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Machine learning-based identification of biochemical markers to predict hepatic steatosis in patients at high metabolic risk
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作者 Yuan Tian Hang-Yi Zhou +4 位作者 ming-lin liu Yi Ruan Zhao-Xian Yan Xiao-Hua Hu Juan Du 《World Journal of Gastroenterology》 2025年第27期88-104,共17页
BACKGROUND Metabolic-associated fatty liver disease(MAFLD)is the most common cause of chronic liver disease and remains under-recognized within the health check-up population.Ultrasonography during physical examinatio... BACKGROUND Metabolic-associated fatty liver disease(MAFLD)is the most common cause of chronic liver disease and remains under-recognized within the health check-up population.Ultrasonography during physical examination fail to accurately identify at-risk patients as they involve multiple metabolic aspects.AIM To rapidly identify hepatic steatosis patients from high-metabolic-risk populations and reduce medical costs.METHODS We analyzed all data from a prospective cohort study to identify potential predictors of MAFLD risk.The LASSO and recursive feature elimination were used to screen for feature selection.Four machine learning models were employed to construct the prediction model for hepatic steatosis.RESULTS We found that 86.2%of the 1011 individuals in the trial phase exhibited metabolic abnormalities,with 70.8%presenting with hepatic steatosis.After data cleaning,711 participants(207 non-MAFLD patients vs 504 MAFLD patients)were included,and the prediction models were validated.After overlapping and reducing the feature set based on feature importance ranking,we developed an interpretable final XGBoost model with 10 features,achieving an area under the curve of 0.82.CONCLUSION We have introduced a valuable noninvasive tool for efficiently identifying hepatic steatosis patients in highmetabolic-risk populations.This tool may improve screening effectiveness and reduce medical costs. 展开更多
关键词 Metabolic-associated fatty liver disease Machine learning Prediction model Hepatic steatosis High metabolic risk population
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Microvesicles derived from hypoxia/reoxYgenation-treated human umbilical vein endothellal cells impair relaxation of rat thoracic aortic rings 被引量:4
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作者 Shao-xun WANG Qi ZHANG +8 位作者 Man SHANG Su WEI Miao liu Yi-lu WANG Meng-xiao ZHANG Yan-na WU ming-lin liu Jun-qiu SONG Yan-xia liu 《中国应用生理学杂志》 CAS CSCD 2014年第6期560-566,共7页
Objective To investigate the effects of microvesicles(MVs) derived from hypoxia/reoxygenation(H/R)-treated human umbilical vein endothelial cells(HUVECs) on endothelium-dependent relaxation of rat thoracic aortic ring... Objective To investigate the effects of microvesicles(MVs) derived from hypoxia/reoxygenation(H/R)-treated human umbilical vein endothelial cells(HUVECs) on endothelium-dependent relaxation of rat thoracic aortic rings.Methods H/R injury model was established to induce HUVECs to release H/R-EMVs.H/R-EMVs from HUVECs were isolated by ultracentrifugation from the conditioned culture medium.H/R-EMVs were characterized using 1 urn latex beads and anti-PE-CD144 by flow cytometry.Thoracic aortic rings of rats were incubated with 2.5,5,10,20 μg/ml H/R-EMVs derived from H/R-treated HUVECs for 4 hours,and their endothelium-dependent relaxation in response to acetylcholine(ACh) or endothelium-independent relaxation in response to sodium nitroprusside(SNP) was recorded in vitro.The nitric oxide(NO) production of ACh-treated thoracic aortic rings of rats was measured using Griess reagent.The expression of endothelial NO synthase(eNOS) and phosphorylated eNOS(p-eNOS,Ser-1177) in the thoracic aortic rings of rats was detected by Western blotting.Furthermore,the levels of SOD and MDA in H/R-EMVs-treated thoracic aortic rings of rats were measured using SOD and MDA kit.Results H/R-EMVs were induced by H/R-treated HUVECs and isolated by ultracentrifugation.The membrane vesicles(< 1 urn) induced by H/R were CD144 positive.ACh-induced relaxation and NO production of rat thoracic aortic rings were impaired by H/R-EMVs treatment in a concentration-dependent manner(P<0.05,P<0.01).The expression of total eNOS(t-eNOS)was not affected by H/R-EMVs.However,the expression of p-eNOS decreased after treated with H/R-EMVs.The activity of SOD decreased and the level of MDA increased in H/R-EMVs treated rat thoracic aortic rings(P<0.01).Conclusion ACh induced endothelium-dependent relaxation of thoracic aortic rings of rats was impaired by H/R-EMVs in a concentration-dependent manner.The mechanisms included a decrease in NO production,p-eNOS expression and an increase in oxidative stress. 展开更多
关键词 人脐静脉内皮细胞 主动脉 大鼠 细胞来源 微泡 复氧 缺氧 浓度依赖性
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Flow cytometric analysis of circulating microvesicles derived from myocardial ischemic preconditioning and cardioprotection of ischemia/reperfusion injury in rats 被引量:3
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作者 Miao liu Yi-lu WANG +10 位作者 Man SHANG Yao WANG Qi ZHANG Shao-xun WANG Su WEI Kun-wei ZHANG Chao liu Yan-na WU ming-lin liu Jun-qiu SONG Yan-xia liu 《中国应用生理学杂志》 CAS CSCD 2015年第6期524-531,共8页
Objective: To establish a flow cytometric method to detect the alteration of phenotypes and concentration of circulating microvesicles(MVs) from myocardial ischemic preconditioning(IPC) treated rats(IPC-MVs), and to i... Objective: To establish a flow cytometric method to detect the alteration of phenotypes and concentration of circulating microvesicles(MVs) from myocardial ischemic preconditioning(IPC) treated rats(IPC-MVs), and to investigate the effects of IPC-MVs on ischemia/reperfusion(I/R) injury in rats. Methods: Myocardial IPC was elicited by three cycles of 5-min ischemia and 5-min reperfusion of the left anterior descending(LAD) coronary artery. Platelet-free plasma(PFP) was isolated through two steps of centrifugation at room temperature from the peripheral blood, and IPC-MVs were isolated by ultracentrifugation from PFP. PFP was incubated with anti-CD61, anti-CD144, anti-CD45 and anti-Erythroid Cells, and added 1, 2 μm latex beads to calibrate and absolutely count by flow cytometry. For functional research, I/R injury was induced by 30-min ischemia and 120-min reperfusion of LAD. IPC-MVs 7 mg/kg were infused via the femoral vein in myocardial I/R injured rats. Mean arterial blood pressure(MAP), heart rate(HR) and ST-segment of electrocardiogram(ECG) were monitored throughout the experiment. Changes of myocardial morphology were observed after hematoxylin-eosin(HE) staining. The activity of plasma lactate dehydrogenase(LDH) was tested by Microplate Reader. Myocardial infarct size was measured by TTC staining. Results: Total IPC-MVs and different phenotypes, including platelet-derived MVs(PMVs), endothelial cell-derived MVs(EMVs), leucocyte-derived MVs(LMVs) and erythrocyte-derived MVs(RMVs) were all isolated which were identified membrane vesicles(<1 μm) with corresponding antibody positive. The numbers of PMVs, EMVs and RMVs were significantly increased in circulation of IPC treated rats(P<0.05, respectively). In addition, at the end of 120-min reperfusion in I/R injured rats, IPC-MVs markedly increased HR(P<0.01), decreased ST-segment and LDH activity(P<0.05, P<0.01). The damage of myocardium was obviously alleviated and myocardial infarct size was significantly lowered after IPC-MVs treatment(P<0.01). Conclusion: The method of flow cytometry was successfully established to detect the phenotypes and concentration alteration of IPC-MVs, including PMVs, EMVs, LMVs and RMVs. Furthermore, circulating IPC-MVs protected myocardium against I/R injury in rats. 展开更多
关键词 缺血/再灌注损伤 流式细胞仪分析 心肌梗死 缺血预处理 保护作用 大鼠 循环 微泡
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Effects of endothelial microvesicles induced by A23187 on H9c2 cardiomyocytes 被引量:2
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作者 Man SHANG Qi ZHANG +6 位作者 Meng-xiao ZHANG Yao WANG Yan CHEN Yan-na WU Jun-qiuSONG ming-lin liu Yan-xia liu 《中国应用生理学杂志》 CAS CSCD 2013年第6期559-564,共6页
Objective To investigate the effects of endothelial microvesicles(EMVs) induced by calcium ionophore A23187 on H9c2 cardiomyocytes. Methods Human umbilical vein endothelial cells(HUVECs) were treated with 10 μmol/L A... Objective To investigate the effects of endothelial microvesicles(EMVs) induced by calcium ionophore A23187 on H9c2 cardiomyocytes. Methods Human umbilical vein endothelial cells(HUVECs) were treated with 10 μmol/L A23187 for 30 min. EMVs from HUVECs were isolated by ultracentrifugation from the conditioned culture medium. EMVs were characterized using 1 and 2 μm latex beads and antiPE-CD144 antibody by flow cytometry. For functional research, EMVs at different concentrations were cocultured with H9c2 cardiomyocytes for 6 h. Cell viability of H9c2 cells and the activity of LDH leaked from H9c2 cells were tested by colorimetry. Moreover, apoptosis of H9c2 cells was observed through Hoechst 33258 staining and tested by FITC-Annexin V/PI double staining. Results EMVs were induced by A23187 on HUVECs, and isolated by ultracentrifugation. We identified the membrane vesicles(< 1 μm) induced by A23187 were CD144 positive. In addition, the EMVs could significantly reduce the viability of H9c2 cells, and increase LDH leakage from H9c2 cells in a dose dependent manner(P<0.05). Condensed nuclei could be observed with the increasing concentrations of EMVs through Hoechst 33258 staining. Furthermore, increased apoptosis rates of H9c2 cells could be assessed through FITC-Annexin V/PI double staining by flow cytometry. Conclusion Microvesicles could be released from HUVECs after induced by A23187 through calcium influx, and these EMVs exerted a pro-apoptotic effect on H9c2 cells by induction of apoptosis. 展开更多
关键词 人脐静脉内皮细胞 心肌细胞凋亡 诱导 微泡 流式细胞术检测 钙离子载体 膜联蛋白V 荧光染色
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Microvesicles as Emerging Biomarkers and Therapeutic Targets in Cardiometabolic Diseases 被引量:11
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作者 Yan Chen Guangping Li ming-lin liu 《Genomics, Proteomics & Bioinformatics》 SCIE CAS CSCD 2018年第1期50-62,共13页
Microvesicles (MVs, also known as microparticles) are small vesicles that originate from plasma membrane of almost all eukaryotic cells during apoptosis or activation. MVs can serve as extracellular vehicles to tran... Microvesicles (MVs, also known as microparticles) are small vesicles that originate from plasma membrane of almost all eukaryotic cells during apoptosis or activation. MVs can serve as extracellular vehicles to transport bioactive molecules from their parental cells to recipient target cells, thereby serving as novel mediators for intercellular communication. Importantly, more and more evidence indicates that MVs could play important roles in early pathogenesis and subsequent progression of cardiovascular and metabolic diseases. Elevated plasma concentrations of MVs, originating from red blood cells, leukocytes, platelets, or other organs and tissues, have been reported in various cardiometabolic diseases. Circulating MVs could serve as potential biomarkers for disease diagnosis or therapeutic monitoring. In this review, we summarized recently- published studies in the field and discussed the role of MVs in the pathogenesis of cardiometabolic diseases. The emerging values of MVs that serve as biomarker for non-invasive diagnosis and prog- nosis, as well as their roles as novel therapeutic targets in cardiometabolic diseases, were also described. 展开更多
关键词 Mierovesicle MICROPARTICLE EXOSOME Cardiometabolie disease BIOMARKER
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