1.Multicenter machine learning-based construction of a model for predicting potential organ donors and validation with decision curve analysis
Xu WANG ; Wenxiu LI ; Fenghua WANG ; Shuli WU ; Dong JIA ; Xin GE ; Zhihua SHAN ; Tongzuo LI
Organ Transplantation 2026;17(1):106-115
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.
2.Effect and mechanism of the azo-podophyllotoxin derivative SU056 in a mouse model of carbon tetrachloride-induced liver fibrosis
Qichao GE ; Rui CHEN ; Yufei YANG ; Yuecheng GUO ; Dihanjing ZHANG ; Hui DONG ; Lungen LU
Journal of Clinical Hepatology 2026;42(6):1310-1320
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.
3.A novel perioperative comprehensive care model for elderly patients with lung cancer
Daiping LI ; Rui LIANG ; Nan CHEN ; Peng JIAO ; Wenxin TIAN ; Yixiao CHEN ; Jirong YUE ; Birong DONG ; Lunxu LIU ; Ning GE
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(09):1375-1387
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.
4.Development of the "Clinical Ethics" Course for the Eight-Year Clinical Medicine Program: Explorations and Practices by an Interdisciplinary Teaching Team
Jiangli HAN ; Yali CONG ; Qiong BAI ; Shu LI ; Guangkuan XIE ; Tongyan HAN ; Chuan MA ; Ying YAO ; Fei DONG ; Huilin LIU ; Rui WU ; Qinggang GE ; Liang WANG ; Yuxi XIA ; Shixian GU ; Xuan HE ; Ning SHEN
Medical Journal of Peking Union Medical College Hospital 2026;17(5):1223-1229
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.
5.Investigation on the basic situation of pre-analytical quality management in blood station laboratories in North China
Jing SUN ; Hongwei GE ; Zhengmin LIU ; Qianqian QIN ; Wei HAN ; Tong PAN ; Dongli JIAO ; Xiaolan DONG ; Rui WANG
Chinese Journal of Blood Transfusion 2025;38(11):1514-1520
Objective: To investigate the basic situation of pre-analytical quality management in blood station laboratories in North China, and to provide baseline data for promoting the homogenization and standardization of these pre-analytical processes in each blood station laboratory. Methods: A cross-sectional status survey was designed based on the quality management regulations of blood stations, ISO15189 standards and relevant quality management requirements. This survey covering various aspects including laboratory general situation, sample collection and temporary storage, transportation, reception, and quality continuous improvement situations. Data analysis was performed on the survey results of each laboratory. Results: All the 38 blood station laboratories in North China had established a pre-analytical quality management system framework and implemented basic pre-analytical quality control activities; however, there were differences in implementation. 1) Among the 12 basic quality items, 3 items were monitored by all the investigated laboratories (100%), 6 items were monitored by the vast majority of laboratories (about 90%), and 3 items were monitored by a portion of laboratories (about 60%). There were no significant differences in the monitoring index among the three regions and among different types of laboratories (P>0.05). 2) Among the total of 26 items in the three key processes before testing (sample collection and storage, transportation, reception and processing), 12 items were monitored by all laboratories (100%), 11 items were monitored by the vast majority of laboratories (about 90%), and 3 items were monitored by a portion of laboratories (about 75%). There were no significant differences in monitoring index among different regions and types of laboratories (P>0.05). Conclusion: This survey provides a reference and basis for the gap analysis of the pre-analytical process quality management in 38 blood station laboratories across North China. It facilitates laboratories in identifying pre-analytical quality problems, resolving problems, preventing errors, and ensuring that the quality of blood samples before testing meets the established requirements. It lays a foundation for the homogenization of pre-analytical quality management in regional blood stations.
6.Analysis of unqualified pre-analytical samples in blood station laboratories in North China
Zhengmin LIU ; Hongwei GE ; Qianqian QIN ; Wei HAN ; Tong PAN ; Dongli JIAO ; Xiaolan DONG ; Rui WANG
Chinese Journal of Blood Transfusion 2025;38(11):1521-1528
Objective: To determine the frequency and main reasons of unqualified samples by analyzing the quality of pre-analytical samples in blood stations in North China, thereby providing a reference and basis for gap analysis in the implementation of pre-analytical process quality management for participating laboratories and ensuring that only high-standard and high-quality blood samples proceed to testing. Methods: Data on the quality of pre-analytical samples from blood station laboratories in North China was collected via questionnaire. Statistical analysis were performed on: 1) the basic information of samples quality monitoring in the laboratories; 2) the distribution of the overall pre-analytical unqualified rate of samples and the pre-analytical unqualified rate of samples in each laboratory; 3) the distribution of reasons for sample disqualification. Results: 1) The overall pre-analytical unqualified rate of samples in blood station laboratories in North China was 4.55, with a total sigma level of 5.39σ. The 25th, 50th and 75th percentiles (P25, P50, P75) for the total unqualified rate were 0.00, 1.10 and 5.96, respectively. The corresponding percentiles for the Sigma level were 5.34σ, 5.71σ, and 6.00σ, respectively. The pre-analytical unqualified rate of serological and nucleic acid samples (4.89 vs 4.22) showed a significant difference (χ
=9.575, P<0.05). 2) The average unqualified rate of samples in region A, B and C was 1.71, 9.50 and 12.64 (χ
=1 590.721, P<0.05), and the sigma level was 5.66σ, 5.21σ and 5.16σ, respectively. 3) The main reasons for unqualified serological samples were chylous blood (72.65%), hemolysis (17.39%), abnormal hematocrit (5.80%), and insufficient volume (3.50%). The main reasons for the unqualified nucleic acid samples were chylous blood (78.26%), hemolysis (8.84%), failure to centrifuge as required (5.01%), abnormal hematocrit (4.66%), and insufficient volume (1.92%). Conclusion: In North China, the quality indicators for the pre-analytical processes in blood station laboratories are generally well-managed. Laboratories in region A outperformed the national average in pre-analytical specimen quality control. However, participating laboratories exhibit gaps in implementing pre-analytical quality management. Through effective analysis of pre-analytical process quality metrics and inter-laboratory comparisons, laboratories can identify discrepancies and address shortcomings. By establishing clear quality objectives, they can achieve continuous improvement and ensure the validity of test results.
7.Investigation on the management of hemolytic and lipemic samples in the preanalytical phase in blood station laboratories in North China
Jing SUN ; Hongwei GE ; Zhengmin LIU ; Qianqian QIN ; Wei HAN ; Tong PAN ; Dongli JIAO ; Xiaolan DONG ; Rui WANG
Chinese Journal of Blood Transfusion 2025;38(11):1529-1534
Objective: To investigate the assessment criteria and subsequent handling practices of hemolytic and lipemic blood samples before testing in blood screening laboratories in North China, and to provide data to support the standardization of their management in blood station laboratories. Methods: Data on the preanalytical management of hemolytic and lipemic samples from 38 laboratories were collected. The details of management on the criteria and verificatioon for assessment, the assessment methods, and subsequent handling procedures of hemolytic and lipemic samples in blood station laboratories were analyzed. Results: 1) All 38 blood station laboratories monitored serological and nucleic acid samples for hemolysis and lipemia in pre-analytical phase. 2) The criteria and methods for assessing hemolytic and lipemic samples varied among the laboratories of the 38 blood stations. 15 laboratories (39.47%) followed manufacturer's instructions, 9 laboratories (23.68%) formulated their own criteria, and 14 laboratories (36.84%) referred to the criteria of other laboratories. 16 laboratories (42.11%) verified the criteria for assessing hemolytic and lipemic samples, with significant variations in verification rate across laboratories from different regions (P<0.05). For the assessment methods, visual inspection was used by 28 laboratories (73.68%) for hemolytic samples and by 27 laboratories (71.05%) for lipemic samples; the colorimetric card method was used by 10 laboratories (26.32%) for assessing both hemolytic and lipemic samples; the instrumental method was used by 1 laboratory (2.63%) for assessing lipemic samples.3) The handling procedures for hemolytic and lipemic samples varied significantly and followed a gradient distribution pattern among 38 laboratories (including accepting samples for testing, accepting samples for concession testing, re-collecting samples, and rejecting samples and halting testing). With increasing severity of hemolysis and lipemia, more laboratories halted testing, and relatively fewer laboratories accepted samples for normal testing. 5 laboratories (13.16%) applied different handling procedures on serological and nucleic acid samples. Conclusion: This survey provides a reference and basis for analyzing gaps in the management of hemolytic and lipemic samples during the preanalyical phase in blood station laboratories in North China. It enables laboratories to identify the problems and deficiencies in the management of hemolytic and lipemic samples, to ensure preanalytical samples quality meets the established requirements, and to lay a foundation for promoting the homogenization and standardization of the regional sample quality management mode.
8.Transcriptome sequencing-based expression profiling of oxidative stress-related genes and circRNAs in ricin toxin-induced macrophage pyroptosis
Nan LU ; Mingxin DONG ; Lei YU ; Chengbiao SUN ; Yan WANG ; Na XU ; Wensen LIU ; Shumin GE
Journal of Jilin University(Medicine Edition) 2025;51(4):1007-1018
Objective:To analyze and identify the expression profiles of oxidative stress-related genes and circular RNAs(circRNAs)in ricin toxin(RT)-induced pyroptosis of mouse mononuclear macrophages(RAW264.7)using transcriptome sequencing and bioinformatics technology,and to preliminarily analyze their potential functions.Methods:The macrophages(RAW264.7 cells)were treated with RT to establish a cell pyroptosis model and divided into control group,40 μg·L-1 RT group,and 80 ng/mL RT group.Transmission electron microscope(TEM)was used to observe the morphology of the RAW264.7 cells in various groups;Western blotting method was used to detect the expression levels of the pyroptosis pathway-related proteins in the cells in various groups;80 μg·L-1 RT was selected for subsequent experiments.Transcriptome sequencing(RNA-Seq)was performed to obtain the circRNA and mRNA expression profiles in the RAW264.7 cells in control group and RT-treated group,followed by bioinformatics analysis.Results:Compared with control group,the cells in 40 and 80 μg·L-1 RT groups underwent morphological changes;the cells in RT groups showed obvious pyroptosis-like morphological changes,characterized by significant swelling of dying cells and the appearance of characteristic large bubbles on the plasma membrane.Compared with control group,the expression level of gasdermin DN-terminal fragment(GSDMD-N)protein in 40 and 80 μg·L-1 RT groups was increased(P<0.05);compared with 40 μg·L-1 RT group,the expression level of GSDMD-N protein in the cells in 80 μg·L-1 RT group was increased(P<0.05);therefore,the subsequent experiments used the RT concentration of 80 μg·L-1.A total of 2930 differentially expressed messenger RNAs(mRNAs)and 24 differentially expressed circRNAs were identified.The constructed circRNA-microRNA(miRNA)-mRNA competing endogenous RNA(ceRNA)regulatory network consisted of 7 circRNAs,12 miRNAs and 13 mRNAs.Gene Ontology(GO)functional enrichment analysis showed that in biological process(BP),the functions regulated by differentially expressed genes mainly included immune response and oxidative stress response;in cellular component(CC),differentially expressed genes were mainly localized to the external side of plasma membrane and cell leading edge;in molecular function(MF),they were mainly involved in transporter transmembrane activity and hormone receptor binding.Kyoto Encyclopedia of Genes and Genomes(KEGG)pathway enrichment analysis showed that differentially expressed genes were mainly enriched in Toll-like receptor signaling pathway,Forkhead box O(FoxO)signaling pathway and nuclear factor kappa-light-chain-enhancer of activated B cells(NF-κB)signaling pathway.In the protein-protein interaction(PPI)network,the top 10 hub genes with the highest connectivity were screened by CytoHubba,including matrix metalloproteinase 9(MMP9),superoxide dismutase 2(SOD2),and v-src sarcoma viral oncogene homolog(Src).Conclusion:The expression profiles of oxidative stress-related genes and circRNAs in RAW264.7 cells are altered after RT treatment.The screened differentially expressed circRNAs and mRNAs may serve as potential targets to regulate RT-induced pyroptosis in RAW264.7 cells through oxidative stress pathways.
9.Vitamin D3 inhibits nitrogen mustard-induced keratinocyte ferroptosis by activating Nrf2
Xunhu DONG ; Haoyin LIU ; Wei GE ; Mingliang CHEN
Journal of Army Medical University 2025;47(7):674-680
Objective To explore the role and mechanism of ferroptosis in vitamin D3(VD3)improving the cytotoxicity of keratinocytes(HaCaT cells)induced by nitrogen mustard(NM).Methods HaCaT cells were treated with gradient concentrations of NM(5,10,20,and 50 μmol/L)alone or in combination with ferroptosis inhibitor ferrostatin-1 or liproxstatin-1(10 μmol/L),Nrf2-specific agonist tBHQ(10 μmol/L),and VD3(10 nmol/L),respectively.After co-culture for 24 h,cell viability was assessed,and the intracellular contents of glutathione(GSH)and malondialdehyde(MDA)were measured.Additionally,the expression levels of Nrf2,xCT,and GPX4 were detected.Results NM exerted inhibitory effect on the proliferation of HaCaT cells in a dose-dependent manner,and the cell viability was reduced to approximately 55%at an NM concentration of 20 μmol/L(P<0.05).Ferroptosis inhibitors significantly mitigated the cytotoxic damage induced by NM in HaCaT cells(P<0.05),but activation of nuclear factor E2 related factor 2(Nrf2)markedly attenuated NM-induced ferroptosis,as indicated by the restoration of intracellular GSH level and the decrease in MDA content(P<0.05).VD3 specifically targeted the Nrf2 signaling pathway,upregulated the expression of xCT and GPX4 protein,thereby inhibiting ferroptosis and reducing NM-induced cytotoxicity in HaCaT cells.Conclusion VD3 mitigates NM-induced cytotoxicity in HaCaT cells by inhibiting ferroptosis via Nrf2 activation.
10.Role and mechanism of nicotinamide adenine dinucleotide in rotenone-induced damage in dopaminergic neurons
Wei GE ; Haoyin LIU ; Xunhu DONG ; Wenqi YE ; Xiaogang WANG ; Feng YE ; Yuanpeng ZHAO ; Yan SAI
Journal of Army Medical University 2025;47(18):2163-2173
Objective To explore the effect of rotenone exposure on the metabolic homeostasis of nicotinamide adenine dinucleotide(NAD+)in dopaminergic neurons of the rat mid-brain striatum,and investigate the effect of exogenous NAD+intervention on the cellular damage response of dopaminergic neurons induced by rotenone.Methods Male SD rats(8 weeks old,200~250 g)were divided into a control group using a table of random numbers,a rotenone exposure group,an NAD+-intervention group,and an NAD+group.An intoxication model was established in the rotenone exposure group.NAD+(250 mg/kg)was administered simultaneously with rotenone exposure in the NAD+-intervention group.The NAD+group was only given NAD+,while the control group received no intervention.After modeling,open field test was performed to evaluate behavioral changes.After scarification,serum samples and mid-brain striatal tissues were collected.HE staining was used to observe the morphology of dopaminergic neurons in the striatum.The NAD+content in the tissues was detected with NAD+/NADH kit.Western blotting was employed to determine the contents of tyrosine hydroxylase(TH),nicotinamide phosphoribosyltransferase(NAMPT),nicotinamide mononucleotide adenylyltransferase(NMNAT),and solute carrier family 25 member A51(SLC25A51).ELISA was utilized to measure the content of dopamine in the striatal tissues.Immunohistochemical staining was applied to observe the distribution and contents of TH proteins in the striatal tissues of each group.Results Rotenone exposure significantly affected the vital signs and motor abilities of rats,induced disorderly-arranged,atrophy and deformed neurons in the striatal tissue,decreased the content of TH,rate-limiting enzyme for dopamine synthesis,by approximately 29%(P<0.01),the content of dopamine by about 42%,and that of NAD+by almost 50%(P<0.01),while increased the NADH/NAD+ratio(P<0.01).After exposure,the content of NAMPT,an enzyme related to NAD+synthesis,was decreased by 26%(P<0.05),the contents of NMNAT1-3 and SLC25A51,mitochondrial transporters of NAD+by approximately 21%,38%,43%,and 21%,respectively(P<0.01).Exogenous NAD+intervention improved the motor function of exposure rats and the morphology of dopaminergic neurons in the mid-brain striatal tissue,and restored the content of TH in the striatal tissue significantly by 12.8%(P<0.05),and the content of dopamine by 20.9%(P<0.05).Conclusion Rotenone disrupts the NAD+homeostasis in dopaminergic neurons by inhibiting the NAD+synthesis and transport pathways in the mid-brain striatal tissues,while exogenous NAD+intervention can effectively alleviate the dopaminergic neuron damage induced by rotenone exposure.

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