1.Traditional Chinese medicine understanding and treatment of acute myocardial infarction complicated with acute upper gastrointestinal bleeding.
Xing-Jiang XIONG ; Fu-Kun LUO ; Xiao-Ya WANG ; Yu LAN ; Peng-Qian WANG
China Journal of Chinese Materia Medica 2025;50(7):1969-1973
Acute myocardial infarction and acute upper gastrointestinal bleeding are both critical internal medicine conditions. The incidence of acute upper gastrointestinal bleeding in patients with acute myocardial infarction ranges from 5.31% to 8.90%, with a mortality rate as high as 20.50% to 35.70%. The pathogenesis may be related to the use of antiplatelet and anticoagulant drugs, as well as stress-induced injury. In treatment, the contradiction between antiplatelet/anticoagulation therapy and bleeding has made this disease a significant challenge in modern medicine. Therefore, re-exploring the etiology, pathogenesis, treatment principles, and methods of traditional Chinese medicine(TCM) for acute myocardial infarction and acute upper gastrointestinal bleeding is of great clinical importance. The research team has been working year-round in the coronary care unit(CCU), managing a large number of such severe patients. By revisiting classic texts and delving into the foundational theories of TCM and historical medical literature, it has been found that this disease falls under the category of "distant blood" in the Synopsis of the Golden Chamber. In terms of etiology, it is primarily associated with weakness of healthy Qi and damage caused by drug toxicity. In terms of pathogenesis, in the acute stage, it mainly manifests as insufficient spleen Yang, deficiency of spleen Qi, and failure of the spleen to control blood. In the remission stage, it is characterized by deficiency of both heart Qi and spleen blood. For treatment, during the acute stage, Huangtu Decoction is used to warm Yang and restrain blood, while in the remission stage, Guipi Decoction is administered to tonify Qi and nourish blood. During the treatment process, for patients with acute myocardial infarction complicated with acute upper gastrointestinal bleeding, it is crucial to flexibly apply the treatment principles of "Nil per os" in western medicine and "where there is stomach Qi, there is life; where there is no stomach Qi, there is death" in TCM. Early intervention with Huangtu Decoction can also prevent bleeding, with large doses being key to achieving hemostasis. It is important to address the pathogenesis of heat syndrome in addition to the core pathogenesis of Yang deficiency bleeding and to emphasize the follow-up treatment with Guipi Decoction for a successful outcome.
Humans
;
Gastrointestinal Hemorrhage/etiology*
;
Myocardial Infarction/drug therapy*
;
Drugs, Chinese Herbal/therapeutic use*
;
Medicine, Chinese Traditional
;
Acute Disease
2.Effect of Chaihu Jia Longgu Muli Decoction on apoptosis in rats with heart failure after myocardial infarction through IκBα/NF-κB pathway.
Miao-Yu SONG ; Cui-Ling ZHU ; Yi-Zhuo LI ; Xing-Yuan LI ; Gang LIU ; Xiao-Hui LI ; Yan-Qin SUN ; Ming-Yuan DU ; Lei JIANG ; Chao-Chong YUE
China Journal of Chinese Materia Medica 2025;50(8):2184-2192
This study aims to explore the protective effect of Chaihu Jia Longgu Muli Decoction on rats with heart failure after myocardial infarction, and to clarify its possible mechanisms, providing a new basis for basic research on the mechanism of classic Chinese medicinal formula-mediated inflammatory response in preventing and treating heart failure induced by apoptosis after myocardial infarction. A heart failure model after myocardial infarction was established in rats by coronary artery ligation. The rats were divided into sham group, model group, and low, medium, and high-dose groups of Chaihu Jia Longgu Muli Decoction, with 10 rats in each group. The low-dose, medium-dose, and high-dose groups of Chaihu Jia Longgu Muli Decoction were given 6.3, 12.6, and 25.2 g·kg~(-1) doses by gavage, respectively. The sham group and model group were given an equal volume of distilled water by gavage once daily for four consecutive weeks. Cardiac function was assessed using color Doppler echocardiography. Myocardial pathology was detected by hematoxylin-eosin(HE) staining, apoptosis was measured by TUNEL assay, and mitophagy was observed by transmission electron microscopy. The levels of tumor necrosis factor-α(TNF-α), interleukin(IL)-1β, and N-terminal pro-B-type natriuretic peptide(NT-proBNP) in serum were detected by enzyme-linked immunosorbent assay(ELISA). The expression of apoptosis-related proteins B-cell lymphoma 2(Bcl-2), Bcl-2-associated X protein(Bax), and cleaved caspase-3 was detected by Western blot. Additionally, the expression of phosphorylated nuclear transcription factor-κB(NF-κB) p65(p-NF-κB p65)(upstream) and nuclear factor kappa B inhibitor alpha(IκBα)(downstream) in the NF-κB signaling pathway was assessed by Western blot. The results showed that compared with the sham group, left ventricular ejection fraction(LVEF) and left ventricular short axis shortening(LVFS) in the model group were significantly reduced, while left ventricular end diastolic diameter(LVEDD) and left ventricular end systolic diameter(LVESD) increased significantly. Myocardial tissue damage was severe, with widened intercellular spaces and disorganized cell arrangement. The apoptosis rate was increased, and mitochondria were enlarged with increased vacuoles. Levels of TNF-α, IL-1β, and NT-proBNP were elevated, indicating an obvious inflammatory response. The expression of pro-apoptotic factors Bax and cleaved caspase-3 increased, while the anti-apoptotic factor Bcl-2 decreased. The expression of p-NF-κB p65 was upregulated, and the expression of IκBα was downregulated. In contrast, the Chaihu Jia Longgu Muli Decoction groups showed significantly improved of LVEF, LVFS and decreased LVEDD, LVESD compared to the model group. Myocardial tissue damage was alleviated, and intercellular spaces were reduced. The apoptosis rate decreased, mitochondrial volume decreased, and the levels of TNF-α, IL-1β, and NT-proBNP were lower. The expression of pro-apoptotic factors Bax and cleaved caspase-3 decreased, while the expression of the anti-apoptotic factor Bcl-2 increased. Additionally, the expression of p-NF-κB p65 decreased, while IκBα expression increased. In summary, this experimental study shows that Chaihu Jia Longgu Muli Decoction can reduce the inflammatory response and apoptosis rate in rats with heart failure after myocardial infarction, which may be related to the regulation of the IκBα/NF-κB signaling pathway.
Animals
;
Apoptosis/drug effects*
;
Drugs, Chinese Herbal/administration & dosage*
;
Rats
;
Myocardial Infarction/physiopathology*
;
Male
;
NF-kappa B/genetics*
;
Heart Failure/etiology*
;
Rats, Sprague-Dawley
;
Signal Transduction/drug effects*
;
NF-KappaB Inhibitor alpha/genetics*
;
Humans
;
Tumor Necrosis Factor-alpha/genetics*
3.Glycemic Control and Diabetes Duration in Relation to Subsequent Myocardial Infarction among Patients with Coronary Heart Disease and Type 2 Diabetes.
Fu Rong LI ; Yan DOU ; Chun Bao MO ; Shuang WANG ; Jing ZHENG ; Dong Feng GU ; Feng Chao LIANG
Biomedical and Environmental Sciences 2025;38(1):27-36
OBJECTIVE:
This study aimed to investigate the impact of glycemic control and diabetes duration on subsequent myocardial infarction (MI) in patients with both coronary heart disease (CHD) and type 2 diabetes (T2D).
METHODS:
We conducted a retrospective cohort study of 33,238 patients with both CHD and T2D in Shenzhen, China. Patients were categorized into 6 groups based on baseline fasting plasma glucose (FPG) levels and diabetes duration (from the date of diabetes diagnosis to the baseline date) to examine their combined effects on subsequent MI. Cox proportional hazards regression models were used, with further stratification by age, sex, and comorbidities to assess potential interactions.
RESULTS:
Over a median follow-up of 2.4 years, 2,110 patients experienced MI. Compared to those with optimal glycemic control (FPG < 6.1 mmol/L) and shorter diabetes duration (< 10 years), the fully-adjusted hazard ratio ( HR) (95% Confidence Interval [95% CI]) for those with a diabetes duration of ≥ 10 years and FPG > 8.0 mmol/L was 1.93 (95% CI: 1.59, 2.36). The combined effects of FPG and diabetes duration on MI were largely similar across different age, sex, and comorbidity groups, although the excess risk of MI associated with long-term diabetes appeared to be more pronounced among those with atrial fibrillation.
CONCLUSION
Our study indicates that glycemic control and diabetes duration significant influence the subsequent occurrence of MI in patients with both CHD and T2D. Tailored management strategies emphasizing strict glycemic control may be particularly beneficial for patients with longer diabetes duration and atrial fibrillation.
Humans
;
Diabetes Mellitus, Type 2/blood*
;
Male
;
Female
;
Middle Aged
;
Aged
;
Coronary Disease/complications*
;
Myocardial Infarction/etiology*
;
Retrospective Studies
;
China/epidemiology*
;
Glycemic Control
;
Blood Glucose
;
Adult
;
Risk Factors
;
Time Factors
4.Long-term clinical outcomes after percutaneous coronary intervention for ST-segment elevation myocardial infarction due to late and very late stent thrombosis.
Xiaowei LI ; Yixing YANG ; Mingdong GAO ; Changping LI ; Xiaoyuan WU ; Yin LIU ; Jing GAO
Chinese Critical Care Medicine 2024;36(12):1290-1295
OBJECTIVE:
To explore the prognosis and influencing factors of ST-segment elevation myocardial infarction (STEMI) due to late stent thrombosis (LST) and very late stent thrombosis (VLST).
METHODS:
Patients who underwent percutaneous coronary intervention (PCI) for STEMI caused by LST and VLST at Tianjin Chest Hospital from January 2016 to June 2021 were selected as the study subjects, and long-term follow-up was conducted. The baseline clinical features, laboratory examination indicators, echocardiography results, coronary angiography and intervention treatment characteristics, and antiplatelet treatment status of patients were collected. The study endpoint was major adverse cardiovascular event (MACE), including all-cause mortality, target vessel revascularization (TVR), myocardial infarction, and recurrent stent thrombosis (RST). Patients were divided into MACE group and non-MACE group based on the occurrence of MACE. Cox regression analysis was used to determine the univariate and multivariate predictive factors for MACE occurrence in STEMI patients caused by LST and VLST during long-term follow-up after PCI. Kaplan-Meier survival curves were plotted to analyze the cumulative survival rate without MACE during follow-up in subgroups of patients with different levels of fibrinogen (Fib) and initial number of stents. The incidence of MACE among patients receiving different drug-eluting stent (DES) treatments was compared.
RESULTS:
A total of 418 patients diagnosed STEMI caused by LST and VLST through coronary angiography were enrolled, of which 115 had MACE and 303 did not. Among them, 404 cases (96.65%) completed follow-up, with a median follow-up time of 27.25 (18.00, 37.00) months. Cox regression analysis showed that Fib [hazard ratio (HR) = 2.840, 95% confidence interval (95%CI) was 1.329-6.066, P = 0.007], non-culprit vascular stenosis > 50% (HR = 5.974, 95%CI was 1.634-21.848, P = 0.007), initial stent quantity (HR = 3.314, 95%CI was 1.677-6.552, P = 0.001), B2/C lesions (HR = 5.463, 95%CI was 1.396-21.373, P = 0.015), and cardiogenic shock (HR = 4.141, 95%CI was 1.101-15.568, P = 0.035) were independently associated with the occurrence of MACE. The Kaplan-Meier survival curve showed that the higher the Fib level, the lower the cumulative survival rate without MACE (82.8%, 70.1%, 40.5%, P < 0.01); the more initial stents, the lower the cumulative survival rate without MACE (75.0%, 57.7%, 36.5%), with patients with initial stents ≥ 3 having the lowest cumulative survival rate without MACE (P < 0.001). A total of 210 patients (50.2%) received secondary stent treatment, and there was no significant difference in the incidence of MACE between patients receiving first and second generation DES treatment (27.3% vs. 24.7%, P > 0.05), but patients receiving first generation DES had a higher proportion of all-cause mortality (22.3% vs. 10.1%, P < 0.05). Compared with patients receiving smaller diameter DES treatment (< 2.75 mm), patients receiving larger diameter DES treatment (≥2.75 mm) had a significantly lower incidence of MACE (20.5% vs. 35.9%, P < 0.05).
CONCLUSIONS
Long-term clinical outcomes after PCI for STEMI due to LST and VLST are unfavorable, with a high rate of MACE. The treatment of this particular type STEMI remains challenging, re-implantation of second generation DES or a larger diameter DES (≥2.75 mm) may be beneficial.
Humans
;
Percutaneous Coronary Intervention/methods*
;
ST Elevation Myocardial Infarction/therapy*
;
Stents
;
Prognosis
;
Thrombosis/etiology*
;
Female
;
Male
;
Coronary Angiography
;
Treatment Outcome
;
Risk Factors
;
Middle Aged
;
Drug-Eluting Stents
;
Proportional Hazards Models
5.Efficacy of intravascular ultrasound versus coronary angiographic guided drug-eluting stent implantation in the treatment of left main coronary artery disease: a meta-analysis.
Xiao Hang YUAN ; Xin HU ; Yan FANG ; Meng Ting JIANG ; Yan HAN ; Huan Huan FENG ; Lei GAO
Chinese Journal of Cardiology 2023;51(1):66-72
Objective: To compare the efficacy of intravascular ultrasound (IVUS) and coronary angiography guided drug eluting stent (DES) implantation for the treatment of left main coronary artery (LMCA) lesions. Methods: Randomized controlled trials (RCT) and observational studies, which compared IVUS with coronary angiography guided DES implantation for the treatment of LMCA lesions published before August 2021 were searched in PubMed, Embase and Cochrane Library databases. Baseline data, interventional procedures and endpoint events of each study were collected. The primary endpoint was major cardiovascular adverse events (MACE), and the secondary endpoints were all-cause death, cardiac death, myocardial infarction (MI), target lesion revascularization (TLR) and target vessel revascularization (TVR). The Newcastle-Ottawa Scale (NOS) and the Cochrane Collaboration Risk of Bias tool were used to evaluate the quality of the included studies. Results: Nine studies were included, including 3 RCT and 6 observational studies, with a total of 5 527 cases of LMCA. All the 6 observational studies had NOS scores≥6, and the 3 RCT had a low risk of overall bias. The results of meta-analysis showed that compared with coronary angiography guided group, MACE rate (OR=0.55, 95%CI 0.47-0.66, P<0.001), all-cause death (OR=0.56, 95%CI 0.43-0.74, P<0.001), cardiac death (OR=0.43, 95%CI 0.30-0.61, P<0.001), MI (OR=0.64, 95%CI 0.52-0.79, P<0.001), TLR (OR=0.49, 95%CI 0.28-0.86, P=0.013) and TVR (OR=0.77, 95%CI 0.60-0.98, P=0.037) were all significantly lower in the IVUS guided group. Conclusions: Compared with angiography guided, IVUS guided PCI with DES implantation in LMCA lesions could significantly reduce the risk of MACE, death, MI, TLR and TVR. IVUS is thus superior to coronary angiography for guiding PCI treatment among patients with LMCA.
Humans
;
Coronary Artery Disease/complications*
;
Coronary Angiography
;
Drug-Eluting Stents/adverse effects*
;
Treatment Outcome
;
Percutaneous Coronary Intervention/methods*
;
Ultrasonography, Interventional/methods*
;
Risk Factors
;
Myocardial Infarction/etiology*
6.Clinical features and long-term prognosis of diabetic patients with low or intermediate complexity coronary artery disease post percutaneous coronary intervention.
Yan CHEN ; Pei ZHU ; Jing Jing XU ; Ying SONG ; Lin JIANG ; Li Jian GAO ; Yu CHEN ; Lei SONG ; Zhan GAO ; Hai Bo LIU ; Yue Jin YANG ; Run Lin GAO ; Bo XU ; Jin Qing YUAN
Chinese Journal of Cardiology 2023;51(2):143-150
Objective: To investigate the clinical features and long-term prognostic factors of diabetic patients with low or intermediate complexity coronary artery disease (CAD) post percutaneous coronary intervention (PCI). Methods: This was a prospective, single-centre observational study. Consecutive diabetic patients with SYNTAX score (SS)≤32 undergoing PCI between January and December 2013 in Fuwai hospital were included in this analysis. The patients were divided into two groups based on SS, namely SS≤22 group and SS 23-32 group. Multivariate Cox regression analysis was performed to identify independent factors related to poor 5-year prognosis. The primary outcomes were cardiac death and recurrent myocardial infarction, the secondary outcomes were all cause death and revascularization. Results: Of the 3 899 patients included in the study, 2 888 were men (74.1%); mean age was 59.4±9.8 years. There were 3 450 patients in the SS≤22 group and 449 patients in the SS 23-32 group. Compared with SS≤22 group, the incidence of revascularization was higher in SS 23-32 group (18.9% (85/449) vs. 15.2% (524/3450), log-rank P=0.019). There was no significant difference in all-cause death, cardiac death and recurrent myocardial infarction between the two groups (log-rank P>0.05). Multivariate Cox regression analysis showed that age (HR=1.05, 95%CI 1.02-1.08, P<0.001), chronic obstructive pulmonary disease (HR=3.12, 95%CI 1.37-7.07, P=0.007) and creatinine clearance rate (CCr)<60 ml/min (HR=3.67, 95%CI 2.05-6.58, P<0.001) were independent risk factors for 5-year cardiac death, while left ventricular ejection fraction (HR=0.94, 95%CI 0.91-0.96, P<0.001) was a protective factor. Previous PCI (HR=2.04, 95%CI 1.38-3.00, P<0.001), blood glucose level≥11.1 mmol/L on admission (HR=2.49, 95%CI 1.32-4.70, P=0.005) and CCr<60 ml/min (HR=1.85, 95%CI 1.14-2.99, P=0.012) were independent risk factors for 5-year recurrent myocardial infarction. The SS of 23-32 was independently associated with risk of revascularization (HR=1.54, 95%CI 1.09-2.16, P=0.014), after adjusting for residual SS. Residual SS was not a risk factor for 5-year prognosis. Conclusions: In diabetic patients with low-or intermediate complexity CAD, SS 23-32 is associated with increased risk of 5-year revascularization; the clinical characteristics of the patients are associated with the long-term mortality and recurrent myocardial infarction, but not related to revascularization.
Male
;
Humans
;
Middle Aged
;
Aged
;
Female
;
Coronary Artery Disease/surgery*
;
Stroke Volume
;
Percutaneous Coronary Intervention
;
Prospective Studies
;
Treatment Outcome
;
Ventricular Function, Left
;
Prognosis
;
Risk Factors
;
Myocardial Infarction/etiology*
;
Diabetes Mellitus
7.Microvascular perfusion and cardiac function after revascularization assessed by myocardial contrast echocardiography in patients with acute ST-segment elevation myocardial infarction.
Wen Ying JIN ; Tian Gang ZHU ; Hong CHEN ; Lan WANG ; Yu Liang MA ; Chao YU ; Feng ZHANG
Chinese Journal of Cardiology 2023;51(2):151-157
Objectives: To evaluate microvascular perfusion and left ventricular function in patients with acute ST-segment elevation myocardial infarction after revascularization using myocardial contrast echocardiography (MCE), and to explore clinical influencing factors of abnormal microvascular perfusion in these patients. Methods: This is a cross-sectional study. The analysis was performed among patients admitted to Peking University People's Hospital for acute ST-segment elevation myocardial infarction (STEMI) from June 2018 to July 2021. All patients underwent percutaneous coronary intervention (PCI) and completed MCE within 48 hours after PCI. Patients were divided into normal myocardial perfusion group and abnormal perfusion group according to the myocardial perfusion score. The echocardiographic indexes within 48 hours after PCI, including peak mitral valve flow velocity (E), mean value of early diastolic velocity of left ventricular septum and lateral mitral annulus (Em), left ventricular global longitudinal strain (GLS) and so on, were analyzed and compared between the two groups. Multivariate logistic regression analysis was used to evaluate the influencing factors of myocardial perfusion abnormalities. Results: A total of 123 STEMI patients, aged 59±13 years with 93 (75.6%) males, were enrolled. There were 50 cases in the normal myocardial perfusion group, and 73 cases in the abnormal myocardial perfusion group. The incidence of abnormal myocardial perfusion was 59.3% (73/123). The left ventricular volume index ((62.3±18.4)ml/m2 vs. (55.1±15.2)ml/m2, P=0.018), wall motion score index (WMSI) (1.59 (1.44, 2.00) vs. 1.24(1.00, 1.47), P<0.001) and mitral E/Em (17.8(12.0, 24.3) vs. 12.2(9.2, 15.7), P<0.001) were significantly higher whereas left ventricular global longitudinal strain (GLS) ((-10.8±3.4)% vs. (-13.8±3.5)%, P<0.001) was significantly lower in the abnormal myocardial perfusion group than those in the normal myocardial perfusion group. Multivariate logistic regression analysis showed that left anterior descending (LAD) as culprit vessel (OR=3.733, 95%CI 1.282-10.873, P=0.016), intraoperative no/low-reflow (OR=6.125, 95%CI 1.299-28.872, P=0.022), and peak troponin I (TnI) (OR=1.018, 95%CI 1.008-1.029, P=0.001) were independent risk factors of abnormal myocardial perfusion. As for ultrasonic indexes, deceleration time of mitral E wave (OR=0.979, 95%CI 0.965-0.993, P=0.003), mitral E/Em (OR=1.100, 95%CI 1.014-1.194, P=0.022) and WMSI (OR=7.470, 95%CI 2.630-21.222, P<0.001) were independently related to abnormal myocardial perfusion. Conclusions: The incidence of abnormal myocardial perfusion after PCI is high in patients with acute STEMI. Abnormal myocardial perfusion is related to worse left ventricular systolic and diastolic function. LAD as culprit vessel, intraoperative no/low-reflow and peak TnI are independent risk factors of abnormal myocardial perfusion.
Male
;
Humans
;
Female
;
ST Elevation Myocardial Infarction/diagnostic imaging*
;
Percutaneous Coronary Intervention
;
Cross-Sectional Studies
;
Coronary Circulation
;
Echocardiography
;
Anterior Wall Myocardial Infarction/etiology*
;
Ventricular Function, Left
;
Perfusion
9.Impact of Smoke-Free Legislation on Acute Myocardial Infarction and Subtypes of Stroke Incidence in Shenzhen, China, 2012-2016: An Interrupted Time Series Analysis.
Yu Lin SHI ; Jing Fan XIONG ; Li Qun LIU ; Zhi Guang ZHAO ; Xia WAN ; Ji PENG
Biomedical and Environmental Sciences 2023;36(6):527-536
OBJECTIVE:
This study assesses the impact of smoke-free legislation on the incidence rate for acute myocardial infarction (AMI) and stroke in Shenzhen.
METHODS:
Data on ischemic ( n = 72,945) and hemorrhagic ( n = 18,659) stroke and AMI ( n = 17,431) incidence covering about 12 million people in Shenzhen from 2012 to 2016 were used. Immediate and gradual changes in incidence rates were analyzed using segmented Poisson regression.
RESULTS:
Following the smoke-free legislation, a 9% (95% CI: 3%-15%) immediate reduction was observed in AMI incidence, especially in men (8%, 95% CI: 1%-14%) and in those aged 65 years and older (17%, 95% CI: 9%-25%). The gradual annual benefits were observed only in hemorrhagic and ischemic stroke incidence, with a 7% (95% CI: 2%-11%) and 6% (95% CI: 4%-8%) decrease per year, respectively. This health effect extended gradually to the 50-64 age group. In addition, neither the immediate nor gradual decrease in stroke and AMI incidence rates did not show statistical significance among the 35-49 age group ( P > 0.05).
CONCLUSION
Smoke-free legislation was enforced well in Shenzhen, which would generate good experiences for other cities to enact and enforce smoke-free laws. This study also provided more evidence of the health benefits of smoke-free laws on stroke and AMI.
Male
;
Humans
;
Middle Aged
;
Adult
;
Incidence
;
Interrupted Time Series Analysis
;
Stroke/etiology*
;
Myocardial Infarction/etiology*
;
China/epidemiology*
;
Tobacco Smoke Pollution
10.Exploring the Feasibility of Machine Learning to Predict Risk Stratification Within 3 Months in Chest Pain Patients with Suspected NSTE-ACS.
Zhi Chang ZHENG ; Wei YUAN ; Nian WANG ; Bo JIANG ; Chun Peng MA ; Hui AI ; Xiao WANG ; Shao Ping NIE
Biomedical and Environmental Sciences 2023;36(7):625-634
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*

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