1.Human umbilical cord mesenchymal stem cell-derived exosomes attenuate renal ischemia-reperfusion injury by up-regulating ATF3 to inhibit the TLR4/NF-κB pathway
Xingyu* WAN ; Yujia LIU ; Ruiyan WANG ; Hao WANG ; Yi ZHAO ; Lu GUO ; Zhihua YANG ; Xinghua LÜ
Organ Transplantation 2026;17(2):275-286
Objective To investigate the protective effect and underlying mechanism of human umbilical cord mesenchymal stem cell-derived exosomes (hucMSC-Exo) on renal ischemia-reperfusion injury (IRI). Methods hucMSC-Exos were isolated and characterized. A mouse renal IRI model was established and the animals were divided into Sham, IRI, IRI+hucMSC-Exo, IRI+hucMSC-Exo+JY-2 and Sham+JY-2 groups. Serum creatinine (Scr) and blood urea nitrogen (BUN) were measured. Hematoxylin-eosin (HE) staining was used to evaluate renal histopathology. Enzyme-linked immune absorbent assay was performed to determine serum interleukin (IL)-1β and IL-18 levels. Western blotting was used to detect the expression of activating transcription factor 3 (ATF3), Toll-like receptor 4 (TLR4), nuclear factor (NF)-κB, NOD-like receptor protein 3 (NLRP3), cysteineyl aspartate specific proteinase (Caspase)-1 p20 and Gasdermin D(GSDMD). Real-time fluorescent quantitative polymerase chain reaction was employed to measure ATF3, TLR4 and NF-κB messenger RNA (mRNA). Immunohistochemistry was conducted to examine NLRP3, Caspase-1 p20 and GSDMD. An in vitro hypoxia/reoxygenation (H/R) model was established in HK-2 cells and divided into Control, H/R, H/R+hucMSC-Exo, H/R+hucMSC-Exo+JY-2 and Control+JY-2 groups. Western blotting was used to detect the expression of ATF3, TLR4 and NF-κB. Real-time fluorescent quantitative polymerase chain reaction was used to measure NLRP3, GSDMD and Caspase-1 mRNA. Results HucMSC-Exos were successfully isolated and identified. Compared with the Sham group, the IRI group exhibited elevated Scr and BUN, higher tubular injury scores, increased protein expression levels of ATF3, TLR4, NF-κB p65, NLRP3, Caspase-1 p20 and GSDMD, and raised mRNA expression levels of ATF3, TLR4, NF-κB. Compared with the IRI group, the IRI+hucMSC-Exo group showed decreased Scr and BUN, lower tubular injury scores, up-regulated ATF3 protein and mRNA, down-regulated TLR4, NF-κB p65, NLRP3, Caspase-1 p20 and GSDMD protein, and declined TLR4 and NF-κB mRNA. Compared with the IRI+hucMSC-Exo group, the IRI+hucMSC-Exo+JY-2 group exhibited increased Scr and BUN levels, elevated renal tubular injury scores, decreased ATF3 protein expression levels, elevated protein expression levels of TLR4, NF-κB p65, NLRP3, Caspase-1 p20, and GSDMD, decreased ATF3 mRNA expression levels, and elevated mRNA expression levels of TLR4 and NF-κB. (all P < 0.05). Compared with the Control group, the expression levels of ATF3, TLR4 and NF-κB p65 proteins were increased in the H/R group, and the expression levels of NLRP3, Caspase-1 and GSDMD mRNA were increased. Compared with the H/R group, the expression level of ATF3 protein was increased, the expression levels of TLR4 and NF-κB p65 proteins were decreased, and the expression levels of NLRP3, Caspase-1 and GSDMD mRNA were decreased in the H/R+hucMSC-Exo group. Compared with the H/R+hucMSC-Exo group, the expression level of ATF3 protein was decreased, the expression levels of TLR4 and NF-κB p65 proteins were increased, and the expression levels of NLRP3, Caspase-1 and GSDMD mRNA were increased in the H/R+hucMSC-Exo+JY-2 group (all P < 0.05). Conclusions HucMSC-Exos alleviate renal IRI by up-regulating ATF3, thereby negatively regulating the TLR4/NF-κB signaling pathway and subsequently inhibiting pyroptosis.
2.Development and Validation of a Clinically Actionable Prediction Model for Postoperative Pulmonary Complications in Cardiac Surgery: A Focus on Modifiable Risk Factors
Ruoxi LI ; Meice TIAN ; Chuangshi WANG ; Yujia HUANG ; Weinan CHEN ; Ya SONG ; Bomiao LIU ; Liu DU ; Xue FENG
Annals of Rehabilitation Medicine 2026;50(1):50-61
Objective:
To develop and validate a clinically actionable prediction model for postoperative pulmonary complications (PPCs) in cardiac surgery patients, focusing on modifiable preoperative risk factors amenable to targeted optimization.
Methods:
In this prospective observational cohort study, 492 adults undergoing open-chest cardiac surgery between August 15, 2023 and December 31, 2023 were analyzed. Prespecified predictors included gas exchange variables, pulmonary function, inspiratory muscle strength, and physical performance. Univariable and multivariable logistic regression analyses were used to develop the prediction model. Discrimination was assessed by the area under the receiver operating characteristic curve (AUC).
Results:
A total of 90 patients (14.1%) developed PPCs after surgery. Five independent predictors were identified: elevated arterial PaCO2 (odds ratio [OR] 1.12, 95% confidence interval [CI] 1.00–1.26), oxygen desaturation (SpO2<93%) (OR 12.47, 95% CI 3.51–48.13), reduced gait speed (OR 0.17, 95% CI 0.04–0.71), lower FEV1/FVC ratio (OR 0.96, 95% CI 0.92–1.00), and diminished inspiratory muscle strength (MIP % predicted) (OR 0.96, 95% CI 0.92–0.99). The model demonstrated good discriminative ability with an AUC of 0.86 (95% CI 0.80–0.93) in the training cohort and 0.87 (95% CI 0.74–0.93) in the validation cohort.
Conclusion
This parsimonious model achieved high predictive accuracy using five modifiable physiological variables. By targeting abnormalities in gas exchange, pulmonary mechanics, muscle strength, and functional reserve, the model offers a practical tool to guide individualized prehabilitation strategies for reducing PPC risk in cardiac surgery patients.
3.The effect and mechanism of Huangkui capsule pretreatment of human umbilical cord mesenchymal stem cell-derived exosomes on improving renal ischemia-reperfusion injury
Yawei YAO ; Jiahui HE ; Hao WANG ; Yutong WANG ; Ruiyan WANG ; Xingyu WAN ; Yujia LIU ; Xinghua LÜ
Organ Transplantation 2025;16(2):237-245
Objective To explore the effects and mechanisms of human umbilical cord mesenchymal stem cell (HUC-MSC)-derived exosomes (Exo) pretreated with Huangkui capsules on renal ischemia-reperfusion injury (IRI). Methods HUC-MSCs were cultured in media containing different concentrations of Huangkui capsules for 24 hours to determine cell viability and select an appropriate concentration for subsequent experiments. HUC-MSCs were pretreated with 50 μg/mL Huangkui capsules for 24 hours, and Exo were extracted using an exosome extraction kit. The morphology was observed under a transmission electron microscope, particle size was measured by nanoparticle tracking analysis, and the expression of exosomal membrane surface marker proteins was detected by Western blot. Human renal tubular epithelial cells (HK-2 cells) were randomly divided into hypoxia/reoxygenation group (M group), hypoxia/reoxygenation + Exo group (E group), and hypoxia/reoxygenation + Huangkui capsules pretreated Exo group (H group). Western blotting was used to measure the expression of endoplasmic reticulum stress (ERS)-related proteins, and real-time fluorescent quantitative reverse transcription polymerase chain reaction was used to measure the expression of ERS-related gene messenger RNA (mRNA). Mice were randomly divided into sham operation group (Sham group), ischemia-reperfusion group (I/R group), ischemia-reperfusion + Exo group (E group), and ischemia-reperfusion + Huangkui capsules pretreated Exo group (H group). Renal histological assessment, serum creatinine (Scr), blood urea nitrogen (BUN) measurement and inflammatory factor detection were performed 24 hours later. Results Both Exo and Huangkui capsules prereated Exo had a bilayer membrane structure and a cup-shaped morphology; their average particle sizes were 116.8 nm and 81.3 nm, respectively. Both expressed CD9, CD63, TSG101. Compared with the M group, the E group had decreased relative expression of transcription factor 6 (ATF6) and protein kinase R-like endoplasmic reticulum kinase (PERK) proteins, increased mRNA relative expression, increased relative expression of C/EBP homologous protein (CHOP) protein, and decreased mRNA relative expression. Compared with the E group, the H group had decreased relative expression of ATF6, PERK, CHOP proteins, and decreased mRNA relative expression of ATF6 and PERK (all P<0.05). Animal experimental results showed that compared with the Sham group, the I/R group had increased renal tubular injury scores, Scr, BUN, interleukin (IL)-1β, IL-10, IL-18, tumor necrosis factor (TNF)-α levels. Compared with the I/R group, the E and H groups had decreased renal tubular injury scores and Scr, BUN, IL-1β, IL-10, IL-18, TNF-α levels. Compared with the E group, the H group had decreased renal tubular injury scores and Scr, BUN, IL-1β, IL-10, IL-18, TNF-α levels (all P<0.05). Conclusions Huangkui capsules pretreatment HUC-MSC-derived Exo may alleviate renal IRI by inhibiting ERS.
4.Effect of Icariin on Myocardial Remodeling in Rats Based on Vitamin D Regulation of Dendritic Cell Phenotype
Qian LI ; Yujia CHEN ; Yan ZHOU ; Wen LI ; Liancheng GUAN ; Huanzhen WANG ; Yunzhi CHEN
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(5):76-85
ObjectiveTo investigate the effect of icariin (ICA) on the phenotype of dendritic cells (DCs) in heart tissue of the Dahl salt-sensitive myocardial remodeling model of rats and its regulation on the vitamin D system. MethodsMale Dahl salt-resistant rats were divided into a normal group, and male Dahl salt-sensitive rats were divided into a model group, low-, medium-, and high-dose ICA groups (30, 60, 120 mg·kg-1·d-1), and Vitamin D group (3×10-5 mg·kg-1·d-1). In addition to the normal group, the other groups were given an 8% high salt diet to establish a myocardial remodeling model and received intragastric administration after successful modelling once a day for six weeks. The dynamic changes in tail artery blood pressure were monitored, and detection of cardiac ultrasound function in rats was performed. Hematoxylin-eosin (HE) staining and Masson staining were used to observe the morphological changes in rat heart tissue. The phenotype of DCs and T helper cell 17 (Th17)/regulatory T cell (Treg) ratio were detected by flow cytometry. The mRNA and protein expression of vitamin D receptor (VDR), 1α-hydroxylase (CYP27B1), 24-hydroxylase (CYP24A1), forkhead frame protein 3 (FoxP3), solitaire receptor γt (RORγt), myocardial type Ⅰ collagen (ColⅠ), and type collagen (ColⅢ) in heart tissue was detected by real-time fluorescence quantitative polymerase chain reaction (Real-time PCR) and Western blot. ResultsCompared with the normal group, the model group showed disordered arrangement and rupture of myocardial cells, nuclear condensation, significant edema of myocardial tissue, significant proliferation of collagen fibers in a network distribution, and a significant increase in tail artery blood pressure, left ventricular end diastolic diameter (LVEDD), and left ventricular end systolic diameter (LVESD) (P<0.05). The phenotype of cardiac DCs was CD40, CD80, and CD86, and the levels of major histocompatibility complex Ⅱ (MHC-Ⅱ), Th17 cells, and Th17/Treg were significantly increased (P<0.05). The mRNA and protein expression of CYP24A1 and RORγt in the heart, as well as the mRNA expression of ColⅠ and ColⅢ, were significantly increased (P<0.05). The left ventricular ejection fraction (LVEF), interventricular septal thickness (IVSD), and left ventricular posterior wall thickness (LVPWD) were significantly decreased (P<0.05). The phenotype of cardiac DCs such as CD11, CD11b, and Treg cells, were significantly reduced (P<0.05), while the mRNA and protein expression of cardiac VDR, CYP27B1, and FoxP3 were significantly decreased (P<0.05). Compared with the model group, the low-, medium-, and high-dose ICA groups and vitamin D group significantly reduced myocardial cell rupture and nuclear consolidation in rats. The high-dose ICA group and vitamin D group showed a small amount of myocardial cell rupture and nuclear consolidation, improving myocardial fiber arrangement to varying degrees and significantly reducing myocardial fiber rupture and proliferation. The tail artery blood pressure, LVEDD, and LVESD were significantly decreased in the low-, medium-, and high-dose ICA groups and vitamin D group (P<0.05), and the phenotype of cardiac DCs including CD40, CD80, CD86, MHC-Ⅱ, Th17 cells, and Th17/Treg were significantly decreased (P<0.05). The mRNA and protein expression of CYP24A1 and RORγt, and the mRNA expression of ColⅠ and ColⅢ in the heart were significantly decreased in the medium- and high-dose ICA groups and vitamin D group (P<0.05). The LVEF, IVSD, and LVPWD of myocardial remodeling model rats in the low-, medium-, and high-dose ICA groups and vitamin D group were significantly increased (P<0.05). The phenotypes of cardiac DCs including CD11, CD11b, and Treg cells were significantly increased in the medium- and high-dose ICA groups and the Vitamin D group (P<0.05). The mRNA and protein expressions of VDR, CYP27B1, and FoxP3 in the heart were significantly increased in the medium- and high-dose ICA groups and vitamin D group (P<0.05). ConclusionICA can regulate tail artery blood pressure, cardiac structural and functional damage, and myocardial tissue fibrosis and inhibit phenotype and functional maturation of DCs in heart tissue in the myocardial remodeling model of Dahl salt-sensitive rats. It can also affect the gene and protein expression of VDR, CYP24A1, and CYP27B1, achieving its intervention in Th17/Treg balance in the immune process of myocardial remodeling possibly by regulating vitamin D/VDR in heart tissue.
5.Application of GLP-1 receptor agonists in postoperative combined therapy for obesity: a perspective of metabolic surgery
Hua MENG ; Yujia SONG ; Siqi WANG
Journal of Surgery Concepts & Practice 2025;30(3):207-213
The global prevalence of obesity continues to rise, accompanied by various metabolic complications. While metabolic surgery has significant efficacy, there are still problems, such as suboptimal clinical outcomes and recurrent weight gain. The superior metabolic regulatory of glucagon-like peptide-1 (GLP-1) receptor agonists has made them a new option for bariatric treatment. This article systematically explored the clinical application framework of combining metabolic surgery with GLP-1 receptor agonists, including target populations (e.g., patients with postoperative weight regain, unremitted diabetes, or comorbid complications), intervention timing, drug selection strategies, and multidisciplinary collaboration pathways. Although combination therapy holds broad prospects, it still faces challenges, such as optimal treatment strategies, long-term safety, and cost-effectiveness. We should emphasize multidisciplinary collaboration and individualized plans to optimize the long-term effective management of obesity in the future.
6.Two sample Mendelian randomization study on causal relationship between insulin-like growth factor-1 and colorectal cancer
Huaxia MU ; Weixiao BU ; Shuting DING ; Mengyao GAO ; Weiqiang SU ; Zhen ZHANG ; Qifu BO ; Feng LIU ; Fuyan SHI ; Qinghua WANG ; Yujia KONG ; Suzhen WANG
Journal of Jilin University(Medicine Edition) 2025;51(2):479-485
Objective:To explore the causal association between insulin-like growth factor-1(IGF-1)and colorectal cancer(CRC)based on two sample Mendelian randomization(MR)analysis.Methods:A bidirectional two sample MR analysis was conducted based on publicly aggregated data from the IEU OpenGWAS project.The inverse variance weighted(IVW)method was used as the main analysis model to assess the causal relationship between IGF-1 and CRC.Additional analyses were performed using weighted median(WM),MR-Egger regression,weighted mode estimator(WME),and simple mode(SM)methods.Sensitivity analysis was performed to assess the robustness of the results.Results:A total of 386 single nucleotide polymorphisms(SNPs)were selected as instrumental variables(IVs)with IGF-1 as the exposure factor.The MR analysis results revealed a positive causal association between IGF-1 and the risk of CRC[odds ratio(OR)=1.178,95%confidence interval(CI):1.092-1.272)](P<0.001),and the association remained significant after adjusting for height[OR(95%CI)=1.214(1.111,1.327)](P<0.001).Cochran's Q-test showed heterogeneity among the IVs(P<0.05),while the horizontal pleiotropy of IV was not detected by the MR-Egger regression(P>0.05).The leave-one-out analysis showed that the MR results were robust.Reverse MR analysis indicated no reverse causal relationship between IGF-1 and CRC[OR(95%CI):1.017(0.997,1.037)](P=0.103).Conclusion:There is a causal relationship between IGF-1 level and CRC,and elevated IGF-1 level could be a risk factor for CRC.
7.Analysis on influencing factors for occurrence of angina pectoris in diabetic mellitus patients and its Bayesian network risk prediction
Shuang LI ; Jiayu GE ; Xianzhu CONG ; Aimin WANG ; Yujia KONG ; Fuyan SHI ; Suzhen WANG
Journal of Jilin University(Medicine Edition) 2025;51(4):1028-1038
Objective:To discuss the influencing factors of angina pectoris in the patients with diabetes mellitus(DM),to construct a Bayesian network model to explore the network relationships among the influencing factors,and to predict the risk of angina pectoris in the patients with DM.Methods:Based on the UK Biobank(UKB)database,the Logistic regression aralysis model was used to screen the influencing factors of angina pectoris in the patients with DM.The taboo search algorithm was used for structure learning,and the Bayesian parameter estimation method was used for parameter learning to construct the Bayesian network model.Results:A total of 22 712 DM patients were included.The influencing factors of angina pectoris in the patients with DM included 14 variables:gender,age,body mass index(BMI),triglycerides(TG),total cholesterol(TC),glycated hemoglobin(HbA1c),hypertension,maternal smoking around delivery,smoking status,alcohol consumption,regular exercise,insomnia,sleep duration,and childhood relative body size(P<0.05).A Bayesian network model was constructed with 15 nodes and 22 directed edges.Among them,age,HbA1c,hypertension,regular exercise,BMI,and sleep duration were directly associated with the occurrence of angina pectoris in the patients with DM,while gender,smoking status,alcohol consumption,TC,TG,insomnia,childhood relative body size,and maternal smoking around delivery were indirectly associated with the occurrence of angina pectoris in the patients with DM.Conclusion:Age,HbA1c,hypertension,regular exercise,BMI,and sleep duration are direct influencing factors of angina pectoris in the patients with DM.Controlling HbA1c,blood pressure,and BMI levels,engaging in regular exercise,and maintaining appropriate sleep duration are beneficial for reducing the risk of angina pectoris in the patients with DM.
8.Construction of diagnostic model for Alzheimer's disease and immune analysis based on bioinformatics and machine learning
Linrui XU ; Yiyu ZHANG ; Jiaqi CUI ; Xianzhu CONG ; Shuang LI ; Jiayu GE ; Yujia KONG ; Suzhen WANG ; Fuyan SHI ; Jinrong WANG
Journal of Jilin University(Medicine Edition) 2025;51(4):1039-1051
Objective:To screen the Alzheimer's disease(AD)-related genes and construct its diagnostic model using bioinformatics technology and machine learning(ML)algorithms,to discuss the immunological characteristics of AD patients,and to provide novel biomarkers for AD diagnosis.Methods:The AD-related gene expression dataset GSE125583 was downloaded from the Gene Expression Omnibus(GEO)database.Differentially expressed genes(DEGs)were identified through differential analysis.Gene Ontology(GO)functional enrichment and Kyoto Encyclopedia of Genes and Genomes(KEGG)signaling pathway enrichment analyses were performed to explore the biological functions and signaling pathways of DEGs.A protein-protein interaction(PPI)network was constructed,and hub genes were screened using Cytoscape software combined with three ML algorithms:Least Absolute Shrinkage and Selection Operator(LASSO),eXtreme Gradient Boosting(XGBoost),and Random Forest(RF).The screened hub genes were utilized to build an AD diagnostic model via RF,followed by feature importance ranking.The model's efficacy and key genes were evaluated using a test set.Single-sample gene set enrichment analysis(ssGSEA)was used for immune cell infiltration analysis between AD group and control group.Results:Differential analysis identified 1 287 DEGs.The GO functional enrichment analysis results revealed that DEGs were primarily involved in biological functions related to neural signaling,synapses,and vesicles.KEGG signaling pathway enrichment analysis indicated significant enrichment of DEGs in ion transport,neurotransmitter,and ligand-gated channel pathways.Nine overlapping hub genes were screened by the three ML algorithms.In the AD diagnostic model,the top four key genes with highest diagnostic performance were adenylate cyclase-activating polypeptide 1(ADCYAP1),brain-derived neurotrophic factor(BDNF),platelet-derived growth factor receptor β(PDGFRB),and C-X-C motif chemokine receptor 4(CXCR4),with corresponding area under the curve(AUC)values of 0.852,0.795,0.820,and 0.756,respectively.The model achieved an AUC of 0.828,accuracy of 81.25%,sensitivity of 84.40%,and specificity of 71.43%.The immune cell infiltration analysis results demonstrated higher infiltration of macrophages,monocytes,natural killer(NK)cells,and lymphocytes in AD tissue.Among these,NK/natural killer T(NKT)cells and plasmacytoid dendritic cells showed significant correlations with the four key genes(P<0.05).Conclusion:The feature genes screened based on bioinformatics and ML exhibit diagnostic potential for AD.Genes such as ADCYAP1 may serve as potential biomarkers for AD diagnosis,offering significant implications for early prevention and treatment.
9.Efficacy and safety of standard pulsed radiofrequency for treating rare-site glomus tumors
Dong WANG ; Yujia LUO ; Yunze LI ; Qi GAI ; Zhiying FENG
Chongqing Medicine 2025;54(1):76-79,85
Objective To explore the efficacy and safety of standard pulsed radiofrequency for treating rare-site glomus tumors.Methods A prospective self before-and-after control study was conducted and 6 pa-tients diagnosed as glomus tumors in the pain department of Yongkang Municipal First People's Hospital from June 2022 to January 2023 served as the study subjects.Among them,1 case was located in the outer beam of deltoid muscle in the upper arm,and 5 cases were located under the nail beds of the hands/feet.All subjects underwent the standard pulsed radiofrequency treatment under ultrasound guidance and were fol-lowed up for at least 12 months.The changes in the preoperative and postoperative Numerical Rating Scale(NRS)scores were observed,and the changes in the"typical triad",healing degree of the nail growth matrix and recurrence of pain were recorded.Results The postoperative follow-up results showed that all patients had significant decreases in NRS scores,indicating that the pain degree obtained the effective control.Among them,4 patients did not experience the pain recurrence after adopting the standard pulsed radiofrequency;1 pa-tient had pain recurrence in postoperative 6 months and the tumor body was ultimately removed by surgery.Apart from the patient 2 developing transient subungual congestion,no significant adverse events were observed.Conclusion The standard pulsed radiofrequency treatment is a safe and effective therapeutic method for pain caused by rare-site glomus tumors.
10.Construction of machine learning classification prediction model for vancomycin blood concentrations based on MIMIC-Ⅳ database
Xiaohui LIN ; Yujia WANG ; Lingling ZHANG ; Shuanglin XU
China Pharmacy 2025;36(19):2448-2453
OBJECTIVE To construct a classification prediction model for vancomycin blood concentration, and to optimize its precision dosing strategies. METHODS Patient records meeting inclusion criteria were extracted from the Medical Information Mart for Intensive Care database. Following data cleaning and preprocessing, a final cohort of 9 902 patient was analyzed. Feature selection was performed through correlation analysis and the Boruta feature selection algorithm. Vancomycin blood concentrations were discretized into three categories based on clinical therapeutic windows: low (<10 μg/mL), intermediate (10-20 μg/mL), and high (≥20 μg/mL). Six machine learning algorithms were employed to construct classification models: tabular prior-data fitted network (TabPFN), logistic regression (LR), random forest (RF), extreme gradient boosting (XGBoost), support vector machine (SVM), K-nearest neighbors (KNN). Model performance was evaluated using 10-fold cross-validation (10-CV), with primary metrics including: accuracy, balanced accuracy, precision macro, recall macro, macro F1, area under the receiver operating characteristic curve (OvR-AUC). Shapley Additive Explanations (SHAP) was adopted to analyze the direction and magnitude of the impact that different features had on the model’s predictive outcomes. RESULTS The results showed that the RF and TabPFN models performed the best (with accuracy of 0.741 4 and 0.737 7, and OvR-AUC of 0.907 0 and 0.895 8, respectively). XGBoost model exhibited moderate performance, while LR, SVM, and KNN models demonstrated relatively poor performance. Confusion matrix heatmap analysis revealed that both RF and TabPFN achieved higher accuracy in predicting high- concentration cases but exhibited slightly lower performance in the low and medium concentration categories. Bootstrap with 10-CV revealed that the RF model demonstrated stable performance across various evaluation metrics (accuracy: 0.741 4; balanced accuracy: 0.740 3; precision macro: 0.732 1; recall macro: 0.736 0; macro F1: 0.736 0; OvR-AUC: 0.907 0), indicating good classification performance and generalization ability. SHAP analysis revealed that creatinine, urea nitrogen, daily cumulative dose and administration frequency of vancomycin, which were key predictors, had a significant impact on the prediction results. CONCLUSIONS RF and TabPFN models demonstrate certain advantages in the classification prediction of vancomycin trough blood concentrations; however, their performance in the low to moderate concentration categories still requires improvement.

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