: univariate analysis showed that in the training set, the EEC patients with DMI differed significantly from those with SMI in clinical characteristics including higher proportion of postmenopausal state and overweight [body mass index (BMI)≥25 kg/m2], and abnormal levels of serum cancer antigen (CA) 125, CA 199, and human epididymis protein 4 (HE4), and in DCE-MRI quantitative parameters including tumor volume, and median, mean, and standard deviation of K trans, median of V e, as well as median, mean, and standard deviation of iAUC (all P<0.05). Multivariate analysis showed that the patient′s menstrual status, BMI, CA 199, tumor volume, and mean of iAUC were independent predictors of the depth of myometrial invasion, and constructed the nomogram (recorded as Nomogram_1), achieving an AUC of 0.861 (95% CI: 0.803-0.919) in the training set. In the independent external testing set, the AUC was 0.876 (95% CI: 0.815-0.938), with corresponding sensitivity of 82.0%, specificity of 80.7%, accuracy of 81.1%, positive predictive value (PPV) of 65.3%, and negative predictive value (NPV) of 91.0% for predicting DMI. (2) The EEC grade: univariate analysis showed that in the training set, high-grade EEC patients differed significantly from low-grade EEC in clinical characteristics including patient′s age, the proportion of postmenopausal state and overweight, and abnormal levels of serum CA 125, and in DCE-MRI quantitative parameters including tumor volume, median, mean, and standard deviation of K trans, median and mean of V e, as well as median, mean, and standard deviation of iAUC (all P<0.05). Multivariate analysis showed that the patient′s menstrual status, BMI, tumor volume, and median of V e emerged as independent predictors of EEC grade, and constructed the nomogram (recorded as Nomogram_2), achieving an AUC of 0.845 (95% CI: 0.786-0.893) in the training set. While in the external testing set, the AUC was 0.819 (95% CI: 0.744-0.894), with corresponding sensitivity of 72.4%, specificity of 72.4%, accuracy of 72.4%, PPV of 43.8%, and NPV of 89.9% for predicting high-grade EEC. (3) The DCA curves demonstrated that both Nomogram_1 and Nomogram_2 yielded obvious positive clinical net benefits across a wide range of threshold probabilities. Conclusion:The nomogram based on pretreatment clinical and DCE-MRI characteristics has the potential to noninvasive predict the depth of myometrial invasion and grade of EEC, providing valuable reference information for clinical management decision-making.
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.Targeting farnesoid X receptor as aging intervention therapy.
Lijun ZHANG ; Jing YU ; Xiaoyan GAO ; Yingxuan YAN ; Xinyi WANG ; Hang SHI ; Minglv FANG ; Ying LIU ; Young-Bum KIM ; Huanhu ZHU ; Xiaojun WU ; Cheng HUANG ; Shengjie FAN
Acta Pharmaceutica Sinica B 2025;15(3):1359-1382
Environmental toxicants have been linked to aging and age-related diseases. The emerging evidence has shown that the enhancement of detoxification gene expression is a common transcriptome marker of long-lived mice, Drosophila melanogaster, and Caenorhabditis elegans. Meanwhile, the resistance to toxicants was increased in long-lived animals. Here, we show that farnesoid X receptor (FXR) agonist obeticholic acid (OCA), a marketed drug for the treatment of cholestasis, may extend the lifespan and healthspan both in C. elegans and chemical-induced early senescent mice. Furthermore, OCA increased the resistance of worms to toxicants and activated the expression of detoxification genes in both mice and C. elegans. The longevity effects of OCA were attenuated in Fxr -/- mice and Fxr homologous nhr-8 and daf-12 mutant C. elegans. In addition, metabolome analysis revealed that OCA increased the endogenous agonist levels of the pregnane X receptor (PXR), a major nuclear receptor for detoxification regulation, in the liver of mice. Together, our findings suggest that OCA has the potential to lengthen lifespan and healthspan by activating nuclear receptor-mediated detoxification functions, thus, targeting FXR may offer to promote longevity.

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