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1.
Neuropsychiatr Dis Treat ; 20: 979-987, 2024.
Article in English | MEDLINE | ID: mdl-38741580

ABSTRACT

Background: Postoperative delirium (POD) significantly impacts patient outcomes after acute type A aortic dissection (ATAAD) surgeries. This study investigates the role of Neuronal Pentraxin 2 (NPTX2) as a potential biomarker for POD in ATAAD patients. Methods: This secondary analysis involved ATAAD patients from a prospective observational study. Serum NPTX2 levels were measured preoperatively and immediately postoperatively using Enzyme-Linked Immunosorbent Assay (ELISA). Delirium was assessed using the Confusion Assessment Method (CAM) or CAM for the ICU (CAM-ICU). Statistical analyses included the Pearson Correlation Coefficient and multivariate logistic regression to evaluate the association between NPTX2 levels and POD. Results: Among the 62 patients included, 46.77% developed POD. Patients with POD had significantly lower preoperative and postoperative serum NPTX2 levels. The Receiver Operating Characteristic (ROC) curve analysis showed that postoperative NPTX2 had a strong predictive capability for POD (AUC = 0.895). The optimal cutoff for postoperative NPTX2 in predicting POD was less than 421.4 pg/mL. Preoperative NPTX2 also demonstrated predictive value, albeit weaker (AUC = 0.683). Conclusion: Serum NPTX2 levels, both preoperatively and postoperatively, are promising biomarkers for predicting POD in ATAAD patients. These findings suggest that NPTX2 could be instrumental in early POD detection and intervention strategies.

2.
Front Immunol ; 15: 1368904, 2024.
Article in English | MEDLINE | ID: mdl-38629070

ABSTRACT

Background: Coronary artery disease (CAD) is still a lethal disease worldwide. This study aims to identify clinically relevant diagnostic biomarker in CAD and explore the potential medications on CAD. Methods: GSE42148, GSE180081, and GSE12288 were downloaded as the training and validation cohorts to identify the candidate genes by constructing the weighted gene co-expression network analysis. Functional enrichment analysis was utilized to determine the functional roles of these genes. Machine learning algorithms determined the candidate biomarkers. Hub genes were then selected and validated by nomogram and the receiver operating curve. Using CIBERSORTx, the hub genes were further discovered in relation to immune cell infiltrability, and molecules associated with immune active families were analyzed by correlation analysis. Drug screening and molecular docking were used to determine medications that target the four genes. Results: There were 191 and 230 key genes respectively identified by the weighted gene co-expression network analysis in two modules. A total of 421 key genes found enriched pathways by functional enrichment analysis. Candidate immune-related genes were then screened and identified by the random forest model and the eXtreme Gradient Boosting algorithm. Finally, four hub genes, namely, CSF3R, EED, HSPA1B, and IL17RA, were obtained and used to establish the nomogram model. The receiver operating curve, the area under curve, and the calibration curve were all used to validate the accuracy and usefulness of the diagnostic model. Immune cell infiltrating was examined, and CAD patients were then divided into high- and low-expression groups for further gene set enrichment analysis. Through targeting the hub genes, we also found potential drugs for anti-CAD treatment by using the molecular docking method. Conclusions: CSF3R, EED, HSPA1B, and IL17RA are potential diagnostic biomarkers for CAD. CAD pathogenesis is greatly influenced by patterns of immune cell infiltration. Promising drugs offers new prospects for the development of CAD therapy.


Subject(s)
Coronary Artery Disease , Humans , Coronary Artery Disease/diagnosis , Coronary Artery Disease/genetics , Molecular Docking Simulation , Nomograms , Algorithms , Machine Learning
3.
Aging Cell ; 23(3): e14074, 2024 Mar.
Article in English | MEDLINE | ID: mdl-38155547

ABSTRACT

Delirium is the most common neurological complication after cardiac surgery with adverse impacts on surgical outcomes. Advanced age is an independent risk factor for delirium occurrence but its underlying mechanisms are not fully understood. Although increased A1 astrocytes and abnormal hippocampal networks are involved in neurodegenerative diseases, whether A1 astrocytes and hippocampal network changes are involved in the delirium-like behavior of aged mice remains unknown. In the present study, a mice model of myocardial ischemia-reperfusion mimicking cardiac surgery and various assessments were used to investigate the different susceptibility of the occurrence of delirium-like behavior between young and aged mice and the underlying mechanisms. The results showed that surgery significantly increased hippocampal A1 astrocyte activation in aged compared to young mice. The high neuroinflammatory state induced by surgery resulted in glutamate accumulation in the extrasynaptic space, which subsequently decreased the excitability of pyramidal neurons and increased the PV interneurons inhibition through enhancing N-methyl-D-aspartate receptors' tonic currents in the hippocampus. These further induced the abnormal activities of the hippocampal neural networks and consequently contributed to delirium-like behavior in aged mice. Notably, the intraperitoneal administration of exendin-4, a glucagon-like peptide-1 receptor agonist, downregulated A1 astrocyte activation and alleviated delirium-like behavior in aged mice, while IL-1α, TNF-α, and C1q in combination administered intracerebroventricularly upregulated A1 astrocyte activation and induced delirium-like behavior in young mice. Therefore, our study suggested that cardiac surgery increased A1 astrocyte activation which subsequently impaired the hippocampal neural networks and triggered delirium development.


Subject(s)
Cardiac Surgical Procedures , Delirium , Mice , Animals , Astrocytes , Hippocampus/physiology , Neural Networks, Computer
4.
J Inflamm Res ; 14: 5877-5890, 2021.
Article in English | MEDLINE | ID: mdl-34795497

ABSTRACT

BACKGROUND: Aortic dissection (AD) is a threatening and catastrophic vascular disease with high mortality rate and limited therapeutic strategies. There is emerging evidence showing that circular RNAs play crucial role in regulating various cardiovascular diseases. However, the biological functions and molecular mechanisms of circRNAs in AD still remains elusive. The purpose of this study was to illustrate the potential functional roles and mechanisms of hsa_circ_TGFBR2 in vitro and in vivo. METHODS: The vascular smooth muscle cells (VSMCs) and AD-VSMCs were isolated from normal aorta and AD tissues. The expression of circ_TGFBR2, miR-29a and KLF4 were detected by realtime polymerase chain reaction (RT-PCR) and fluorescence in situ hybridization (FISH). Cell proliferation was assessed by CCK-8 assay, colony formation and EDU assay. Cell migration was evaluated through transwell assay. Dual-luciferase reporter assay and RNA pulldown were performed to identify the interaction between circ_TGFBR2 and miR-29a or between miR-29a and KLF4. The wild-type sequence of circ_TGFBR2 or KLF4 were cloned into the luciferase reporter plasmid, and the activity was measured using dual-luciferase reporter assay system. And for RNA pulldown, the relative RNA enrichment of circ_TGFBR2 and miR-29a were confirmed using RT-PCR. Western Blot measured the expression of phenotype switch-related proteins. AD rat model induced by ß-aminopropionitrile monofumarate (BAPN) was used to verify the role and mechanism of circ_TGFBR2. RESULTS: Circ_TGFBR2 inhibited cell proliferation and migration of AD-VSMCs cells. Overexpression of circ_TGFBR2 promoted the expression of contractile markers (α-SMA, SM22α) and inhibited the expression of synthetic markers (MGP, OPN) in AD-VSMCs cells. Circ_TGFBR2 served as a sponge for miR-29a targeting KLF4. MiR-29a mimics rescued biological roles induced by circ_TGFBR2 overexpression. The in vivo experiments revealed that overexpression of TGFBR2 suppressed the progression of AD and increased the expression of contractile markers while inhibited the expression of synthetic markers. CONCLUSION: Our study revealed that circ_TGFBR2 regulated VSMCs phenotype switch and suppressed the progression of AD.

5.
Bioengineered ; 12(1): 5373-5385, 2021 12.
Article in English | MEDLINE | ID: mdl-34468254

ABSTRACT

Cardiac hypertrophy can cause heart failure. However, the mechanisms underlying the progression of cardiac hypertrophy remain unclear. Emerging evidence suggests that circular RNAs (circRNAs) play a critical role in cardiac hypertrophy. However, the association between circ_nuclear factor I X (circNfix) and cardiac hypertrophy remain largely unknown. Therefore, the aim of the present study was to explore the role of circNfix in cardiac hypertrophy. In order to detect the function of circNfix in cardiac hypertrophy, cardiomyocytes were stimulated with angiotensin II (Ang II) to mimic the pathogenesis of the disease. In addition, pressure overload-induced cardiac hypertrophy in a mouse model was established using transverse aortic constriction (TAC) surgery. The mechanism via which circNfix regulated cardiac hypertrophy was investigated using RNA pull-down and luciferase reporter assays, and fluorescence in situ hybridization (FISH). circNfix was downregulated in Ang II-treated cardiomyocytes. Similarly, circNfix expression was markedly downregulated in mice following TAC surgery. In addition, circNfix overexpression significantly prevented the progression of cardiac hypertrophy in TAC-treated mice. Luciferase activity and RNA pull-down assays indicated that circNfix could indirectly target activating transcription factor 3 (ATF3) by binding with microRNA (miR)-145-5p in cardiomyocytes. miR-145-5p overexpression or ATF3 knockdown could reverse the effects of circNfix in Ang II-treated mouse cardiomyocytes. circNfix attenuated pressure overload-induced cardiac hypertrophy by regulating the miR-145-5p/ATF3 axis. Therefore, circNfix may serve as a molecular target for cardiac hypertrophy treatment.


Subject(s)
Activating Transcription Factor 3 , Cardiomegaly , MicroRNAs , RNA, Circular , Activating Transcription Factor 3/genetics , Activating Transcription Factor 3/metabolism , Angiotensin II , Animals , Cardiomegaly/genetics , Cardiomegaly/metabolism , Cardiomegaly/pathology , Humans , Mice , Mice, Inbred C57BL , MicroRNAs/genetics , MicroRNAs/metabolism , Myocytes, Cardiac/cytology , RNA, Circular/genetics , RNA, Circular/metabolism , Signal Transduction
6.
Cytokine ; 127: 154920, 2020 03.
Article in English | MEDLINE | ID: mdl-31786503

ABSTRACT

Stanford type A Aortic dissection (TAAD) is a deadly cardiovascular disease but the relationship between inflammatory cytokines and disease pathogenesis is still unclear. Observation of the changes of different chemokines may help to explore the etiology of TAAD much further. Clinical data was collected from TAAD patients (TAAD group) and healthy controls (HC group) in our institute between October 2013 and December 2014. Blood sample was harvested from each subject of two groups. The expression levels of eighty chemokines were examined by protein array technology. Then we tested the expressions of macrophage inflammatory protein 1ß (MIP-1ß), epithelial neutrophil activating peptide 78 (ENA-78), interleukin 16 (IL-16), interferon inducible protein 10 (IP-10), and FMS-like tyrosine kinase 3 (Flt-3) ligand by using luminex technology. Osteopontin (OPN) and monocyte chemotaxis protein (MCP) levels were analyzed by ELISA kits. The mean age of TAAD group is 49.9 ±â€¯11.2 and 48.7 ±â€¯9.9 in HC group, respectively. 76.0% of TAAD patients and 72.0% of healthy controls were male. MIP-1ß and ENA-78 expression in TAAD group were significantly lower than that in HC group, while significant increasing IL-16 level was found. Plasma levels of OPN in TAAD group increased remarkably compared with HC group, but MCP-1 and MCP-2 expression significantly decreased. No correlation was shown between serum CRP levels and plasma level of these cytokines by using Spearman analysis. ROC analysis showed that OPN could be indicators for TAAD diagnosis with sensitivity of 0.92 and specificity of 0.99. Our results provide a reasonable way to focus on the chemokines in understanding the pathogenesis of human TAAD.


Subject(s)
Aortic Dissection/blood , Chemokines/blood , Enzyme-Linked Immunosorbent Assay/methods , Protein Array Analysis/methods , Adult , Aortic Dissection/diagnosis , Chemokine CCL4/blood , Chemokine CXCL10/blood , Chemokine CXCL5/blood , Chemokines/classification , Female , Humans , Male , Middle Aged , Monocyte Chemoattractant Proteins/blood , Osteopontin/blood , ROC Curve , fms-Like Tyrosine Kinase 3/blood
7.
Int Heart J ; 60(2): 429-435, 2019 Mar 20.
Article in English | MEDLINE | ID: mdl-30626766

ABSTRACT

The pathogenesis of aortic dissection (AD) is unclear. The aim of this study was to explore the relationship between osteopontin (OPN) and AD. Fifty AD patients were enrolled; 29 had hypertension with AD (H-AD) and 21 no hypertension with HD (NH-AD). Twenty-five healthy controls (NH-C) and 14 patients with hypertension (H-C) were also enrolled. Serum and aortic wall OPN levels were determined. Human vascular muscle cells (HVSMC) were stimulated by both low (1 µg/mL) and high (5 µg/mL) concentrations of OPN and cell proliferation as well as apoptosis was measured. Transforming growth factor-ß (TGF-ß), matrix metalloproteinase 1 (MMP-1), MMP-2, MMP-9, TIMP-1, and TIMP-2 gene expressions by HVSMC were measured and Akt, IκB, Smad1/5/8 and Erk1/2 signaling pathways were detected. Our results showed that AD patients demonstrated significantly higher levels of serum and local OPN expressions compared to healthy controls. In those with hypertension, the serum concentrations of OPN were increased compared to those without hypertension. In in vitro culture, a high dose of OPN stimulation promoted the proliferation of HVSMC but did not affect cell apoptosis. Both concentrations of OPN enhanced MMP-2 gene expression and its activity in HVSMC. Moreover, Akt and IκB signaling pathways were significantly activated after OPN stimulation while the Smad1/5/8 and Erk1/2 signaling pathways were not changed. The addition of an IκB inhibitor significantly abrogated MMP-2 gene expression. Our data show that OPN may participate in the pathogenesis of AD by the enhancement of MMP-2 expression.


Subject(s)
Aorta/pathology , Aortic Dissection/metabolism , Cell Proliferation/physiology , Hypertension/metabolism , I-kappa B Proteins/metabolism , Myocytes, Smooth Muscle/metabolism , Osteopontin , Proto-Oncogene Proteins c-akt/metabolism , Apoptosis/physiology , Female , Gene Expression Profiling/methods , Humans , Male , Matrix Metalloproteinase 2/metabolism , Osteopontin/genetics , Osteopontin/metabolism , Signal Transduction , Tissue Inhibitor of Metalloproteinase-2/metabolism , Transforming Growth Factor beta/metabolism
8.
Interact Cardiovasc Thorac Surg ; 26(4): 623-630, 2018 04 01.
Article in English | MEDLINE | ID: mdl-29272398

ABSTRACT

OBJECTIVES: Our goal was to establish a prediction score and protocol for the preoperative prediction of significant coronary artery disease (CAD) in patients with rheumatic valvular heart disease. METHODS: Using multivariate logistic regression analysis, we validated the model based on 490 patients without a history of myocardial infarction and who underwent preoperative screening coronary angiography. Significant CAD was defined as ≥50% narrowing of the diameter of the lumen of the left main coronary artery or ≥70% narrowing of the diameter of the lumen of the left anterior descending coronary artery, left circumflex artery or right coronary artery. RESULTS: Significant CAD was present in 9.8% of patients. Age, smoking, diabetes mellitus, diastolic blood pressure, low-density lipoprotein cholesterol and ischaemia evident on an electrocardiogram were independently associated with significant CAD and were entered into the multivariate model. According to the logistic regression predictive risk score, preoperative coronary angiography is recommended in (i) postmenopausal women between 50 and 59 years of age with ≥9.1% logistic regression predictive risk score; (ii) postmenopausal women who are ≥60 years old with a logistic regression predictive risk score ≥6.6% and (iii) men ≥50 years old whose logistic regression predictive risk score was ≥2.8%. Based on this predictive model, 246 (50.2%) preoperative coronary angiograms could be safely avoided. The negative predictive value of the model was 98.8% (246 of 249). CONCLUSIONS: This model was accurate for the preoperative prediction of significant CAD in patients with rheumatic valvular heart disease. This model must be validated in larger cohorts and various populations.


Subject(s)
Coronary Angiography/methods , Coronary Artery Disease/diagnosis , Heart Valve Diseases/surgery , Heart Valve Prosthesis Implantation , Rheumatic Heart Disease/surgery , China/epidemiology , Coronary Artery Disease/complications , Coronary Artery Disease/epidemiology , Echocardiography , Female , Heart Valve Diseases/complications , Heart Valve Diseases/epidemiology , Humans , Incidence , Male , Middle Aged , Prognosis , Rheumatic Heart Disease/complications , Rheumatic Heart Disease/epidemiology , Severity of Illness Index
9.
Sci Rep ; 7(1): 13659, 2017 10 20.
Article in English | MEDLINE | ID: mdl-29057982

ABSTRACT

Early and convenient diagnosis is urgently needed for acute Stanford type A aortic dissection (AAAD) patients due to its high mortality within the first 48 hours. Circulating microRNAs (miRNAs) are promising biomarkers of cardiovascular diseases, however, little is known about circulating miRNAs involved in AAAD. Here, the blood serum was sampled from 104 AAAD+ patients and 103 age-matched donors. Initial screening was conducted using the TaqMan Low Density Array followed by RT-qPCR confirmation. According to the two-phase selection and validation process, we found that miR-25, miR-29a and miR-155 were significantly elevated, while miR-26b was markedly decreased in AAAD+ serum samples compared with AAAD- individuals. Most importantly, for individuals with hypertension, which is a major contributor to AAAD, the 4-miRNA panel also showed high accuracy in predicting those who are more likely to develop AAAD. In the blind trial set, the panel correctly classified 93.33% AAAD+ patients and 86.67% controls from the hypertension cohort. Finally, the serum miRNA-based biomarker for early AAAD detection was supported by a retrospective analysis. Taken together, we identify a distinct profile of 4-miRNA that can serve as a noninvasive biomarker for AAAD diagnosis, especially for those with hypertension.


Subject(s)
Aortic Dissection/blood , Circulating MicroRNA/blood , Biomarkers/blood , Cohort Studies , Early Diagnosis , Female , Humans , Hypertension/blood , Male , Middle Aged , Real-Time Polymerase Chain Reaction , Sensitivity and Specificity , Single-Blind Method
10.
Anatol J Cardiol ; 17(5): 381-385, 2017 May.
Article in English | MEDLINE | ID: mdl-28613212

ABSTRACT

OBJECTIVE: Inflammation and autoimmune responses play an important role in recurrence of atrial fibrillation (AF). Serum globulin levels are a commonly used clinical index that represents inflammation and autoimmune response. This study aimed to determine the relationship between baseline serum globulin levels and the risk of recurrence after ablation in lone AF patients. METHODS: We enrolled 348 lone AF patients undergoing radiofrequency catheter ablation for the first time for whom complete follow-up data were available. Pre-ablation peripheral venous blood samples were obtained for measurement of serum globulin levels. RESULTS: During the follow-up period of 22 months (range, 6-62), AF recurred in 129 patients (37.1%). Recurrence was associated with a low level of pre-ablation serum globulins. Multiple Cox proportional hazard regression analysis showed that persistent AF, AF duration, left atrial diameter, no amiodarone after ablation, and the serum globulin level in particular were independent predictors of AF recurrence. According to receiver operating characteristic curve analysis, the best diagnostic cut-off serum globulin level was 25.4 g/L, which showed 74.4% sensitivity, 71.3% specificity, and 73.3% accuracy. CONCLUSION: The baseline low serum globulin level is associated with AF recurrence after first-time ablation in lone AF patients. Therefore, it may be used as a predictor of AF recurrence in these patients.


Subject(s)
Atrial Fibrillation/surgery , Biomarkers/blood , Serum Globulins/metabolism , Atrial Fibrillation/blood , Catheter Ablation , Female , Humans , Male , Middle Aged , Predictive Value of Tests , Proportional Hazards Models , Recurrence , Retrospective Studies
11.
BMC Cancer ; 13: 582, 2013 Dec 06.
Article in English | MEDLINE | ID: mdl-24314291

ABSTRACT

BACKGROUND: We previously found that the low frequency magnetic fields (LF-MF) inhibited gastric and lung cancer cell growth. We suppose that exposure to LF-MF may modulate immune function so as to inhibit tumor. We here investigated whether LF-MF can inhibit the proliferation and metastasis of melanoma and influence immune function. METHODS: The effect of MF on the proliferation, cell cycle and ultrastracture of B16-F10 in vitro was detected by cell counting Kit-8 assay, flow cytometry, and transmission electron microscopy. Lung metastasis mice were prepared by injection of 2 × 105 B16-F10 melanoma cells into the tail vein in C57BL/6 mice. The mice were then exposed to an LF-MF (0.4 T, 7.5 Hz) for 43 days. Survival rate, tumor markers and the innate and adaptive immune parameters were measured. RESULTS: The growth of B16-F10 cells was inhibited after exposure to the LF-MF. The inhibition was related to induction of cell cycle arrest and decomposition of chromatins. Moreover, the LF-MF prolonged the mouse survival rate and inhibited the proliferation of B16-F10 in melanoma metastasis mice model. Furthermore, the LF-MF modulated the immune response via regulation of immune cells and cytokine production. In addition, the number of Treg cells was decreased in mice with the LF-MF exposure, while the numbers of T cells as well as dendritic cells were significantly increased. CONCLUSION: LF-MF inhibited the growth and metastasis of melanoma cancer cells and improved immune function of tumor-bearing mice. This suggests that the inhibition may be attributed to modulation of LF-MF on immune function and LF-MF may be a potential therapy for treatment of melanoma.


Subject(s)
Magnetic Fields , Melanoma/therapy , Animals , Apoptosis/radiation effects , CD40 Antigens/metabolism , Cell Cycle Checkpoints/radiation effects , Cell Differentiation/immunology , Cell Differentiation/radiation effects , Cell Proliferation/radiation effects , Cytokines/blood , Cytokines/immunology , Cytokines/metabolism , Dendritic Cells/immunology , Dendritic Cells/metabolism , Dendritic Cells/radiation effects , Female , Inflammation Mediators/blood , Inflammation Mediators/immunology , Inflammation Mediators/metabolism , Melanoma/immunology , Melanoma/mortality , Melanoma/pathology , Melanoma, Experimental , Mice , Spleen/immunology , Spleen/metabolism , Spleen/radiation effects , T-Lymphocyte Subsets/immunology , T-Lymphocyte Subsets/radiation effects , T-Lymphocytes, Regulatory/cytology , T-Lymphocytes, Regulatory/immunology , T-Lymphocytes, Regulatory/radiation effects , Tumor Burden/radiation effects
12.
PLoS One ; 8(11): e72411, 2013.
Article in English | MEDLINE | ID: mdl-24278103

ABSTRACT

OBJECTIVE: Many studies have shown that magnetic fields (MF) inhibit tumor growth and influence the function of immune system. However, the effect of MF on mechanism of immunological function in tumor-bearing mice is still unclear. METHODS: In this study, tumor-bearing mice were prepared by subcutaneously inoculating Balb/c mice with hepatocarcinoma cell line H22. The mice were then exposed to a low frequency MF (0.4 T, 7.5 Hz) for 30 days. Survival rate, tumor growth and the innate and adaptive immune parameters were measured. RESULTS: MF treatment could prolong survival time (n = 28, p<0.05) and inhibit tumor growth (n = 9, p<0.01) in tumor-bearing mice. Moreover, this MF suppressed tumor-induced production of cytokines including interleukin-6 (IL-6), granulocyte colony- stimulating factor (G-CSF) and keratinocyte-derived chemokine (KC) (n = 9-10, p<0.05 or 0.01). Furthermore, MF exposure was associated with activation of macrophages and dendritic cells, enhanced profiles of CD4(+) T and CD8(+) T lymphocytes, the balance of Th17/Treg and reduced inhibitory function of Treg cells (n = 9-10, p<0.05 or 0.01) in the mice model. CONCLUSION: The inhibitory effect of MF on tumor growth was related to the improvement of immune function in the tumor-bearing mice.


Subject(s)
Carcinoma, Hepatocellular/immunology , Carcinoma, Hepatocellular/therapy , Liver Neoplasms/immunology , Liver Neoplasms/therapy , Magnetic Fields , Adaptive Immunity/physiology , Animals , Carcinoma, Hepatocellular/blood , Cell Line, Tumor , Cell Survival/physiology , Cytokines/blood , Female , Flow Cytometry , Immunity, Innate/physiology , Immunohistochemistry , Liver Neoplasms/blood , Mice , Mice, Inbred BALB C , Real-Time Polymerase Chain Reaction , T-Lymphocytes/immunology
13.
ScientificWorldJournal ; 2013: 178954, 2013.
Article in English | MEDLINE | ID: mdl-24191134

ABSTRACT

As a high-risk subindustry involved in construction projects, highway construction safety has experienced major developments in the past 20 years, mainly due to the lack of safe early warnings in Chinese construction projects. By combining the current state of early warning technology with the requirements of the State Administration of Work Safety and using case-based reasoning (CBR), this paper expounds on the concept and flow of highway construction safety early warnings based on CBR. The present study provides solutions to three key issues, index selection, accident cause association analysis, and warning degree forecasting implementation, through the use of association rule mining, support vector machine classifiers, and variable fuzzy qualitative and quantitative change criterion modes, which fully cover the needs of safe early warning systems. Using a detailed description of the principles and advantages of each method and by proving the methods' effectiveness and ability to act together in safe early warning applications, effective means and intelligent technology for a safe highway construction early warning system are established.


Subject(s)
Accidents, Occupational , Fuzzy Logic , Safety Management/methods , Support Vector Machine , China , Humans , Industry/methods , Models, Theoretical , Safety
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