Objective To compare the performance and efficacy of prognostic models constructed by different machine learning algorithms in predicting the survival period of lung transplantation (LTx) recipients. Methods Data from 483 recipients who underwent LTx were retrospectively collected. All recipients were divided into a training set and a validation set at a ratio of 7:3. The 24 collected variables were screened based on variable importance (VIMP). Prognostic models were constructed using random survival forest (RSF) and extreme gradient boosting tree (XGBoost). The performance of the models was evaluated using the integrated area under the curve (iAUC) and time-dependent area under the curve (tAUC). Results There were no significant statistical differences in the variables between the training set and the validation set. The top 15 variables ranked by VIMP were used for modeling and the length of stay in the intensive care unit (ICU) was determined as the most important factor. Compared with the XGBoost model, the RSF model demonstrated better performance in predicting the survival period of recipients (iAUC 0.773 vs. 0.723). The RSF model also showed better performance in predicting the 6-month survival period (tAUC _{6 months} 0.884 vs. 0.809, P = 0.009) and 1-year survival period (tAUC _{1 year} 0.896 vs. 0.825, P = 0.013) of recipients. Based on the prediction cut-off values of the two algorithms, LTx recipients were divided into high-risk and low-risk groups. The survival analysis results of both models showed that the survival rate of recipients in the high-risk group was significantly lower than that in the low-risk group (P<0.001). Conclusions Compared with XGBoost, the machine learning prognostic model developed based on the RSF algorithm may preferably predict the survival period of LTx recipients.

Objective To analyze the influencing factors of survival of patients with airway stenosis requiring clinical interventions after lung transplantation. Methods Clinical data of 66 patients with airway stenosis requiring clinical interventions after lung transplantation were retrospectively analyzed. Univariate and multivariate Cox’s regression models were adopted to analyze the influencing factors of survival of all patients with airway stenosis and those with early airway stenosis. Kaplan-Meier method was used to calculate the overall survival and delineate the survival curve. Results For 66 patients with airway stenosis, the median airway stenosis-free time was 72 (52,102) d, 27% (18/66) for central airway stenosis and 73% (48/66) for distal airway stenosis. Postoperative mechanical ventilation time [hazard ratio (HR) 1.037, 95% confidence interval (CI) 1.005-1.070, P=0.024] and type of surgery (HR 0.400, 95%CI 0.177-0.903, P=0.027) were correlated with the survival of patients with airway stenosis after lung transplantation. The longer the postoperative mechanical ventilation time, the higher the risk of mortality of the recipients. The overall survival of airway stenosis recipients undergoing bilateral lung transplantation was better than that of their counterparts after single lung transplantation. Subgroup analysis showed that grade 3 primary graft dysfunction (PGD) (HR 4.577, 95%CI 1.439-14.555, P=0.010) and immunosuppressive drugs (HR 0.079, 95%CI 0.022-0.287, P<0.001) were associated with the survival of patients with early airway stenosis after lung transplantation. The overall survival of patients with early airway stenosis after lung transplantation without grade 3 PGD was better compared with that of those with grade 3 PGD. The overall survival of patients with early airway stenosis after lung transplantation treated with tacrolimus was superior to that of their counterparts treated with cyclosporine. Conclusions Long postoperative mechanical ventilation time, single lung transplantation, grade 3 PGD and use of cyclosporine may affect the survival of patients with airway stenosis after lung transplantation.

Patient safety is the cornerstone of medical quality and an important foundation for a healthy China.In May 2023,the National Health Commission and the National Administration of Traditional Chinese Medicine jointly is-suedthe Action Plan for Comprehensively Improving Medical Quality(2023-2025),which identified patient safety as an important task and special action.It introduces the concept of patient safety,the status quo of patient safety ac-tions at home and abroad,and the research trend of patient safety,and compares the work requirements of patient safety management and special actions in the Action Plan for Comprehensively Improving Medical Quality(2023-2025),and finally puts forward a series of suggestions for formulating the Implementation Plan of Special Ac-tions for Patient Safetywith Chinese characteristics.

This article reviews the overview of digital integration of geriatric patients and related influencing factors, the current situation of smart outpatient service, and the aging measures of smart outpatient service, with a view to providing reference for Chinese scholars to further study digital integration of geriatric patients.

Objective To evaluate the effect of interleukin (IL)-10 on donor lung function after ex vivo lung perfusion (EVLP) in rats of cardiac death. Methods Twenty adult male SD rats were randomly divided into the simple perfusion group (group A, n=10) and modified perfusion group (group B, n=10). Perfusate A (without IL-10) and perfusate B (supplemented with IL-10) was administered in group A and B, respectively. The EVLP rat models of cardiac death were established. The appearance of donor lung, dry-to-wet (D/W) ratio of donor lung tissues, the function and metabolism of donor lung, the morphology of donor lung and the levels of inflammatory markers of donor lung were statistically compared between two groups. Results After perfusion, evident edema of the whole donor lung, poor compliance and a large amount of edema fluid discharged from the airway were observed in group A, whereas no obvious edema and good compliance were found in group B. Compared with group A, the D/W ratio of lung tissues in group B was higher (P < 0.05). In both groups, the pulmonary vein partial pressure of oxygen reached the peak at 2 h after perfusion, which did not significantly differ between two groups (P > 0.05). In group B, the pulmonary artery pressure was increased at a lower speed and significantly lower after perfusion, and the lactic acid level in the perfusate was significantly lower than those in group A (all P < 0.05). In group A, the alveolar structure was largely destroyed and the cells was rare. In group B, the alveolar structure was relatively normal without evident cell edema. The incidence of cell apoptosis of donor lung was high in group A, whereas no obvious cell apoptosis of donor lung was noted in group B. After perfusion for 4 h, the levels of monocyte chemoattractant protein (MCP)-1 and IL-6 were significantly increased, the IL-4 levels were remarkably decreased (all P < 0.05), but the levels of tumor necrosis factor (TNF)-α, IL-1α and inducible nitric oxide synthase (iNOS) did not significantly change in both groups (all P > 0.05). Conclusions IL-10 may improve the function of donor lung after EVLP in rat of cardiac death by reducing cell apoptosis.

Lung transplantation is the only effective treatment of most end-stage lung diseases. Airway anastomotic complications are the main obstacles affecting the postoperative survival and quality of life of lung transplant recipients. Airway anastomotic stenosis is the most common airway anastomotic complication after lung transplantation. In recent years, improvements in the recipient selection, organ preservation, surgical techniques, postoperative intensive care management, immunosuppression, antifungal and endoscopic treatment have decreased the incidence of airway anastomotic stenosis and improved the surgical efficacy of lung transplantation and the survival of the recipients. In this article, the pathogenesis, risk factors, diagnosis and treatment of airway anastomotic stenosis after lung transplantation were reviewed, aiming to provide novel ideas for clinical research, diagnosis and treatment of airway anastomotic stenosis following lung transplantation.

Objective:To explore the teaching effect of case-based learning (CBL) in patient safety course.Methods:A self-made CBL teaching effect questionnaire was used to conduct an online survey on 212 clinical medical undergraduates from a medical college in Chongqing.Results:A total of 212 questionnaires were collected, with 100% of effective recovery rate. Among the students, 91.0% believed that CBL teaching quality was high; 92.4% were satisfied with CBL teaching; 62.7% were the first to experience CBL teaching; 96.7% preferred CBL teaching; 94.3% said that in the future teaching, they would like to accept CBL Teaching. Most students thought that CBL played a vital role in stimulating learning interest, improving learning enthusiasm, activating classroom atmosphere, broadening learning ideas, exercising independent thinking ability, and facilitating the ability of theory connected with practice. Suggestions for the CBL teaching of patient safety courses are summarized into the following three keywords: multiple cases, more interactions, and more similar teaching.Conclusion:The application of CBL in the patient safety course is worth promoting, which is conducive to improving the teaching quality.

Objective To study the risk factors,auxiliary examinations and severity of disease between elderly female and male pulmonary thromboem bolism(PTE)patients.Methods One hundred and nineteen elderly PTE patients(72females and 47males)admitted to our hospital were included in this study.Their clinical symptoms,past medical history,laboratory testing parameters,imaging data,treatment plan,and risk stratification were compaired between elderly female and male PTE patients.The risk stratification such as PESI,sPESI,and prognosis scores were assessed. Results The rate of past PTE history was significantly higher while that of smoking was significantly lower in female patients than in male patients(P＜0.05,P＜0.01).The serum hemoglobin and creatinine levels and the incidence of AF were significantly lower while the number of lymphocytes was significantly greater,the change of V2and V3lead T-waves was more obvious and the ratio of oral anticoagulation therapy was significantly higher in female patients than in male patients(P＜0.05,P＜0.01).The PESI score was significantly lower in female patients than in male patients(86.5 vs 102.0,P＜0.01).No significant difference was detected in clinical symptoms,sPESI score,prognosis score and risk stratification between female and male PTE patients (P＞0.05).Conclusion No significant difference is detected in clinical symptoms,sPESI score,prognosis score and risk stratification between elderly male and female PTE patients.Changes of V2and V3lead T-waves on ECG are common in female PTE patients.

Objective To compare the efficacy of extended pelvic lymph node dissection (ePLND)and oncological outcome by fluorescence laparoscopic radical prostatectomy (FLRP) versus high-definition laparoscopic radical prostatectomy (HD-LRP) for men with locally advanced prostate cancer (LAPCa).Methods In a prospective trial,we recruited 51 patients with T3a-bNxM0 prostate cancer from July 2015 to April 2018.Patients were assigned to study group or control group according to random number method,and were underwent either FLRP + ePLND or HD-LRP + ePLND.21 in the study group were injected with 5 mg of indocyanine green (ICG) into the bilateral lobes of the prostate transperineally guiled by transrectal ultrasound 30 min before surgery for lymphography.During the surgical procedure a fluorescence laparoscope,optimized for detection in the near infrared range,was used to visualize the lymph nodes (green fluorescent) in the dissection region in the study group while a common laparoscopy introduced in control one.Lymph nodes were removed in the external iliac vessiles,internal iliac artery,obturator fossa regions,common iliac regions and presacral regions in both groups.Radical prostatectomy was completed in the both groups by similar steps.The operation time,blood loss,number of removed lymph nodes and positive lymph nodes,complication rate,biochemical recurrence (BCR) and metastasis free survival rates in 2 years were recorded and compared in the two groups.Results 51 eligible patients were selected,including 21 in the study group and 30 in the control group.The mean age of biopsy of study group and control one were (66.4 ± 7.7) and (66.8 ± 7.4),the mean age PSA (23.5 ± 16.8) ng/ml and (26.0 ± 20.1) ng/ml,the mean Gleason score of biopsy (8.1 ± 1.0) and (7.9 ± 0.9) respectively,and there was no statistical significant difference between two groups.The mean operation time of study group and control one were (45.9 ± 4.6) min and (56.4 ± 3.2) min,the mean removed lymph nodes were (27.7 ± 5.6) and (22.1 ±5.6) respectively,and there was statistical significant difference between two groups (all P ＜ 0.05).Lymph nodes invasion in pathology were reported in 8 cases(38.1％)in the study groups while 9 (30.0 ％) in the control one;the proportion of positive lymph node (metastasis) were 3.2％ (19/583) and 3.4％ (23/663) in the two groups respectively and no statistically significant difference was noted between the two groups.Lymphorrhagia occurred in 4 cases in the control group,and there was no serious complications in both groups.The median follow-up time was 20 (7-33) month and during this time,BCR observed of 1 (4.7％) in the study group and 8 (26.7％) in the control;meanwhile,the MFSR was recorded of 100.0％ (0)in the study group and 86.7％ (4)in the control one,showing a statistically significant difference between the two groups(P =0.04).Conclusions Comparing with LRP,FLRP achieved better results of LN dissection,which will improve oncological outcomes.

Examination reform was explored in Introduction to clinical medicine, and a new evaluation system was constructed which included the combination of formative assessment and sum-mative assessment as well as content system, operation system and monitoring system. The feedback mechanism of formative assessment was put into a full use to improve the teaching effect in this new evaluation system. At the same time, the method of summative assessment was substituted from the traditional closed-book exam to literature translation and presentation carried out by groups. The com-bination of summative assessment and formative assessment could evaluate the teaching efficiency of introduction to clinical medicine more comprehensively and objectively. In addition, it played an ac-tive role in improving students' comprehensive ability and their learning enthusiasm.