1.ResNet-Vision Transformer based MRI-endoscopy fusion model for predicting treatment response to neoadjuvant chemoradiotherapy in locally advanced rectal cancer: A multicenter study.
Junhao ZHANG ; Ruiqing LIU ; Di HAO ; Guangye TIAN ; Shiwei ZHANG ; Sen ZHANG ; Yitong ZANG ; Kai PANG ; Xuhua HU ; Keyu REN ; Mingjuan CUI ; Shuhao LIU ; Jinhui WU ; Quan WANG ; Bo FENG ; Weidong TONG ; Yingchi YANG ; Guiying WANG ; Yun LU
Chinese Medical Journal 2025;138(21):2793-2803
BACKGROUND:
Neoadjuvant chemoradiotherapy followed by radical surgery has been a common practice for patients with locally advanced rectal cancer, but the response rate varies among patients. This study aimed to develop a ResNet-Vision Transformer based magnetic resonance imaging (MRI)-endoscopy fusion model to precisely predict treatment response and provide personalized treatment.
METHODS:
In this multicenter study, 366 eligible patients who had undergone neoadjuvant chemoradiotherapy followed by radical surgery at eight Chinese tertiary hospitals between January 2017 and June 2024 were recruited, with 2928 pretreatment colonic endoscopic images and 366 pelvic MRI images. An MRI-endoscopy fusion model was constructed based on the ResNet backbone and Transformer network using pretreatment MRI and endoscopic images. Treatment response was defined as good response or non-good response based on the tumor regression grade. The Delong test and the Hanley-McNeil test were utilized to compare prediction performance among different models and different subgroups, respectively. The predictive performance of the MRI-endoscopy fusion model was comprehensively validated in the test sets and was further compared to that of the single-modal MRI model and single-modal endoscopy model.
RESULTS:
The MRI-endoscopy fusion model demonstrated favorable prediction performance. In the internal validation set, the area under the curve (AUC) and accuracy were 0.852 (95% confidence interval [CI]: 0.744-0.940) and 0.737 (95% CI: 0.712-0.844), respectively. Moreover, the AUC and accuracy reached 0.769 (95% CI: 0.678-0.861) and 0.729 (95% CI: 0.628-0.821), respectively, in the external test set. In addition, the MRI-endoscopy fusion model outperformed the single-modal MRI model (AUC: 0.692 [95% CI: 0.609-0.783], accuracy: 0.659 [95% CI: 0.565-0.775]) and the single-modal endoscopy model (AUC: 0.720 [95% CI: 0.617-0.823], accuracy: 0.713 [95% CI: 0.612-0.809]) in the external test set.
CONCLUSION
The MRI-endoscopy fusion model based on ResNet-Vision Transformer achieved favorable performance in predicting treatment response to neoadjuvant chemoradiotherapy and holds tremendous potential for enabling personalized treatment regimens for locally advanced rectal cancer patients.
Humans
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Rectal Neoplasms/diagnostic imaging*
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Magnetic Resonance Imaging/methods*
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Male
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Female
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Middle Aged
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Neoadjuvant Therapy/methods*
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Aged
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Adult
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Chemoradiotherapy/methods*
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Endoscopy/methods*
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Treatment Outcome
2.Yeast-two-hybrid based high-throughput screening to discover SARS-CoV-2 fusion inhibitors by targeting the HR1/HR2 interaction.
Jing ZHANG ; Dongsheng LI ; Wenwen ZHOU ; Chao LIU ; Peirong WANG ; Baoqing YOU ; Bingjie SU ; Keyu GUO ; Wenjing SHI ; Tin Mong TIMOTHY YUNG ; Richard Yi TSUN KAO ; Peng GAO ; Yan LI ; Shuyi SI
Acta Pharmaceutica Sinica B 2025;15(9):4829-4843
The continuous emergence of SARS-CoV-2 variants as well as other potential future coronavirus has challenged the effectiveness of current COVID-19 vaccines. Therefore, there remains a need for alternative antivirals that target processes less susceptible to mutations, such as the formation of six-helix bundle (6-HB) during the viral fusion step of host cell entry. In this study, a novel high-throughput screening (HTS) assay employing a yeast-two-hybrid (Y2H) system was established to identify inhibitors of HR1/HR2 interaction. The compound IMB-9C, which achieved single-digit micromolar inhibition of SARS-CoV-2 and its Omicron variants with low cytotoxicity, was selected. IMB-9C effectively blocks the HR1/HR2 interaction in vitro and inhibits SARS-CoV-2-S-mediated cell-cell fusion. It binds to both HR1 and HR2 through non-covalent interaction and influences the secondary structure of HR1/HR2 complex. In addition, virtual docking and site-mutagenesis results suggest that amino acid residues A930, I931, K933, T941, and L945 are critical for IMB-9C binding to HR1. Collectively, in this study, we have developed a novel screening method for HR1/HR2 interaction inhibitors and identified IMB-9C as a potential antiviral small molecule against COVID-19 and its variants.
3.Effect of interleukin-8 regulation on monocyte chemotactic protein-1 secretion and expression through the NF-kappaB/p65 signaling pathway on the migration of residual epithelial cells in the lens capsule
Wei SI ; Su XU ; Yuhang ZHANG ; Yi MAO ; Keyu GUO ; Yanzhong HU ; Fengyan ZHANG
International Eye Science 2025;25(4):537-543
AIM: To investigate the effect of interleukin-8(IL-8)on the regulation of monocyte chemotactic protein-1(MCP-1)secreted by lens epithelial cells(LEC)during cell migration in the development of posterior capsule opacification(PCO).METHODS: A rat lens capsule model was established and cultured in medium supplemented with 10% fetal bovine serum. Upon migration of LEC to 30%-50% of the posterior capsule, serum was removed. The capsule was subsequently divided into two groups: a control group and an IL-8(15 ng/mL)treatment group. LEC migration was captured at multiple time points. The secretion and mRNA expression of MCP-1 were quantified using ELISA and RT-qPCR, respectively. Immunofluorescence was used to assess MCP-1 expression in the different experimental groups. SRA01/04 cells were divided into three groups: control, IL-8(15 ng/mL), and IL-8(15 ng/mL)+200 μmol/L Bindarit(BND)groups, with migration measured by the Transwell assay. Additionally, SRA01/04 cells were divided into negative control(NC), NC+15 ng/mL IL-8, and 15 ng/mL IL-8+p65 siRNA groups, and MCP-1 secretion and mRNA expression were further analyzed by ELISA and RT-qPCR.RESULTS:LEC migration in the rat lens capsule cultured in vitro showed that the cells migration of the 15 ng/mL IL-8 group significantly increased at 48, 72 and 96 h(all P<0.05). ELISA results revealed that MCP-1 levels in SRA01/04 cells from the 15 ng/mL IL-8-treated group were markedly higher than those in the control group at both 12 and 24 h(all P<0.05). RT-qPCR analysis also demonstrated a significant increase in MCP-1 mRNA expression in the 15 ng/mL IL-8 group at both time points(all P<0.05). Immunofluorescence staining indicated greater MCP-1 expression in capsular epithelial cells of the 15 ng/mL IL-8 group at 24 h(P=0.007). Transwell assays further confirmed increased cell migration in the 15 ng/mL IL-8 group compared to the control group(P=0.001), while the migration reduced in the 15 ng/mL IL-8+200 μmol/L BND group compared to the 15 ng/mL IL-8 group(P=0.003). Moreover, ELISA and RT-qPCR results demonstrated a significant increase in MCP-1 secretion and mRNA expression in the NC+15 ng/mL IL-8 group at both 12 and 24 h compared to the NC group(all P<0.01). In contrast, MCP-1 secretion and mRNA expression were reduced in the 15 ng/mL IL-8+p65 siRNA group compared to the NC+15 ng/mL IL-8 group at both time points(all P<0.01).CONCLUSION: IL-8 promotes the migration of residual epithelial cells and regulates the secretion and expression of MCP-1 in LEC. The mechanism underlying IL-8's effects appears to be mediated through the activation of the NF-κB/p65 signaling pathway.
4.Progress in the study of the role of mesenchymal stem cells from different sources in osteoarthritis
Hanbo GENG ; Keyu JIN ; Zhaoze ZHANG ; Minwei ZHAO
Chinese Journal of Orthopaedics 2025;45(4):253-260
Osteoarthritis is a common joint disease characterized by progressive degeneration of articular cartilage, leading to pain and dysfunction. Mesenchymal stem cells (MSCs) have emerged as a promising tool for the treatment of osteoarthritis due to their ability to attenuate inflammatory responses, promoting cartilage repair, and immunomodulation. Recent studies have further clarified the mechanism of MSCs in treating osteoarthritis, including direct differentiation into chondrocytes, secretion of anti-inflammatory factors, and regulation of immune response, etc. Meanwhile, researchers are conducting phase I or phase II clinical trials of MSCs in treating osteoarthritis, and positive results have been achieved. Bone marrow-derived MSCs have strong potential for multidirectional differentiation and can effectively alleviate inflammation and promote cartilage repair, but their proliferative and immunomodulatory capacities are relatively low; adipose-derived MSCs show strong anti-inflammatory effects but are slightly less efficient in cartilage regeneration; umbilical cord-derived MSCs show great potential for cartilage repair and immunomodulation and synovial-derived MSCs have excellent chondrogenesis and immunomodulation. MSCs from synovial membrane have excellent chondrogenic capacity but are difficult to obtain. Despite the current promising research results on MSCs for osteoarthritis, clinical issues such as the choice of MSC source, mode of administration, and long-term safety and efficacy still need to be further explored.
5.A novel carbonyl reductase for the synthesis of (R)-tolvaptan.
Yahui LIU ; Xuming WANG ; Shuo MA ; Keyu LIU ; Wei LI ; Lulu ZHANG ; Jie DU ; Honglei ZHANG
Chinese Journal of Biotechnology 2025;41(1):321-332
Screening carbonyl reductases with the ability to catalyze the reduction of complex carbonyl compounds is of great significance for the biosynthesis of R-tolvaptan(R-TVP). In this study, the target carbonyl reductase in the crude enzyme extract of rabbit liver was separated, purified, and identified by ammonium sulfate precipitation, gel-filtration chromatography, ion exchange chromatography, affinity chromatography, and protein mass spectrometry. With the rabbit liver genome as the template, the gene encoding the carbonyl reductase rlsr5 was amplified by PCR and the recombinant strain was successfully constructed. After RLSR5 was purified by affinity chromatography, its enzymatic properties were characterized. The results indicated that the gene sequence of rlsr5 was 972 bp, encoding a protein with a molecular weight of 40 kDa. RLSR5 was a dimeric protein, and each monomer was composed of a (α/β)8-barrel structure. RLSR5 could asymmetrically reduce 7-chloro-1-[2-methyl-4-[(2- methylbenzoyl)amino]benzoyl]-5-oxo-2,3,4,5-tetrahydro-1H-1-benzazepine (prochiral ketone, PK) to synthesize R-TVP. The specific activity of the enzyme was 36.64 U/mg, and the optical purity of the product was 99%. This enzyme showcased the optimal performance at pH 6.0 and 30 °C. It was independent of metal ions, with the activity enhanced by Mn2+. This study lays a foundation for the biosynthesis of tolvaptan of optical grade.
Animals
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Rabbits
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Alcohol Oxidoreductases/biosynthesis*
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Recombinant Proteins/metabolism*
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Escherichia coli/metabolism*
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Liver/enzymology*
6.Farrerol relaxes isolated pulmonary arteries in C57BL/6J mice by activating Kv channel
Keyu ZHANG ; Xiaomin HOU ; Jiajia ZOU ; Guojiao RAO ; Xuelu JIANG ; Lin DONG ; Yiwei SHI ; Xiaojiang QIN
Chinese Journal of Arteriosclerosis 2025;33(3):202-208
Aim To study the diastolic effect and mechanism of farrerol on isolated pulmonary arteries of C57BL/6J mice.Methods After anesthesia,mouse lung tissue was quickly removed and placed into the 4 ℃ K-H buffer,pulmonary arteries were isolated under the microscope and cut into 2 mm long vascular rings for spare use.(1)The effect of farrerol on the resting tension of isolated mouse pulmonary arteries:in the resting state,the active mouse pul-monary artery rings were treated with different concentrations of farrerol(10-6,3×10-6,10-5,3×10-5 and 10-4 mol/L).(2)Farrerol relaxed mouse pulmonary artery experiment:pulmonary arteries were contracted using phenylephrine(PE,1 μmol/L)or KCl(60 mmol/L),and when the contraction reached the platform,different concentrations of farrerol(10-6,3×10-6,10-5,3×10-5 and 10-4 mol/L)was added.(3)Farrerol inhibited pulmonary artery contraction experi-ment:under conditions with or without the addition of farrerol,pulmonary arteries were contracted using different concen-trations of PE(10-9,3×10-9,10-8,3 × 10-8,10-7,3×10-7 and 10-6 mol/L)or KCl(20,30,40,60,80 and 120 mmol/L),and the pulmonary artery muscle tension was recorded.(4)Calcium free and recalcification experiments:under conditions with or without the addition of farrerol,the changes of isolated mouse pulmonary artery tension were meas-ured in the state of calcium free or recalcification { 2.5 mmol/L[Ca2+]ex }.(5)The relationship between farrerol in-duced relaxation of isolated mouse pulmonary arteries and potassium ion channels:firstly,60 mmol/L KCl solution was used to contract the mouse pulmonary arteries until the platform.Then,3 mmol/L aminopyridine(4-AP),2 mmol/L tet-raethylammonium(TEA),30 μmol/L BaCl2,and 10 μmol/L glibenclamide(Gli)were added and treated for 15 min.Subsequently,the pulmonary arteries were relaxed using a concentration gradient of farrerol.Results Farrerol had no significant effect on the mouse pulmonary arteries in the resting state,but had a concentration-dependent relaxing effect on the mouse pulmonary arteries pre-contracted with PE and KCl.While the pretreatment of 3×10-5 mol/L farrerol could sig-nificantly reduce the maximum contraction of mouse pulmonary arteries induced by PE and KCl(P<0.01),as well as sig-nificantly reduce the contraction of mouse pulmonary arteries induced by KCl under calcium free or recalcification conditions(P<0.01).Addition of the voltage-dependent potassium ion channel blocker 4-AP significantly reduced the maximum diastolic rate of mouse pulmonary arteries induced by farrerol(P<0.01),while addition of the high conductivity calcium activated potassium ion channel blocker TEA,inward rectifying potassium ion channel blocker BaCl2,or ATP sensitive po-tassium ion channel blocker Gli had no significant effect on the vasodilation effect of farrerol(P>0.05).Conclusion Farrerol has a relaxing effect on isolated mouse pulmonary arteries,and its mechanism may be related to open voltage-de-pendent potassium ion channels.
7.Lipidomics-Based Study on the Mechanism of Sanhan Huashi Formula in Treating Respiratory Syncytial Virus Pneumonia Model Mice
Yuqing ZHU ; Keyu TAO ; Yingcai XIONG ; Jiru ZHANG ; Zhaowei ZHANG ; Xiaoqing ZHOU ; Jiani TAN ; Jianjian JI
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(11):1480-1492
OBJECTIVE To investigate the therapeutic effect of Sanhan Huashi Formula(SHF)on respiratory syncytial virus(RSV)-infected mouse models and explore its potential antiviral and anti-inflammatory mechanisms using lipidomics.METHODS Fifty-four BALB/c mice were randomly divided into six groups(n=9):blank group,model group,Ribavirin group(50 mg·kg-1·d-1),and SHF high(15.46 g·kg-1·d-1),medium(7.73 g·kg-1·d-1),and low-dose(3.87 g·kg-1·d-1)groups.A pneumonia model was established by in-tranasal RSV infection,followed by three consecutive days of oral gavage administration.Lung tissues were collected for histopathologi-cal evaluation using hematoxylin-eosin(HE)staining and inflammation scoring.Real-time quantitative polymerase chain reaction(RT-qPCR)was performed to measure mRNA levels of viral gene fusion protein(F),glycoprotein(G),and inflammatory factors tumor necrosis factor-α(TNF-α)and interleukin-6(IL-6)to assess lung viral load and inflammation,while immunofluorescence staining was performed to observe the expression of RSV-F protein in lung tissues.Serum lipidomics analysis was conducted using ultra-performance liquid chromatography-quadrupole-electrostatic field orbitrap high-resolution mass spectrometry(UPLC-Q Exactive Or-bitrap MS)to identify lipid metabolism changes and differential lipids.RESULTS Compared with the blank group,mice in the model group exhibited marked pulmonary inflammatory cell infiltration and tissue injury,with significantly elevated pulmonary histopa-thology scores and lung index.The lung viral load and the mRNA expression levels of the inflammatory factors TNF-α and IL-6 were significantly increased,and immunofluorescence likewise indicated high expression of RSV-F protein in lung tissue.Relative to the model group,treatment with SHF at all tested doses clearly ameliorated lung tissue injury,effectively suppressed viral gene expression and inflammatory cytokine levels,and reduced the fluorescence signal intensity of RSV-F protein in the lungs.Lipidomics analysis re-vealed that compared with the blank group,the model group exhibited marked disturbances in lipid metabolism-characterized by dys-regulation of triacylglycerol(TG),phosphatidylcholine(PC),lysophosphatidylcholine(LPC),sphingomyelin(SM),diacylglycerol(DG),lysophosphatidylethanolamine(LPE),and phosphatidylethanolamine(PE).High-dose SHF treatment reversed these RSV-induced lipid abnormalities.CONCLUSION SHF effectively alleviates RSV-induced pulmonary inflammation and pathological injury,re-duces pulmonary RSV viral load,and may exert these effects by modulating dysregulated lipid metabolism in peripheral blood.
8.Sinicization and psychometric properties of adolescent personality structure questionnaire among Chinese adolescents
Ling ZHANG ; Meng LI ; Yufang ZHAO ; Keyu PU ; Jie LUO
Chinese Journal of Behavioral Medicine and Brain Science 2025;34(11):1043-1050
Objective:To sinicize the adolescent personality structure questionnaire(APS-Q), and to examine the psychometric properties of APS-Q among Chinese adolescents.Methods:APS-Q was sinicized and the Chinese version of APS-Q was used for investigation.A sample of 1 207 adolescents were investigated firstly and randomly divided into sample 1 ( n1=590) and sample 2 ( n2=617) for exploratory factor analysis and confirmatory factor analysis, respectively. Moreover, the sample 3 ( n3=420) was collected to conduct confirmatory factor analysis for the second time.Sample 4( n4=83) was used to assess the test-retest reliability of APS-Q. The Chinese big five personality inventory-15 (CBF-PI-15), generalized anxiety disorder-7 (GAD-7) and patient health questionnaire-9 (PHQ-9) were used as criterion tools. Both SPSS 21.0 and Mplus 7.4 software were used for the data analysis. Results:Item analysis showed that the CITCs for items 27, 31 and 35 were low.Exploratory factor analysis suggested that after deleting items 3, 4, 21, 22, 24, 25, 26, 27, 31 and 35, the revised APS-Q was consisted with 25 items, covering 6 dimensions, which were investment and goals, aggression, sense of self, relationship with family, relationship with friends, and self-acceptance, respectively. Confirmatory factor analysis supported the six-factor model fitted well (sample 2: χ2/ df=1.94, RMSEA=0.04, CFI=0.94, TLI=0.93, and SRMR=0.05; sample 3: χ2/ df=2.12, RMSEA=0.05, CFI=0.95, TLI=0.92, and SRMR=0.06). Multigroup CFA indicated that the six-factor structure of APS-Q had strict measurement invariance across sex. The scores of APS-Q were significantly correlated with big five personality, depression, and anxiety(all P<0.05). The total score of APS-Q demonstrated satisfactory internal consistency (α=0.90, ω=0.90, split-half reliability=0.82, MIC=0.27) and test-retest reliability ( r=0.84), while the subscale scores of APS-Q showed acceptable internal consistencies (α=0.71-0.82, ω=0.72-0.82, split-half reliabilities=0.60-0.79, MIC=0.36-0.52) and test-retest coefficients ( r=0.66-0.77). Conclusion:The Chinese version of APS-Q can be used as a reliable and valid measurement to assess personality function for Chinese adolescents.
9.Correlation between changes in blood glucose and barrier dysfunction in patients with diabetes mellitus and ulcerative colitis
Keyu WANG ; Li ZHANG ; Huili WU
Chinese Journal of Diabetes 2025;33(10):755-759
Objective To investigate the correlation between blood glucose(BG)control and barrier dysfunction in diabetes mellitus(DM)patients with ulcerative colitis(UC).Methods A total of 120 patients with DM and UC admitted to the Department of Gastroenterology of our hospital between January 2021 and January 2024 were selected and divided into injury group(n=68)and non-injury group(n=52)according to the injury of intestinal barrier function.Pearson correlation analysis was used to analyze the correlation between hemoglobin A1c(HbA1c),fasting plasma glucose(FPG),2 hPG and D-lactic acid(D-LA),diamine oxidase(DAO),lipopolysaccharide(LPS),and Galectin-3.Logistic regression analysis was used to analyze the influencing factors for intestinal barrier dysfunction.Receiver operator characteristic(ROC)curve was drawn to analyze the diagnostic value of BG level for intestinal barrier dysfunction.Results The levels of HbA1c,FPG,2 hPG,D-LA,DAO,and LPS were higher in the injury group than in the non-injury group(P<0.05),and the level of Galectin-3 was lower in the injury group than in the non-injury group(P<0.05).Pearson correlation analysis showed that HbA1c,FPG,and 2 hPG levels were positively correlated with D-LA,DAO,and LPS(P<0.05),and negatively correlated with Galectin-3(P<0.05).Logistic regression analysis showed that HbA1c,FPG and 2 hPG were the influencing factors for intestinal barrier dysfunction.ROC curve analysis showed that the area under the curve of HbA1c,FPG and 2 hPG was 0.968,0.942 and 0.910 for predicting intestinal barrier dysfunction.Conclusions BG level affects the damage of intestinal barrier function,and the risk of intestinal barrier function damage can be reduced by strengthening BG control in clinical practice.
10.Identification of influencing factors for falls in hospitalized patients with cardiovascular diseases and construction of a prediction model based on machine learning technology
Jing TAO ; Lei TAO ; Xiaoxuan GONG ; Bingsen HUANG ; Yueting LIU ; Min ZHANG ; Yujiao MA ; Keyu CHEN
Chinese Journal of Practical Nursing 2025;41(33):2607-2612
Objective:To assess the fall risk of hospitalized patients with cardiovascular diseases, analyze the related influencing factors, and construct a prediction model based on machine learning technology, so as to provide a basis for the fall management of hospitalized patients with cardiovascular diseases.Methods:This study was a retrospective cohort study. A total of 450 patients admitted to the Department of Cardiology, the First Affiliated Hospital of Nanjing Medical University from June 2017 to June 2024 were selected as the research objects by convenience sampling method. By reviewing electronic medical records, trained nurses extracted the patients' general information and Activities of Daily Living Scale (ADL) scores during hospitalization. Lasso regression was used to screen risk factors, and machine learning libraries were used to construct support vector machine (SVM), decision tree, XGBoost, and neural network models. Bootstrap resampling method and area under the curve (AUC) were used to verify the model performance.Results:Among the 450 patients, there were 261 males and 189 females, with a mean age of (66.0 ± 8.4) years. Among them, 90 patients fell during hospitalization and 360 patients did not fall. The results of Lasso regression showed that ADL score ≤60 points, use of hypnotics, hypokalemia, nighttime toilet visits≥2 times, use of antihypertensive drugs, no caregiver, and history of atrial fibrillation were all risk factors for falls in hospitalized patients with cardiovascular diseases (regression coefficients ranging from 0.61 to 1.20, all P<0.01). Among the machine learning models, XGBoost had the best comprehensive performance (AUC=0.98), which was better than decision tree (AUC=0.66), SVM (AUC=0.95), and neural network (AUC=0.87). Conclusions:The fall risk of hospitalized patients with cardiovascular diseases is jointly affected by physiological, medication and behavioral factors, and the XGBoost model can effectively identify high-risk groups. In actual clinical work, nursing strategies can be optimized in combination with risk factors, and the application of intelligent fall prediction and assessment tools can be promoted.

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