OBJECTIVE: We aimed to assess the feasibility and superiority of machine learning (ML) methods to predict the risk of Major Adverse Cardiovascular Events (MACEs) in chest pain patients with NSTE-ACS. METHODS: Enrolled chest pain patients were from two centers, Beijing Anzhen Emergency Chest Pain Center Beijing Bo'ai Hospital, China Rehabilitation Research Center. Five classifiers were used to develop ML models. Accuracy, Precision, Recall, F-Measure and AUC were used to assess the model performance and prediction effect compared with HEART risk scoring system. Ultimately, ML model constructed by Naïve Bayes was employed to predict the occurrence of MACEs. RESULTS: According to learning metrics, ML models constructed by different classifiers were superior over HEART (History, ECG, Age, Risk factors, & Troponin) scoring system when predicting acute myocardial infarction (AMI) and all-cause death. However, according to ROC curves and AUC, ML model constructed by different classifiers performed better than HEART scoring system only in prediction for AMI. Among the five ML algorithms, Linear support vector machine (SVC), Naïve Bayes and Logistic regression classifiers stood out with all Accuracy, Precision, Recall and F-Measure from 0.8 to 1.0 for predicting any event, AMI, revascularization and all-cause death ( vs. HEART ≤ 0.78), with AUC from 0.88 to 0.98 for predicting any event, AMI and revascularization ( vs. HEART ≤ 0.85). ML model developed by Naïve Bayes predicted that suspected acute coronary syndrome (ACS), abnormal electrocardiogram (ECG), elevated hs-cTn I, sex and smoking were risk factors of MACEs. CONCLUSION Compared with HEART risk scoring system, the superiority of ML method was demonstrated when employing Linear SVC classifier, Naïve Bayes and Logistic. ML method could be a promising method to predict MACEs in chest pain patients with NSTE-ACS.
Humans ; Acute Coronary Syndrome/epidemiology* ; Bayes Theorem ; Feasibility Studies ; Risk Assessment/methods* ; Chest Pain/etiology* ; Myocardial Infarction/diagnosis*

Adult ; Cerebral Infarction ; diagnosis ; diagnostic imaging ; etiology ; Heart Atria ; diagnostic imaging ; pathology ; Humans ; Magnetic Resonance Imaging ; Male ; Myxoma ; complications ; diagnostic imaging

Adult ; Aneurysm, Dissecting ; diagnosis ; etiology ; Computed Tomography Angiography ; methods ; Conservative Treatment ; methods ; Coronary Angiography ; methods ; Coronary Vessels ; diagnostic imaging ; pathology ; Electrocardiography ; methods ; Heart Injuries ; complications ; Humans ; Magnetic Resonance Imaging, Cine ; methods ; Male ; Multimodal Imaging ; methods ; Myocardial Infarction ; diagnosis ; etiology ; therapy ; Treatment Outcome ; Wounds, Nonpenetrating ; complications

BACKGROUNDWhile depression and certain cardiac biomarkers are associated with acute myocardial infarction (AMI), the relationship between them remains largely unexplored. We examined the association between depressive symptoms and biomarkers in patients with AMI.

METHODSWe performed a cross-sectional study using data from 103 patients with AMI between March 2013 and September 2014. The levels of depression, N-terminal proB-type natriuretic peptide (NT-proBNP), and troponin I (TnI) were measured at baseline. The patients were divided into two groups: those with depressive symptoms and those without depressive symptoms according to Zung Self-rating Depression Scale (SDS) score. Baseline comparisons between two groups were made using Student's t-test for continuous variables, Chi-square or Fisher's exact test for categorical variables, and Wilcoxon test for variables in skewed distribution. Binomial logistic regression and multivariate linear regression were performed to assess the association between depressive symptoms and biomarkers while adjusting for demographic and clinical variables.

RESULTSPatients with depressive symptoms had significantly higher NT-proBNP levels as compared to patients without depressive symptoms (1135.0 [131.5, 2474.0] vs. 384.0 [133.0, 990.0], Z = -2.470, P = 0.013). Depressive symptoms were associated with higher NT-proBNP levels (odds ratio [OR] = 2.348, 95% CI: 1.344 to 4.103, P = 0.003) and higher body mass index (OR = 1.169, 95% confidence interval [CI]: 1.016 to 1.345, P = 0.029). The total SDS score was associated with the NT-proBNP level (β= 0.327, 95% CI: 1.674 to 6.119, P = 0.001) after multivariable adjustment. In particular, NT-proBNP was associated with three of the depressive dimensions, including core depression (β = 0.299, 95% CI: 0.551 to 2.428, P = 0.002), cognitive depression (β = 0.320, 95% CI: 0.476 to 1.811, P = 0.001), and somatic depression (β = 0.333, 95% CI: 0.240 to 0.847, P = 0.001). Neither the overall depressive symptomatology nor the individual depressive dimensions were associated with TnI levels.

CONCLUSIONSDepressive symptoms, especially core depression, cognitive depression, and somatic depression, were related to high NT-proBNP levels in patients with AMI.

Aged ; Biomarkers ; metabolism ; Cross-Sectional Studies ; Depressive Disorder ; diagnosis ; etiology ; metabolism ; Female ; Humans ; Male ; Middle Aged ; Myocardial Infarction ; metabolism ; psychology ; Natriuretic Peptide, Brain ; metabolism ; Peptide Fragments ; metabolism ; Troponin I ; metabolism

OBJECTIVES: To explore the value of mast cell tryptase and brain natriuretic peptide（BNP） in the differential diagnostic of sudden death due to hypersensitivity and coronary atherosclerotic heart disease. METHODS: Totally 30 myocardial samples were collected from the autopsy cases in the Department of Forensic Pathology, Shanxi Medical University during 2010-2015. All samples were divided into three groups： death of craniocerebral injury group, sudden death of hypersensitivity group and sudden death of coronary atherosclerotic heart disease group, 10 cases in each group. Mast cell tryptase and BNP in myocardium were detected by immunofluorescence staining and Western Blotting. RESULTS: Immunofluorescence staining showed that the positive staining mast cell tryptase appeared in myocardium of sudden death of hypersensitivity group and coronary atherosclerotic heart disease group. Among the three groups, the expression of mast cell tryptase showed significantly differences through pairwise comparison （P<0.05）; The expression level of BNP in sudden death of coronary atherosclerotic heart disease group were significantly higher than the sudden death of hypersensitivity group and death of craniocerebral injury group （P<0.05）. The difference of the expression level of BNP between the sudden death of hypersensitivity group and the death of craniocerebral injury group had no statistical significance （P>0.05）. CONCLUSIONS The combined detection of the mast cell tryptase and BNP in myocardium is expected to provide help for the forensic differential diagnosis of sudden death due to hypersensitivity and coronary atherosclerotic heart disease.
Anaphylaxis ; Autopsy ; Blotting, Western ; Case-Control Studies ; Coronary Artery Disease/complications* ; Death, Sudden, Cardiac/etiology* ; Diagnosis, Differential ; Fluorescent Antibody Technique ; Forensic Pathology ; Humans ; Male ; Myocardial Infarction ; Myocardium/metabolism* ; Natriuretic Peptide, Brain/metabolism* ; Tryptases/metabolism*

No abstract available.
Aneurysm, Dissecting/diagnosis/*etiology/physiopathology/therapy ; Anticoagulants/therapeutic use ; Aortic Aneurysm/diagnosis/*etiology/physiopathology/therapy ; Behcet Syndrome/*complications/diagnosis/drug therapy ; Cerebral Infarction/diagnosis/etiology ; Diffusion Magnetic Resonance Imaging ; Echocardiography, Doppler, Color ; Electrocardiography ; Hemodynamics ; Humans ; Immunosuppressive Agents/therapeutic use ; Male ; Middle Aged ; *Sinus of Valsalva/physiopathology/ultrasonography ; Thrombosis/diagnosis/drug therapy/*etiology/physiopathology ; Ventricular Septal Rupture/diagnosis/*etiology/physiopathology/therapy

We report the case of a female who died of suspected acute myocardial infarction. Post-mortem CT angiography (PMCTA) was performed with intravascular contrast infusion before the standard autopsy, and it successfully demonstrated the complete thrombotic occlusion of a coronary artery and also a corresponding perfusion defect on myocardium. We herein describe the PMCTA findings of a cardiac death with special emphasis on the potential benefits of this novel CT technique in forensic practice.
*Autopsy ; Coronary Occlusion/*diagnosis/etiology/radiography ; Coronary Vessels/pathology/radiography ; Female ; Humans ; Middle Aged ; Myocardial Infarction/etiology/pathology ; Myocardium ; Thrombosis/complications/*diagnosis ; Tomography, X-Ray Computed

BACKGROUND/AIMS: The aim of this study was to compare the risk of complications and outcome between infarct-related artery (IRA)-only revascularization and multivessel (MV) revascularization in patients with acute myocardial infarction (MI) with renal insufficiency and MV disease. METHODS: A total of 1,031 acute MI patients with renal insufficiency and MV disease who were registered in the Korea Working Group on Myocardial Infarction were enrolled. They were divided into two groups (IRA-only revascularization group, n = 404; MV revascularization group, n = 627), and investigated the cumulative incidence of major adverse cardiac events (MACE) and the incidence of complications after percutaneous coronary intervention (PCI). RESULTS: Complications after PCI occurred in 19.9% of all patients (206/1,031). Complications after PCI occurred more frequently in the MV revascularization group compared with the IRA-only revascularization group (20.1% [126/627] vs. 15.3% [62/404], respectively; p = 0.029]. The overall in-hospital mortality rate was 6.3%, and there was no significant difference between the groups (5.2% in the IRA-only revascularization group vs. 7.0% in the MV revascularization group; p = 0.241). The total incidence of MACE was 11.1%, and there was no significant difference between the groups (11.6% in the IRA-only revascularization group vs. 10.7% in the MV revascularization group; p = 0.636). CONCLUSIONS: The incidence of complications after PCI was significantly lower in the IRA-only revascularization group compared with the MV revascularization group. However, there were no significant difference in the 12-month outcomes between groups in patients with acute MI and renal insufficiency with MV disease.
Aged ; Aged, 80 and over ; Coronary Artery Disease/complications/diagnosis/mortality/*therapy ; Female ; Glomerular Filtration Rate ; Hospital Mortality ; Humans ; Kaplan-Meier Estimate ; Kidney/physiopathology ; Male ; Middle Aged ; Myocardial Infarction/complications/diagnosis/mortality/*therapy ; Percutaneous Coronary Intervention/adverse effects/*methods/mortality ; Prospective Studies ; Recurrence ; Registries ; Renal Insufficiency/diagnosis/*etiology/mortality/physiopathology ; Republic of Korea ; Risk Factors ; Time Factors ; Treatment Outcome

Acute Disease ; Anaphylaxis ; drug therapy ; Epinephrine ; administration & dosage ; adverse effects ; therapeutic use ; Humans ; Male ; Middle Aged ; Myocardial Infarction ; diagnosis ; etiology ; Thrombosis ; chemically induced ; complications

BACKGROUNDRecent observational studies have shown that patients with higher Killips score (>I) have higher risk of new-onset atrial fibrillation (NOAF) following acute myocardial infarction (AMI), while others drew a neutral conclusion. The ultimate predictive value of high Killips class on NOAF remained obscure.

METHODSPubMed, Web of Science, China National Knowledge Infrastructure, and the Cochrane Controlled Trials Register Databases were searched until February 2015. Of the 3732 initially identified studies, 5 observational studies with 10,053 patients were analyzed.

RESULTSThe meta-analysis of these studies showed that higher Killips score on admission was associated with higher incidence of NOAF following AMI (odds ratio = 2.29, 95% confidence interval 1.96-2.67, P < 0.00001), while no significant differences exist among individual trials (P = 0.14 and I2 = 43%).

CONCLUSIONSKillips class >I was associated with the higher opportunity of developing NOAF following AMI.

Atrial Fibrillation ; diagnosis ; etiology ; Humans ; Myocardial Infarction ; complications ; Risk Factors