Objective To evaluate the predictive value of different machine learning models constructed in a multicenter environment for potential organ donors and verify their clinical application feasibility. Methods The study included 2 000 inpatients admitted to five domestic tertiary hospitals from January 2020 to December 2023, who met the criteria for potential organ donation assessment. They were randomly divided into a training set and an internal validation set (7∶3). Another 300 similar patients admitted to the First Affiliated Hospital of Harbin Medical University from January 2024 to April 2025 were included as an external validation set. The area under the curve (AUC), sensitivity, specificity, accuracy and F1-score of three models were compared, and the consistency of the potential organ donor determination process was tested. Multivariate logistic regression analysis was used to identify predictive factors of potential organ donors. Decision curve analysis (DCA) was employed to verify the resource efficiency of each model, and the threshold interval and intervention balance point were assessed. Results Apart from age, there were no significant differences in other basic characteristics among the centers (all P>0.05). The consistency of the potential organ donor determination process among researchers in each center was good [all 95% confidence interval (CI) lower limits >0]. In the internal validation set, the XGBoost model had the best predictive performance (AUC=0.92, 95% CI 0.89-0.94) and the best calibration (P=0.441, Brier score 0.099). In the external validation set, the XGBoost model also had the best predictive performance (AUC=0.91, 95% CI 0.88-0.94), outperforming logistic regression and random forest models. Multivariate logistic regression showed that mechanical ventilation had the greatest impact (odds ratio=2.06, 95% CI 1.54-2.76, P<0.001). DCA indicated that the XGBoost model had the highest net benefit in the threshold interval of 0.2-0.6. The “treat all” strategy only had a slight advantage at extremely low thresholds. The recommended threshold interval, which balances intervention costs and clinical benefits, considers ≥50% positive predictive value (PPV) and ≤50 referrals per 100 high-risk patients. Conclusions The XGBoost model established in a multicenter environment is accurate and well-calibrated in predicting potential organ donors. Combined with DCA, it may effectively guide the timing of clinical interventions and resource allocation, providing new ideas for the assessment and management of organ donation after brain death.

ObjectiveTo investigate the effect of SU056， an azo-podophyllotoxin derivative， on carbon tetrachloride （CCl₄）-induced liver fibrosis in mice and related mechanisms of action. MethodsA total of 12 mice were randomly divided into control group， model group （CCl₄+normal saline）， and treatment group （CCl₄+SU056）， with 4 mice in each group. Mice were given intraperitoneal injection of CCl₄ to establish a model of liver fibrosis， and during the middle stage of modeling， the mice in the treatment group were given daily intraperitoneal injection of SU056. Liver histopathological injury， collagen deposition， and liver function were assessed based on HE staining， Masson staining， Sirius Red staining， the content of hydroxyproline in liver tissue， and the serum levels of alanine aminotransferase and aspartate aminotransferase， and immunofluorescence assay was used to measure the expression levels of smooth muscle actin α （α-SMA）， collagen type Ⅰ， and Y-box binding protein 1 （YB1）. The human hepatic stellate cell （HSC） line LX-2 and primary mouse HSC were used， and CCK-8 assay was used to measure cell proliferation； Transwell assay was used to observe cell migration； quantitative reverse transcription-polymerase chain reaction and Western Blot were used to measure the expression levels of collagen type Ⅰ， collagen type Ⅲ， YB1， phosphorylated mammalian target of rapamycin （mTOR）， and phosphorylated S6K， so as to validate the function of the YB1/mTOR signaling axis. The one-way or two-way analysis of variance was used for comparison of continuous data between multiple groups， and the least significant difference t-test was used for further comparison between two groups. ResultsIn the mouse model of liver fibrosis induced by CCl₄， compared with the model group， the treatment group had significant alleviation of inflammatory cell infiltration， collagen deposition， and pseudolobule formation in liver tissue and significant reductions in the serum levels of alanine aminotransferase and aspartate aminotransferase and the content of hydroxyproline in liver tissue （all P<0.01）. Immunofluorescence assay showed that SU056 significantly inhibited the abnormal high expression of α-SMA， collagen type I， and YB1 in liver tissue （all P<0.01）. In vitro experiments showed that SU056 inhibited the transforming growth factor-β1-induced proliferation of LX-2 cells （P<0.01）， the migration of LX-2 cells （P<0.05）， and the transcriptional up-regulation of collagen type Ⅰ and collagen type Ⅲ （all P<0.05） in a dose-dependent manner， and SU056 could inhibit the spontaneous activation of primary HSC in vitro. Mechanistic studies revealed that transforming growth factor-β1 simultaneously upregulated the expression levels of YB1， phosphorylated mTOR， and phosphorylated S6K in LX-2 cells， and treatment with SU056 （10 and 20 µmol/L） could downregulate the protein expression levels of collagen type I， YB1， phosphorylated mTOR， and phosphorylated S6K. Specific knockdown of YB1 or administration of the mTOR inhibitor rapamycin exerted a similar effect as SU056. SU056 also inhibited the co-upregulation of α-SMA and phosphorylated mTOR in liver tissue of model mice （P<0.01）. ConclusionSU056 can effectively inhibit HSC activation， proliferation， migration， and extracellular matrix production both in vivo and in vitro and thus delay the progression of liver fibrosis， by disrupting the YB1/mTOR positive feedback signaling axis.

With the accelerating aging of the population, the proportion of elderly patients with lung cancer continues to rise, presenting multiple challenges to perioperative management. This paper systematically reviews the clinical characteristics of elderly lung cancer patients. Based on the comprehensive geriatric assessment, it proposes incorporating seven major geriatric syndromes—frailty, delirium, sarcopenia, cognitive impairment, malnutrition, dysphagia, and mood disorders—into the core evaluation system. By integrating multimorbidity management with complication prevention and control, an integrated "geriatric syndrome-multimorbidity-complication" perioperative management model is constructed. Furthermore, this paper outlines stratified intervention strategies for geriatric syndromes, a "five-step" workflow for comorbidity management, and a comprehensive intervention pathway for complications across the preoperative, intraoperative, and postoperative phases. Multidisciplinary team (MDT) collaboration serves as the core mechanism to achieve individualized comprehensive treatment. This paper aims to provide a novel perioperative comprehensive treatment model for elderly lung cancer patients, which is centered on geriatrics, supported by multidisciplinary collaboration, and guided by precision medicine.

With the rapid advancement of medical technology and the increasing complexity of clinical environments, competence in clinical ethical decision-making has become an indispensable core competency for exemplary physicians. However, traditional medical ethics education has long been confronted with the persistent challenges of theory-practice dissociation and the disconnect between pedagogical settings and clinical realities. Thus, how to construct a "Clinical Ethics" curriculum that aligns with the objectives of training high-caliber medical professionals has emerged as a critical and challenging issue in current medical education reform. To effectively address this challenge, the Office of Education at Peking University Third Hospital, since 2021, has assembled a multidisciplinary "Clinical Ethics" teaching and management team comprising faculty from Peking University School of Humanities and key clinical specialists from the hospital. In 2022, the "Clinical Ethics" elective course was formally launched for fourth-year students in the eight-year MD program who had completed coursework in "Medical Ethics" and organ-system-based curricula, with the aim of exploring and operationalizing a pre-clinical ethics education model tailored for senior medical students. The course employs a modular instructional design encompassing "theoretical review-case-based deliberation-clinical workshop", which effectively facilitates the deep integration of medical humanities with clinical practice.Following four years of iterative refinement through the "plan-act-observe-reflect" cycle, the course has demonstrated positive outcomes in enhancing students' ethical awareness and decision-making capabilities, and has preliminarily established a sustainable collaborative mechanism among the multidisciplinary faculty team. This article systematically delineates the course development background, pedagogical model and methodological innovations, and the multidisciplinary collaborative framework, alongside reflections and summaries based on implementation outcomes, with the intent of providing references for the future development of "Clinical Ethics" curricula.

Objective To explore the effects of esophageal vocalization training based on health empowerment model on self-efficiency,self-management ability and vocal function in patients with laryngeal cancer after total laryngectomy.Methods A total of 86 patients with laryngeal cancer who underwent total laryngectomy in The Second Affiliated Hospital of Naval Medical University from January 2023 to June 2024 were selected as the research subjects.The patients returned to the hospital to receive esophageal vocalization training 2 months after surgery.According to the random number table method,patients were assigned to control group(43 cases,receiving routine care)or observation group(43 cases,receiving routine care and nursing based on health empowerment).The training continued for 3 months.The general self efficacy scale(GSES)score,exercise of self-care agency scale(ESCA),voice handicap index(VHI)score,and training compliance were compared between the two groups before and after nursing care.Results After 3 months of vocal training,the GSES and ESCA scores of both groups increased,while VHI score decreased.The observation group had higher GSES and ESCA scores and lower VHI score than the control group(P<0.05).The overall compliance rate of the observation group was higher than that of the control group(P<0.05).Conclusion The esophageal vocalization training based on health empowerment can improve self-efficacy,self-management ability,training compliance,and vocal function in patients with laryngeal cancer after total laryngectomy.

Objective To explore the molecular mechanism by which SOS Ras/Rac guanine nucleotide exchange factor 1-intronic transcript 1(SOS1-IT1)affects enhancer of zeste homolog 2(EZH2)protein expression in endometrial cancer cells Ishikawa and RL95-2.Methods Lentiviral transfection of short hairpin RNA(shRNA)and overexpression plasmid were used in Ishikawa and RL95-2 cell lines to knock down and overexpress SOS1-IT1.The mechanism of EZH2 expression regulation was studied using Real-time PCR,Western blotting,and chromatin immunoprecipitation.Results The expression of SOS1-IT1 and EZH2 genes was positively correlated in endometrial cancer tissues.Knocking down SOS1-IT1 significantly reduces the expression of EZH2,inhibited the proliferation and migration of Ishikawa and RL95-2 cells,and could reduced the acetylation of histone H3 at position 27(H3K27)and the enrichment of CREB binding protein(CBP)in the EZH2 gene promoter region.Overexpression of SOS1-IT1 could increased the expression of EZH2 and enhance the acetylation of H3K27 and the enrichment of CBP.CBP could bind to SOS1-IT1 RNA,and this binding ability was weakened when CBP was knocked down.Conclusion SOS1-IT1 can promote the expression level of EZH2 in endometrial cancer cells Ishikawa and RL95-2 by regulating the acetylation modification level of the EZH2 gene promoter region,thereby affecting the proliferation and migration ability of endometrial cancer cells.

Objective To analyze the impact of digital conversion of screen-film chest radiographs on image quality in patients with pneumoconiosis. Methods Ten high-kilovoltage screen-film chest radiographs from pneumoconiosis patients were digitally converted using three devices, including a digital single-lens reflex camera, a smartphone, and a medical film scanner. The image quality and optical density values before and after image adjustment were compared across different image formats. Results Before adjustment, among the 30 JPEG images, 24 had diagnostic defect areas and 26 had unqualified optical density values. In RAW format, optical density values were not qualified in 18 out of 30 images. In DICOM format, optical density values were not qualified in nine of ten images. After adjustment, optical density values were not qualified in 13 JPEG images, 12 RAW images, and one DICOM image. Comparisons of chest radiograph quality grade distributions before and after adjustment showed significant differences for all three image formats (all P<0.05). Conclusion After being digitally converted by taking images in RAW format with digital photographic equipment and undergoing post-processing adjustment, the quality of screen-film chest radiographs for pneumoconiosis can meet the diagnostic requirements.

Objective To analyze the short-term prognosis value of middle ear risk index(MERI)in predicting the poor hearing recovery 6 months after transcanal endoscopic ear surgery(TEES)for children with cholesteatoma-type middle ear infection and the related factors affecting poor hearing recovery after TEES surgery.Methods A total of 70 children with cholesteatoma-type middle ear infection who underwent TEES were selected as the research subjects,and their outcomes were followed up for 6 months postoperatively.Pure tone audiometry was performed to collect the air-bone-gap(ABG)values of children,and they were divided into two groups according to ABG values:the group with good prognosis(ABG≤20 dBHL,n=49)and the group with poor prognosis(ABG>20 dBHL,n=21).The general information and the postoperative outcomes of MERI,ABG and quality of life improvement(Otitis Media-6,OM-6 score)of the two groups were compared.The independent risk factors for poor hearing recovery of TEES for children with cholesteatoma-type middle ear infection were analyzed by multivariate Logistic regression analysis.Receiver operating characteristic(ROC)curve was developed to study the predictive value of MERI in patients with cholestatomatous otitis media with TEES.Results Compared with the good prognosis group,the disease course of children in the poor prognosis group was longer,the scores of MERI,ABG and OM-6 before and after surgery were higher,the proportion of high-risk was higher(P＜0.05).The multivariate Logistic regression analysis showed that longer course of illness,higher MERI,higher preoperative ABG values and higher preoperative OM-6 scores were independent risk factors for poor hearing recovery of TEES for children with cholesteatoma-type middle ear infection.The ROC curve showed that the AUC(95%CI)of MERI predicting poor hearing recovery at 6 months post-TEES in cholesteatoma otitis media children was 0.828(95%CI:0.718-0.907),sensitivity was 81.0%and specificity was 75.5%.Conclusion MERI can be used as an effective tool to predict the short-term hearing recovery of children with cholestatoma otitis media undergoing tympanoplasty.The longer the course of disease,the higher the MERI.The higher the preoperative ABG,the higher the preoperative OM-6 score.The higher the risk of poor hearing recovery after TEES operation in children with cholestatoma otitis media,which needs clinical attention.

The construction of a new cultural system for high-quality development in public hospitals serves as a crucial pillar for achieving their high-quality advancement.During this developmental processe stablishing a cultural framework that aligns with the new development model holds particular significance.Through content analysis methodology,it identifies 18 core elements of the new cultural system for high-quality development in public hospitals.Furthermore it synthesizes seven implementation pathways across three dimensions-organizational patientand employee perspectives:digital leadership organizational reform capability talent innovation capability resource integration capability normative constraint force value co-creation capability and employee support capability.These findings provide both theoretical and practical references for cultivating new cultural constructs that facilitate high-quality development in public hospitals.

Objective:To analyze the correlation between metabolic syndrome indexes and thyroid nodules in individuals receiving health examinations.Methods:It′s a retrospective cohort study. A total of 2 678 individuals who received health examinations in the Health Management Center of the First Hospital of Shanxi Medical University for four consecutive years and met the admission criteria were selected as the research objects. According to the metabolic syndrome index data of health examination, according to the different duration of metabolic syndrome during the observation period, the group-based trajectory model, Bayesian information criterion and average posterior grouping probability were used to determine the best trajectory groups, and the objects were divided into three different metabolic syndrome index trajectory groups: normal, abnormal and recovery group. During the physical examination in 2022 and 2023, the detection of thyroid nodules in each group was followed up, and the difference of detection rate of thyroid nodules in different metabolic syndrome trajectory groups was compared by Log-rank test, and the correlation between different metabolic syndrome index change trajectories and thyroid nodules was analyzed by logistic regression model.Results:The cumulative detection rate of thyroid nodules in normal group, abnormal group and recovery group was 18.8% (77/410), 27.5% (327/1 190) and 24.7% (266/1 078), respectively ( χ2=19.482, P<0.001). In model 4, after adjusting for age, gender, smoking, drinking, staying up late, insomnia, physical activity, family history and other confounding factors, the risk of thyroid nodules in abnormal group and recovery group was still 2.011 times (95% CI: 1.457-2.776) and 2.006 times (95% CI: 1.389-2.897) of that in normal group. Conclusion:There is a positive correlation between metabolic syndrome index and thyroid nodules in individuals receiving health examinations, and metabolic syndrome index can be used as a predictive index of thyroid nodules.