With rapid development of technology,generative artificial intelligence has emerged as a research hotspot in field of artificial intelligence,and demonstrates immense potential to enhance quality of medical education,reduce educational costs,and optimize allocation of educational resources in medical education.Medical Immunology is a complex and continuously evolving disci-pline that not only encompasses a vast amount of basic knowledge but also involves interdisciplinary intersections,which involves extensive foundational knowledge,cross-disciplinary integration and cutting-edge research.Furthermore,rapid updates in research progress,coupled with abstract and complex nature of content,pose significant challenges for teaching.Therefore,analyzing teaching advantages of generative artificial intelligence in empowering Medical Immunology,exploring its practical applications in Medical Immunology education,and innovating theoretical education systems and methodologies are of great significance for improving quality of Medical Immunology education.

BACKGROUND:For patients with anterior cruciate ligament re-rupture after reconstruction with abnormally increased posterior slope of the tibial plateau,anterior cruciate ligament reconstruction combined with anterior closing-wedge high tibial osteotomy was performed.However,there is a lack of precise tools for osteotomy.OBJECTIVE:To investigate the effectiveness of three-dimensional(3D)printed accurate osteotomy template in anterior cruciate ligament revision for patients with excessive posterior slope.METHODS:The medical records of 30 patients who underwent anterior cruciate ligament revision combined with anterior closing-wedge high tibial osteotomy were retrospectively collected and divided into two groups according to the operation method.The trial group(n=15)was assisted by 3D printing osteotomy guide plate.The control group(n=15)was conventional surgery.The osteotomy time,fluoroscopy times,intraoperative and 24 hours postoperative blood loss,preoperative and 3 months postoperative tibiofemoral anatomical angle,medial proximal tibial anatomical angle,posterior slope,the difference between planned posterior slope correction angle and actual correction angle,and KT-2000 side-to-side difference before operation,3 and 24 months after operation were compared between the two groups.Lachman test and Pivot shift test were performed before operation,immediately after operation,and 24 months after operation.International Knee Documentation Committee score and Lysholm score were performed before operation,3 and 24 months after operation.RESULTS AND CONCLUSION:(1)The osteotomy time,fluoroscopy times,and blood loss during operation and 24 hours after operation in the trial group were significantly less than those in the control group(P＜0.05).(2)The posterior slope of the two groups decreased significantly after operation.There was no significant change in tibiofemoral anatomical angle and medial proximal tibial anatomical angle after operation.The difference between preoperative planned and postoperative actual posterior slope degree in the trial group(0.64±0.41)° was smaller than that in the control group(2.18±0.54)°,and the difference was statistically significant(P＜0.001).(3)The KT-2000 side-to-side difference was significantly reduced in both groups after surgery(P＜0.05).At 3 and 24 months after operation,there was no significant difference in KT-2000 side-to-side difference between the two groups(P＞0.05).The Lachman test and Pivot shift test of the two groups were negative immediately after operation,3 and 24 months after operation.(4)The International Knee Documentation Committee and Lysholm scores of the two groups increased significantly after surgery(P＜0.05).At 3 months after operation,the International Knee Documentation Committee score and Lysholm score of the trial group were significantly higher than those of the control group(P＜0.05).At 24 months after operation,there was no significant difference in International Knee Documentation Committee score and Lysholm score between the two groups(P＞0.05).(5)In conclusion,with the assistance of 3D printing accurate osteotomy guide plate,anterior cruciate ligament reconstruction combined with anterior closing-wedge high tibial osteotomy is easier to operate,with shorter operation time,fewer fluoroscopy times,less intraoperative and postoperative blood loss,and faster recovery of knee joint function after operation,which has high clinical application value.

Ubiquitination represents a critical post-translational modification of proteins,capable of indu-cing alterations in the stability,cellular localisation and activity of substrate proteins.Consequently,it plays a pivotal role in a multitude of essential cellular processes.The intracellular parasite Legionella pneumophila releases in excess of 300 effector proteins into its host cell via its distinctive type IVB secre-tion system.These effector proteins regulate the physiological activity of host cells,thereby facilitating the growth and reproduction of Legionella and ultimately resulting in Legionella infection in humans.In the context of host infection,a number of effector proteins have been identified as regulators of the host cell ubiquitination system.Together with SidJ,SdjA,DupA/DupB,LnaB,and MavL,SidEs precisely and dynamically modulate the ubiquitination pathway of host cells,thereby providing a suitable environment for L.pneumophila to survive.The clarification of the biological functions of LnaB and MavL has led to the elucidation of this complex non-canonical ubiquitination regulatory cycle in L.pneumophila.This re-view presents a summary of the structural and enzymatic basis of non-classical ubiquitination mediated by SidEs,along with an examination of its biological significance in regulating endoplasmic reticulum rear-rangement and promoting Legionella-containing vacuole formation in host cells;the mechanism by which SidJ/SdjA regulates the phosphoribosylation activity of SidEs;and DupA/DupB,LnaB and MavL reverse the ubiquitination of host substrate proteins by SidEs through a multi-step catalytic reaction.In conclu-sion,this study will provide a reference for further understanding the detailed mechanism and biological significance of this type of non-classical ubiquitination modification,as well as offering insights into the pathogenic mechanism of L.pneumophila.

Objective:To understand the burden of chronic kidney disease (CKD) and its risk factors in Fujian Province during 1990-2019.Methods:Based on the Global Burden of Disease Study 2019, the incidence rate, mortality rate and disability-adjusted life years (DALYs) of CKD in Fujian from 1990 to 2019 were calculated. An age-period-cohort model was used to estimate the effects of age, period, and cohort on age-standardized incidence rate (ASIR), age-standardized mortality rate (ASMR), and age-standardized DALY rate (ASDR) of CKD. Comparative risk assessment theory was used to calculate the potential attributable DALYs due to risk factors.Results:In 2019, the ASIR of CKD in Fujian exceeded the national average. The ASIR of CKD showed an increasing trend from 1990 to 2019, but the ASMR and ASDR of CKD exhibited decreasing trends during the same period. In 2019, the ASIR of CKD was higher in women than in men, while the ASMR and ASDR were higher in men than in women. Age-period-cohort analysis indicated that ASIR, ASMR, and ASDR of CKD increased with age. The period effect for ASIR decreased first before increase, while the period effect for ASMR and ASDR displayed fluctuating trends. The cohort effect showed an upward trajectory for ASIR, but a stable status before downward trajectories for ASMR and ASDR. Compared with 1990, except the increase in the ASDR of CKD attributed to high BMI and high temperatures, the ASDR of CKD attributed to other risk factors all showed decreases in 2019. However, the ASDR attributed to high sodium intake remained higher compared with the global average.Conclusion:The burden of CKD remains heavy in Fujian, and it is necessary to reduce the attributable risk factors, such as high sodium intake and high BMI, to address this problem.

Objective To propose a dynamic early warning model based on machine learning methods and validate its predi-ctive efficacy so as to achieve precise assessment and early warning of mortality risk in patients with traumatic hypothermia.Methods Firstly,a total of 480 patients who met inclusion criteria were retrospectively selected from the eICU database and randomly divided into training and test sets at an 8∶2 ratio.Secondly,physiological parameters were extracted from these patients,and five machine learning algorithms including XGBoost,AdaBoost,LightGBM,logistic regression(LR)and random forest(RF)were employed respectively to develop dynamic mortality risk warning models for traumatic hypothermia patients,utilizing a 1-hour observation window.Thirdly,receiver operating characteristic curves(ROC)were plotted using the test set data and the effects of different warning windows on the model performance were analyzed by calculating the AUC.Finally,the interpretability of the models was analyzed using the SHapley Additive exPlanations(SHAP)algorithm to elucidate the contribution of each feature to predictive performance.Results The optimal warning window for the dynamic warning model constructed using the eICU database was 12 hours,and in case of 12-hour warning window the logistic regression model achieved the highest AUC of 0.935 and showed optimal predictive performance.The results of the interpretability analysis by the SHAP algorithm showed that body temperature was the feature that had the greatest impact on the model results,and its reduction was positively correlated with the increased risk of death.Conclusion The machine learning-based dynamic warning model for mortality risk in traumatic hypothermia patients enables real-time dynamic risk assessment,providing robust support for clinicians to identify the patient's condition changes at an early stage and references for the adjustment of clinical treatment programs.[Chinese Medical Equipment Journal,2025,46(3):9-14]

Objective To investigate the learning curve of real-life vaginal delivery,including its difficult steps and influencing factors,to optimize the future training of vaginal delivery for residents in department of obstetrics and gynecology.Methods From 25 Sep 2020 to 12 Mar 2022,OBGYN residents without previous experiences in vaginal delivery were prospectively enrolled in Obstetrics and Gynecology Hospital,Fudan University.Residents performed normal vaginal delivery under the supervision of senior obstetricians and midwives.The performance score(PS)of vaginal delivery and its 9 steps were evaluated via a questionnaire fulfilled by the supervisor once each delivery was finished.Logistic regression models were performed for univariate and multivariate analyses to evaluate the factors that might be correlated with the PS.Results Eventually,233 deliveries performed by 60 residents were analyzed.Results showed that more than 10 deliveries were needed for 70%of residents to obtain minimal competence of vaginal delivery.Perineal protection,delivery of the fetal head,delivery of the fetal shoulders and repair of episiotomy or laceration were found to be the most difficult steps,which required more practices to achieve minimal competence level.Univariate analyses showed the delivery experience,the times of observation/simulation/training,and humanistic care skills might influence the total PS(P<0.05).However,only delivery experience(OR=1.43,95%CI:1.22-1.67)and the times of observation(OR=1.02,95%CI:1.00-1.04)were found to be independently correlated with the total PS in multivariate analyses.Conclusion More than 10 real-life practices were required to achieve the minimal competence of normal vaginal delivery.Enhancing the training on the four difficult steps of vaginal delivery might improve the learning efficiency when delivery opportunities are limited.

Objective:To investigate the clinical demand for subcutaneous immunotherapy (SCIT) with pet allergens and explore the sensitization characteristics of patients undergoing pet SCIT.Methods:A cross-sectional retrospective analysis was conducted on patients diagnosed with pet allergies and treated with pet allergen SCIT in our outpatient clinic from January 2019 to December 2023. Patients were categorized into three groups based on the type of SCIT received: single-cat SCIT group, single-dog SCIT group, and combined cat-dog SCIT group.Results:A total of 931 patients were included, the age range was 5-65 years (median age of 30 years), with 283 male and 648 female. Among them, 67.7%( n=630) received single-cat SCIT, 10.9% ( n=102)received single-dog SCIT, and 21.4% ( n=199) received combined cat-dog SCIT. The number of patients receiving pet allergen SCIT increased annually. Patients in the single-dog SCIT group were significantly older than those in the other two groups ( H=41.329, P<0.001) and had a lower prevalence of allergic rhinitis (91.2% vs. 96.5% and 98.5%; χ2=10.400, P=0.006). In the combined cat-dog SCIT group, the allergy rate to mold allergens was significantly higher than in the single-cat SCIT group (12.6% vs. 4.9%, χ2=13.965, P=0.001). In the single-dog SCIT group, the allergy rate to spring pollen allergens was significantly higher than in the other two groups ( χ2=15.731, P<0.001), and the allergy rate to autumn pollen allergens was significantly higher than in the single-cat SCIT group ( χ2=13.459, P=0.001). There was no significant difference in the dust mite allergy rate among the three groups( χ2=4.117, P=0.129). In the single-dog SCIT group, patients with asthma were significantly older than those without asthma (41.2 vs. 35.2 years old, t=-2.073, P=0.041). In both the single-cat and single-dog SCIT groups, the proportion of allergic rhinitis in the asthma group(91.2%,78.3%) was significantly lower than that in the non-asthma group(97.4%,94.9%) ( χ2=8.863,6.158; P=0.008,0.026). In the single-cat SCIT group, non-asthmatic patients were significantly more likely to receive SCIT combined with spring pollen allergens compared to asthmatic patients (23.9% vs. 11.0%, χ2=7.586, P=0.006). Conclusions:The demand for pet allergen SCIT has steadily increased over the years, with a predominance of female patients. Sensitization profiles varied among patients receiving SCIT for different pet allergens. This study comprehensively elucidates the clinical demand and sensitization characteristics of patients undergoing pet allergen SCIT, providing valuable reference data for clinical diagnosis and treatment.

Background and Aims:The BRAFV600E mutation is the most common genetic alteration in papillary thyroid carcinoma(PTC)and is widely used to guide surgical extent and risk stratification.However,other genetic variants are increasingly identified in clinical practice,and their association with lymph node metastasis(LNM)remains unclear.Most existing studies have compared BRAFV600E-mutated cases with BRAF wild-type cases without stratifying specific mutation types,potentially affecting the accuracy of risk assessment.This study aimed to compare the lymph node metastatic features between PTC patients with different common genetic alterations and those with the BRAFV600E mutation.Methods:A retrospective analysis was conducted on 4 795 PTC patients who underwent surgery and genetic testing at Fudan University Shanghai Cancer Center from January 2019 to January 2025.Patients with a single genetic alteration were included and grouped accordingly.Propensity score matching(PSM)was used to control for confounding factors including age,sex,and T stage.The number of metastatic lymph nodes and N stage were compared between each mutation group and the BRAFV600E group.Results:After PSM,patients in the CCDC6-RET and NCOA4-RET fusion groups had significantly higher numbers of metastatic lymph nodes and N1b stage rates compared to the BRAFV600E group(all P<0.05).No significant differences were observed between the ETV6-NTRK3 fusion or RAS mutation groups and the BRAFV600E group in terms of lymph node metastasis or N stage(all P>0.05).Conclusion:PTC patients harboring CCDC6-RET or NCOA4-RET fusions exhibit a significantly higher lymph node metastatic burden than those with the BRAFV600E mutation,suggesting more aggressive behavior.In contrast,ETV6-NTRK3 and RAS-mutated PTCs show similar metastatic profiles to BRAFV600E-mutated cases.Preoperative genetic profiling may help identify patients at high risk of metastasis and guide individualized lymph node dissection strategies.

Objective:To explore the facilitators and barriers to the implementation of the Radiation Protection Standards for Medical Staff Engaged in Interventional Procedures, and to provide a basis for formulating effective implementation strategies. Methods:Using purposive sampling, semi-structured interviews were conducted with 12 medical staff members engaged in interventional procedures at Guizhou Provincial People's Hospital from January to March 2024. The interview guide was developed based on the consolidated framework for implementation research (CFIR). Interview data were analyzed using Colaizzi's seven-step method.Results:A total of 12 medical staff members were interviewed. Based on the CFIR framework, 19 facilitators and barriers were identified: three under the domain of intervention characteristics, ten under individual characteristics, five under inner setting, and one under outer setting.Conclusions:Numerous determinants affect the implementation of the Radiation Protection Standards for Medical Staff Engaged in Interventional Procedures. Special attention should be given to the domain of individual characteristics. Facilitating factors should be reinforced, while barriers should be dynamically analyzed and addressed through targeted implementation strategies to promote comprehensive and efficient implementation of the Radiation Protection Standards for Medical Staff Engaged in Interventional Procedures.

Objective To explore the mediating role of activities of daily living (ADL) in pain and depressive symptoms in the elderly in China. Methods Utilizing the data from 2020 China Health and Retirement Longitudinal Study, 4403 Chinese elderly individuals aged ≥ 60 years old were selected as the research subjects. Depression Scale (CES-D 10) of the Center for Epidemiological Survey and ADL scale were used in the study. The PROCESS4.1 macro was used to test the mediating effect of daily living activities between pain and depressive symptoms, and the Bootstrap method was applied for verification of the mediating variables. Results A total of 2368 cases of depressive symptoms were detected in the elderly in China, with a detection rate of 53.78%. Pain was positively correlated with depressive symptoms (r=0.27, P<0.01), and activities of daily living were negatively correlated with pain and depressive symptoms (r=-0.27, -0.337, P<0.01). The results showed that the total effect value of pain on depressive symptoms was 0.33, the direct effect value was 0.24, and the mediating effect value of daily living activities was 0.09, accounting for 27.27%. Conclusion Pain and activities of daily living are important factors influencing depressive symptoms in the elderly, and activities of daily living play a partial mediating role in the relationship between pain and depressive symptoms in the elderly.