1.Evaluation of the public health governance capacity in Jiangsu Province
Peiyu FENG ; Anning MA ; Peiwu SHI ; Qunhong SHEN ; Chaoyang ZHANG ; Zheng CHEN ; Chuan PU ; Lingzhong XU ; Zhaohui GONG ; Tianqiang XU ; Panshi WANG ; Chao HAO ; Zhi HU ; Mo HAO ; Hua WANG ; Chengyue LI
Shanghai Journal of Preventive Medicine 2026;38(2):146-152
ObjectiveTo evaluate the public health governance capacity in Jiangsu Province and provide an optimized pathway for the construction of a “strong, rich, beautiful, and high-quality” new Jiangsu. MethodsA total of 806 policy documents, 658 public information reports, and 148 research literatures related to public health governance capacity in Jiangsu Province from January 1995 to December 2023 were collected. The status of current public health goverance was assessed based on the evaluation criteria suitable for public health systems, and the strengths and the weaknesses of the system were identified. ResultsThe public health governance capability of Jiangsu Province was scored at 738.3 points, ranking 3rd nationally. Maternal health care and emergency response capacities achieved leading positions nationwide, both ranking 2nd. Jiangsu had exhibited a standardized guidance in the strategic level, a well-established management mechanism, an extensive coverage in information collection, and a scientifically established health targets setting. However, bottlenecks remained, including an unclear division of responsibilities across organizational departments, an insufficient public-health workforce, the absence of a stable growth mechanism for government funding investment, and difficulties in promptly identifying public needs. ConclusionJiangsu’s public-health system demonstrates leading nationally, yet several components remain underdeveloped. Future efforts should consolidate advantages while addressing weaknesses, further diversify content and forms, establish a stable funding increase mechanism, and clarify departmental functions, thereby providing solid health support for realizing the developmental goals of a “strong, rich, beautiful and high-quality” new Jiangsu.
2.Evaluation of public health governance capacity in Zhejiang Province
Haiyan LI ; Ting CHEN ; Chengyue LI ; Huihui HUANGFU ; Wei WANG ; Qunhong SHEN ; Chaoyang ZHANG ; Zheng CHEN ; Chuan PU ; Lingzhong XU ; Anning MA ; Zhaohui GONG ; Tianqiang XU ; Panshi WANG ; Hua WANG ; Chao HAO ; Zhi HU ; Peiwu SHI ; Mo HAO
Shanghai Journal of Preventive Medicine 2026;38(2):153-158
ObjectiveTo systematically assess the public health governance capacity in Zhejiang Province, to conduct an in-depth analysis of its strengths and weaknesses, so as to provide scientific basis and strategic recommendations for further enhancement. MethodsA systematic collection of policy documents, public information reports, and research literature related to public health governance capacity in Zhejiang Province from 2002 to 2023 was conducted (encompassing a total of 1 263 policy documents, 138 pieces of information reports and 631 research articles). Based on the evaluation criteria suitable for public health systems previously developed by the research team, the basic status and magnitude of change in public health governance capacity in Zhejiang Province was evaluated. Additionally, normative gap analyses were employed to identify the strengths and weaknesses. ResultsZhejiang Province ranked 4th nationwide in terms of public health governance capacity with a score of 733.4 points (1 000.0-point maximum). The province has effectively implemented the principle of health first (scoring 698.5 points in the assessment of health-first strategy implementation) and attached sufficient importance to health-related goals (scoring 658.2 points in the scientific rationality of goal setting). However, the implementation of inter-departmental coordination and incentive mechanisms only scored 178.7 points, the feasibility of management and monitoring mechanisms scored even lower at only 144.0 points, and the coverage of incentive mechanisms scored 286.0 points. ConclusionZhejiang Province has effectively implemented its health first strategy and attached great importance to health targets, but still needs to strengthen cross-departmental coordination mechanisms and health-oriented incentives.
3.Preparation of polyphenol-mediated copper ion coating on titanium surface and antibacterial and antioxidant properties
Zhenju GUAN ; Yonglin XIE ; Shougang XIANG ; Chengdong ZHANG ; Xiaolong LI ; Xingping LI ; Chao PU ; Bo ZHANG ; Xuwei LUO ; Dongqin XIAO
Chinese Journal of Tissue Engineering Research 2025;29(10):1997-2005
BACKGROUND:Titanium implants are widely used in clinical practice because of their high strength and good biocompatibility.However,during implantation,bacterial infection and tissue damage environment produce a large number of reactive oxygen species,which can easily lead to delayed tissue healing and surgical failure.Consequently,the development of titanium implants with antimicrobial and antioxidant properties becomes paramount. OBJECTIVE:Considering the potent antimicrobial attributes of copper ions and the remarkable antioxidant qualities of polyphenols,we proposed the fabrication of polyphenol-mediated copper ion coatings on titanium surfaces.These coatings were subsequently assessed for their in vitro antimicrobial and antioxidant properties. METHODS:Nanostructures were generated on the titanium surface using the alkali thermal method.The titanium was immersed in a solution containing tannic acid and copper ions to achieve polyphenol-mediated copper ion coatings.The surface morphology and water contact angle were detected.The loading and release of copper ions were examined using atomic absorption spectroscopy.Staphylococcus aureus was inoculated on the surface of pure titanium sheet(blank group),alkali heat treated titanium sheet(control group),and polyphenol mediated copper ion modified titanium sheet(experimental group)to observe the bacterial survival status.Osteoblast precursor cells MC3T3-E1 were co-cultivated on the surface of three groups of titanium sheets to assess their antioxidant properties and bioactivity. RESULTS AND CONCLUSION:(1)Scanning electron microscopy showed that the polyphenol-mediated copper ion modified titanium sheet had rod-like nanostructures and no cracks on the surface.The surface hydrophilicity of copper ion modified titanium sheet mediated by polyphenol was close to that of pure titanium sheet.Atomic absorption spectrometry results showed a 51%increase in the loading capacity of copper ions after polyphenol mediation,with a uniform release of copper ions.(2)The antibacterial rates of titanium sheets in the blank group,control group,and experimental group were 0%,21.65%,and 93.75%,respectively.The live/dead staining and CTC staining showed that the live bacteria on the surface of titanium plates in the blank group were the most,and the live bacteria on the surface of titanium plates in the experimental group were the least.(3)The results of live/dead staining and CCK-8 assay showed that the three groups of titanium sheets had good cytocompatibility,and the titanium sheets in the experimental group were more conducive to the proliferation of MC3T3-E1 cells.Active oxygen fluorescence probe detection exhibited that compared with the other two groups,the fluorescence intensity of active oxygen on the surface of the experimental group was significantly reduced.The results of alkaline phosphatase and alizarin red S staining showed that the osteogenic differentiation and extracellular matrix mineralization of MC3T3-E1 cells on the surface of titanium sheets in the experimental group were stronger than those in the other two groups.(4)These results show that the polyphenol-mediated copper ion coating has strong antibacterial and antioxidant properties and promotes osteogenic differentiation.
4.Dioscin inhibits IL-17+γδT cells to exert an anti-rheumatoid arthritis effect
Lin-mei PU ; Hao-hong ZHANG ; Chao-yu CHU ; Yuan-yuan NI ; Zhao WU ; Qing-yan MO ; Hong-yun WANG ; Ying XU ; Chun-ping WAN
Chinese Pharmacological Bulletin 2025;41(11):2082-2088
Aim To explore the mechanism by which dioscin regulates IL-17+γδT cells in the treatment of arthritis.Methods A collagen-induced arthritis(CIA)model was established in DBA/1 mice using bovine type Ⅱ collagen.The mice were randomly divid-ed into the CIA model group,methotrexate(MTX)positive control group,and dioscin low-dose(Dioscin-L),medium-dose(Dioscin-M),and high-dose(Dios-cin-H)groups.After intervention,the therapeutic effects were evaluated using scoring methods.Joint pathological damage was analyzed by hematoxylin and eosin(HE)staining.The levels of anti-collagen-spe-cific antibodies and the pro-inflammatory cytokine IL-17 were measured by ELISA.The expressions of γδT cells and their subtypes,as well as the secretion level of IL-17,were detected by flow cytometry.Results Dioscin significantly reduced the arthritis severity score in collagen-induced arthritis(CIA)mice,alleviated joint pathological damage,inhibited the production of IL-17 by splenic lymphocytes and the levels of anti-col-lagen-specific antibodies total IgG and IgG3,and de-creased the proportion of γδT cells in the lymph nodes,splenic γδT cells,and the Vδ4+T-cell subset.The level of IL-17 produced by the Vδ4 subtype in the lymph nodes of the intervention groups was lower than that in the model group,but the difference was not sta-tistically significant.Conclusion Dioscin has signifi-cant therapeutic effect on CIA,and its mechanism may be through the inhibition of γδT cells,but it is unlikely to be related to IL-17 derived from γδT cells.
5.Iron overload induces ferroptosis in osteoblast precursor cells and inhibits osteogenic differentiation
Yu PAN ; Renfeng ZHAO ; Xingping LI ; Chengdong ZHANG ; Feng SHI ; Chao PU ; Xuwei LUO ; Dongqin XIAO
Chinese Journal of Tissue Engineering Research 2025;29(30):6381-6390
BACKGROUND:Iron overload is an independent factor inducing osteoporosis,but the action mechanism is currently unclear.Therefore,exploring the effects of iron overload on osteoblast-related cells will help to deeply understand the pathogenesis of osteoporosis and provide potential strategies for osteoporosis treatment.OBJECTIVE:To explore the effects of iron overload environment on osteoblast precursor cell activity,ferroptosis,and osteogenic differentiation.METHODS:Osteoblast precursor cells(MC3T3-E1 cells)were divided into blank group,iron overload group,fer-1 group,and deferoxamine group.The iron overload group was treated with 300 μmol/L ammonium ferric citrate in the culture medium for 48 hours to simulate the iron overload microenvironment.The cells in fer-1 group and deferoxamine group were pretreated with 5 μmol/L antioxidant fer-1 and 5 μmol/L deferoxamine for 8 hours,respectively,and then added with 300 μmol/L ammonium ferric citrate for 48 hours.CCK-8 assay was used to determine the cell viability.Intracellular reactive oxygen species levels were detected employing a reactive oxygen species fluorescent probe.Changes in mitochondrial membrane potential were monitored with a mitochondrial membrane potential fluorescent probe.Mitochondrial morphology was observed employing transmission electron microscopy.Cellular glutathione levels were measured with a reduced glutathione colorimetric assay kit.Lipid peroxidation levels were assessed with a malondialdehyde colorimetric assay kit.Cellular ferrous ion levels were determined with a ferrous ion colorimetric assay kit.The osteogenic and mineralization capabilities of the cells were verified by alkaline phosphatase staining and alizarin red staining.Collagen secretion ability was detected using Sirius Red staining.The expression of osteogenic/ferroptosis-related genes and proteins was examined through reverse transcription quantitative polymerase chain reaction and western blot analysis.RESULTS AND CONCLUSION:(1)In an iron-overload environment,the mitochondrial membrane potential of cells decreased and their structure was compromised,with an elevation in intracellular lipid peroxidation levels and a downregulation of genes and proteins associated with ferroptosis resistance.However,pretreatment with fer-1 and deferoxamine led to an increase in mitochondrial membrane potential and partial restoration of morphology,a reduction in intracellular lipid peroxidation levels,and an upregulation of genes and proteins related to ferroptosis resistance.(2)In an iron-overload environment,the levels of cellular alkaline phosphatase,the formation of mineralized nodules,and the synthesis of collagen fibers were all found to be decreased.Pretreatment with fer-1 and deferoxamine was observed to upregulate the expression of osteogenic differentiation in cells.(3)In summary,iron overload could increase intracellular oxidative stress levels,mediate ferroptosis in MC3T3-E1 cells and inhibit osteogenic differentiation,thereby inducing osteoporosis.Therefore,maintaining iron homeostasis and inhibiting osteogenesis-related ferroptosis may be potential strategies to prevent or treat osteoporosis.
6.Dioscin inhibits IL-17+γδT cells to exert an anti-rheumatoid arthritis effect
Lin-mei PU ; Hao-hong ZHANG ; Chao-yu CHU ; Yuan-yuan NI ; Zhao WU ; Qing-yan MO ; Hong-yun WANG ; Ying XU ; Chun-ping WAN
Chinese Pharmacological Bulletin 2025;41(11):2082-2088
Aim To explore the mechanism by which dioscin regulates IL-17+γδT cells in the treatment of arthritis.Methods A collagen-induced arthritis(CIA)model was established in DBA/1 mice using bovine type Ⅱ collagen.The mice were randomly divid-ed into the CIA model group,methotrexate(MTX)positive control group,and dioscin low-dose(Dioscin-L),medium-dose(Dioscin-M),and high-dose(Dios-cin-H)groups.After intervention,the therapeutic effects were evaluated using scoring methods.Joint pathological damage was analyzed by hematoxylin and eosin(HE)staining.The levels of anti-collagen-spe-cific antibodies and the pro-inflammatory cytokine IL-17 were measured by ELISA.The expressions of γδT cells and their subtypes,as well as the secretion level of IL-17,were detected by flow cytometry.Results Dioscin significantly reduced the arthritis severity score in collagen-induced arthritis(CIA)mice,alleviated joint pathological damage,inhibited the production of IL-17 by splenic lymphocytes and the levels of anti-col-lagen-specific antibodies total IgG and IgG3,and de-creased the proportion of γδT cells in the lymph nodes,splenic γδT cells,and the Vδ4+T-cell subset.The level of IL-17 produced by the Vδ4 subtype in the lymph nodes of the intervention groups was lower than that in the model group,but the difference was not sta-tistically significant.Conclusion Dioscin has signifi-cant therapeutic effect on CIA,and its mechanism may be through the inhibition of γδT cells,but it is unlikely to be related to IL-17 derived from γδT cells.
7.Pharmacokinetic Differences of Seven Components in Different Phases of Banxia Xiexintang in Rats
Chao HE ; Siyi LIU ; Mingyun WANG ; Qi WANG ; Jingwen ZHOU ; Tong ZHANG ; Yiqiong PU
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(13):215-222
ObjectiveTo evaluate the effects of phases on the pharmacokinetic behavior of seven components from Banxia Xiexintang(BXT) in normal rats by investigating and comparing their pharmacokinetic profiles in different phase samples. MethodsThe phase separation of BXT was carried out by centrifugation-dialysis method, and three phase samples were obtained, including the precipitated phase(PP), colloidal phase(CP) and true solution phase(TP). A total of 24 male SD rats were randomly divided into BXT, PP, CP and TP groups(n=6). The BXT group was gavaged at a dose of 24.1 g·kg-1(calculated by the dosage of raw materials). After proper treatments, PP, CP and TP groups were administrated at the same dose as that of BXT group, respectively. Blood was collected from each group at set time points after gavage of BXT and the phase samples. The contents of 7 components(baicalin, wogonoside, wogonin, berberine, palmatine, ammonium glycyrrhizinate and isoliquiritin) in rat plasma were determined by ultra-high performance liquid chromatography-triple quadrupole tandem mass spectrometry(UPLC-QqQ-MS/MS), and the pharmacokinetic parameters of each component were analyzed by DAS 2.0. ResultsThe peak concentration of baicalin was the highest among the blood-entered components in each group, followed by wogonoside. The results of the concentration-time curves and pharmacokinetic parameters of the 7 components showed that the area under the concentration-time curve(AUC) of isoliquiritin in the BXT group was the highest, followed by that in the CP group. AUC values of baicalin, wogonoside, wogonin and ammonium glycyrrhizinate in the BXT group were similar to those of the CP group, and AUC of palmatine in the BXT group was similar to that of the PP group. The elimination half-life(t1/2) values of baicalin and wogonoside in the BXT group was the longest, the t1/2 values of ammonium glycyrrhizinate and berberine were similar to those of the CP group, and the t1/2 of palmatine was similar to that of the PP group. The t1/2 of wogonin was the longest in the PP group, and the t1/2 of isoliquiritin was the longest in the TP group was the longest, which was similar to that in the PP group. Except for isoliquiritin, the other 6 components showed double peaks in the concentration-time curve of the PP group, indicating that the above components might be reabsorbed through the enterohepatic circulation in vivo, which resulted in the maintenance of high plasma concentrations for a long time, and consequently exhibited sustained-release properties. ConclusionThe pharmacokinetic characteristics of the components in different phases were different, and the CP phase may be the effective phase from the perspective of the pharmacological action of BXT. Compared with the BXT group, the in vivo action times of some components in the CP and PP groups were prolonged. The study explores the phase differences of traditional Chinese medicine(TCM) compound decoction in the aspect of pharmacokinetics, and verifies that the phase states from TCM compound decoction will affect the pharmacokinetic behaviors of the active components, which may consequently lead to the difference in in vivo effects.
8.Pharmacokinetic Differences of Seven Components in Different Phases of Banxia Xiexintang in Rats
Chao HE ; Siyi LIU ; Mingyun WANG ; Qi WANG ; Jingwen ZHOU ; Tong ZHANG ; Yiqiong PU
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(13):215-222
ObjectiveTo evaluate the effects of phases on the pharmacokinetic behavior of seven components from Banxia Xiexintang(BXT) in normal rats by investigating and comparing their pharmacokinetic profiles in different phase samples. MethodsThe phase separation of BXT was carried out by centrifugation-dialysis method, and three phase samples were obtained, including the precipitated phase(PP), colloidal phase(CP) and true solution phase(TP). A total of 24 male SD rats were randomly divided into BXT, PP, CP and TP groups(n=6). The BXT group was gavaged at a dose of 24.1 g·kg-1(calculated by the dosage of raw materials). After proper treatments, PP, CP and TP groups were administrated at the same dose as that of BXT group, respectively. Blood was collected from each group at set time points after gavage of BXT and the phase samples. The contents of 7 components(baicalin, wogonoside, wogonin, berberine, palmatine, ammonium glycyrrhizinate and isoliquiritin) in rat plasma were determined by ultra-high performance liquid chromatography-triple quadrupole tandem mass spectrometry(UPLC-QqQ-MS/MS), and the pharmacokinetic parameters of each component were analyzed by DAS 2.0. ResultsThe peak concentration of baicalin was the highest among the blood-entered components in each group, followed by wogonoside. The results of the concentration-time curves and pharmacokinetic parameters of the 7 components showed that the area under the concentration-time curve(AUC) of isoliquiritin in the BXT group was the highest, followed by that in the CP group. AUC values of baicalin, wogonoside, wogonin and ammonium glycyrrhizinate in the BXT group were similar to those of the CP group, and AUC of palmatine in the BXT group was similar to that of the PP group. The elimination half-life(t1/2) values of baicalin and wogonoside in the BXT group was the longest, the t1/2 values of ammonium glycyrrhizinate and berberine were similar to those of the CP group, and the t1/2 of palmatine was similar to that of the PP group. The t1/2 of wogonin was the longest in the PP group, and the t1/2 of isoliquiritin was the longest in the TP group was the longest, which was similar to that in the PP group. Except for isoliquiritin, the other 6 components showed double peaks in the concentration-time curve of the PP group, indicating that the above components might be reabsorbed through the enterohepatic circulation in vivo, which resulted in the maintenance of high plasma concentrations for a long time, and consequently exhibited sustained-release properties. ConclusionThe pharmacokinetic characteristics of the components in different phases were different, and the CP phase may be the effective phase from the perspective of the pharmacological action of BXT. Compared with the BXT group, the in vivo action times of some components in the CP and PP groups were prolonged. The study explores the phase differences of traditional Chinese medicine(TCM) compound decoction in the aspect of pharmacokinetics, and verifies that the phase states from TCM compound decoction will affect the pharmacokinetic behaviors of the active components, which may consequently lead to the difference in in vivo effects.
9.A study on the correlation between regional hemodynamics and plaque morphology of middle cerebral artery in atherosclerotic stenosis using four-dimensional flow MRI
Yuanbin ZHAO ; Xiaoyan BAI ; Chao ZHANG ; Xue ZHANG ; Tong CHEN ; Xun PEI ; Yuehua PU ; Ligang SONG ; Binbin SUI
Chinese Journal of Radiology 2025;59(3):261-268
Objective:To explore the hemodynamic characteristics of the middle cerebral artery (MCA) in atherosclerotic stenosis using four-dimensional flow (4D Flow) MRI, and combining high-resolution magnetic resonance vessel wall imaging (HR VW-MRI) to analyze the relationship between hemodynamics and the degree of stenosis, as well as the morphological characteristics of plaques.Methods:The study was a cross-sectional study. A total of 24 patients with middle cerebral artery(MCA) M1 atherosclerotic stenosis and 10 age and sex matched healthy controls (HC group) were prospectively recruited from September 2018 to March 2021 at Beijing Tiantan Hospital, Capital Medical University. All subjects underwent MRI examination. The hemodynamic of MCA were collected by 4D Flow MRI, and the hemodynamic parameters of proximal and distal MCA stenosis were calculated by blood flow post-processing software, including average blood flow rate (FR avg), average blood flow velocity (V avg), peak blood flow velocity (V pk), time average wall shear stress (TAWSS), minimum wall shear stress (WSS min) and oscillatory shear index (OSI). The differences in hemodynamic parameters among the proximal and distal ends of MCA stenosis and the HC group were compared using one-way ANOVA or Kruskal-Wallis H test. The stenosis rate and characteristics of MCA plaque were analyzed by HR VW-MRI, including remodeling index (RI), normalized wall index (NWI) and plaque length. Pearson or Spearman correlation analysis was used to explore the correlation between stenosis rate and hemodynamic parameters. Taking the stenosis rate as the control variable, partial correlation analysis was used to explore the correlation between plaque morphological characteristics and hemodynamic parameters. Results:There were statistically significant differences in FR avg, V avg, V pk, TAWSS, OSI, WSS min among the proximal and distal stenosis of MCA and HC groups ( P<0.05). The proximal end of the MCA stenosis had significantly higher FR avg, V avg, TAWSS and WSS min than those of the distal end of the stenosis ( P<0.01). The FR avg, V avg, V pk, TAWSS, and WSS min in the distal end of MCA stenosis were lower than those in the HC group, while the OSI was higher than that in the HC group ( P<0.01). The correlation analysis results showed that the MCA proximal V pk ( r=-0.425, P=0.027) and distal V pk ( r=-0.538, P=0.004) were negatively correlated with the diameter stenosis rate. When the stenosis rate was taken as the control factor, in the MCA proximal stenosis, V avg ( r=0.553, P=0.003), TAWSS ( r=0.543, P=0.004) and WSS min ( r=0.547, P=0.004) were positively correlated with RI, proximal OSI was negatively correlated with RI ( r=-0.492, P=0.011), and was positively correlated with the plaque length ( r=0.437, P=0.026). At the distal end of the stenosis, V pk was negatively correlated with NWI ( r=-0.556, P=0.003), OSI was negatively correlated with RI ( r=-0.511, P=0.008), NWI ( r=-0.390, P=0.049). TAWSS was positively correlated with RI ( r=0.393, P=0.047). Conclusions:The 4D Flow MRI demonstrates characteristic hemodynamic changes in the proximal and distal ends of the stenotic MCA. The local hemodynamic characteristics of the stenotic MCA are correlated with plaque morphological parameters, including lumen stenosis, plaque load, and RI. It suggests an interaction between the occurrence and development of MCA plaque and local hemodynamic changes.
10.Evaluation of the predictive performance for distant metastasis in gastric adenocarcinoma based on machine learning and the SEER database
Chongqing Medicine 2025;54(11):2643-2648
Objective To evaluate the performance of models constructed based on demographic infor-mation and tumor characteristics for predicting distant metastasis in gastric adenocarcinoma patients.Methods Data of 7 788 gastric adenocarcinoma patients from the Surveillance,Epidemiology,and End Results(SEER)database(2001-2021)were collected as the training set,and clinical data of 259 gastric adenocarci-noma patients from Nanchong Jialing District People's Hospital(January 2019 to October 2024)were collect-ed as the test set.Four machine learning algorithms were used to construct a risk prediction model for distant metastasis of gastric adenocarcinoma,and multivariate logistic regression was used to analyze the influencing factors of distant metastasis in patients with gastric adenocarcinoma.Results Distant metastasis was present in 801 cases(10.3%)in the training set and 25 cases(9.7%)in the test set.Multivariate logistic regression analysis showed that high differentiation,advanced T stage,and higher log odds of positive lymph nodes(LODDS)were risk factors for distant metastasis(P<0.05),while older age,primary tumor site at the gas-troesophageal junction,and higher total number of lymph nodes examined were protective factors(P<0.05).Validation on the test set using the four models showed that the predictive ability of the random forest model was superior to that of logistic regression,K-nearest neighbors(KNN),and support vector machine(SVM).The predictive ability of SVM was better than that of logistic regression and KNN,while logistic regression and KNN showed comparable performance.Delong's test showed that the predictive performance of the ran-dom forest model was superior to that of logistic regression,KNN,and SVM.Calibration curve analysis showed that the predictive accuracy of the random forest model was superior to that of logistic regression,KNN,and SVM.The top five important factors in the random forest model were negative lymph node count,tumor size,metastatic lymph node count,T stage and age.Conclusion The risk prediction model for distant metastasis in gastric adenocarcinoma constructed using the random forest algorithm demonstrats optimal per-formance.

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