☆ 4.7 Article

Leveraging Machine Learning Techniques to Forecast Chronic Total Occlusion before Coronary Angiography

JOURNAL OF CLINICAL MEDICINE (2022)

相关参考文献

注意：仅列出部分参考文献，下载原文获取全部文献信息。

Article Cardiac & Cardiovascular Systems

Automatic assessment of collaterals physiology in chronic total occlusions by means of artificial intelligence

Lili Liu et al.

Summary: This study successfully assessed the collaterals physiology in chronic total occlusions using an artificial intelligence-aided angiography method. The changes in collateral flow with the novel method were quantitatively proportional to the angiographic grading of the collaterals.

CARDIOLOGY JOURNAL (2023)

添加到收藏夹

Article Cardiac & Cardiovascular Systems

The correlation between lipoprotein(a) elevations and the risk of recurrent cardiovascular events in CAD patients with different LDL-C levels

Lijun Zhu et al.

Summary: The study found a positive correlation between Lp(a) elevation and cardiovascular risk, especially at high LDL-C levels. However, this correlation did not exist when LDL-C levels were extremely low.

BMC CARDIOVASCULAR DISORDERS (2022)

添加到收藏夹

Article Radiology, Nuclear Medicine & Medical Imaging

Machine Learning for the Prevalence and Severity of Coronary Artery Calcification in Nondialysis Chronic Kidney Disease Patients A Chinese Large Cohort Study

Haitao Zhu et al.

Summary: This study constructed prediction models for the presence and severity of coronary artery calcification (CAC) in nondialysis chronic kidney disease (CKD) patients using machine learning (ML). The ML logistic regression (LR) model showed the best performance.

JOURNAL OF THORACIC IMAGING (2022)

添加到收藏夹

Article Cardiac & Cardiovascular Systems

Risk predicting for acute coronary syndrome based on machine learning model with kinetic plaque features from serial coronary computed tomography angiography

Yabin Wang et al.

Summary: More and more patients suspected of coronary artery disease are undergoing coronary computed tomography angiography (CCTA) as a gatekeeper. However, the prospective relation of plaque features to acute coronary syndrome (ACS) events has not been explored. The study suggests that dynamic changes in plaque features are highly related to subsequent ACS events.

EUROPEAN HEART JOURNAL-CARDIOVASCULAR IMAGING (2022)

添加到收藏夹

Article Multidisciplinary Sciences

Machine learning models for prediction of adverse events after percutaneous coronary intervention

Nozomi Niimi et al.

Summary: This study compares the predictive ability of machine learning techniques and existing risk scoring models for adverse events after percutaneous coronary intervention (PCI). The results show that the machine learning models have a modest improvement in predicting acute kidney injury and bleeding, but perform poorly in predicting in-hospital mortality. Overall, the improvement in risk prediction using machine learning techniques is minimal.

SCIENTIFIC REPORTS (2022)

添加到收藏夹

Article Biotechnology & Applied Microbiology

The Association between Serum Total Bile Acid Level and Long-Term Prognosis in Patients with Coronary Chronic Total Occlusion Undergoing Percutaneous Coronary Intervention

Xinchun Zeng et al.

Summary: This study found that moderate fasting serum TBA level can predict major adverse cardiovascular events (MACE) in CTO patients undergoing PCI, even after adjusting for lifestyle and clinical risk factors.

DISEASE MARKERS (2022)

添加到收藏夹

Article Medicine, General & Internal

Prognostic implication of lipidomics in patients with coronary total occlusion undergoing PCI

You Zhou et al.

Summary: Lipidomic profiling identifies lipid species associated with the formation of CTO and improves risk stratification in CTO patients undergoing PCI.

EUROPEAN JOURNAL OF CLINICAL INVESTIGATION (2022)

添加到收藏夹

Article Cardiac & Cardiovascular Systems

Comparative Analysis of Patient Characteristics in Chronic Total Occlusion Revascularization Studies Trials vs Real-World Registries

Michael Megaly et al.

Summary: This study evaluated the differences between real-world chronic total occlusion (CTO) patients and those enrolled in randomized controlled trials (RCTs) on CTO percutaneous coronary intervention (PCI). The study found that RCT patients had lower comorbidities and less complex CTOs compared to registry patients. The current evidence from RCTs may not reflect the characteristics of real-world patients and should be interpreted with caution.

JACC-CARDIOVASCULAR INTERVENTIONS (2022)

添加到收藏夹

Article Biochemistry & Molecular Biology

Machine Learning Algorithm to Predict Obstructive Coronary Artery Disease: Insights from the CorLipid Trial

Eleftherios Panteris et al.

Summary: Developing risk assessment tools for CAD prediction is challenging. This study developed a machine learning algorithm to predict the severity of CAD based on metabolic and clinical data. The algorithm incorporated clinical and metabolic features to estimate the pre-test likelihood of obstructive CAD.

METABOLITES (2022)

添加到收藏夹

Article Biotechnology & Applied Microbiology

The Association between Serum Total Bile Acid Level and Long-Term Prognosis in Patients with Coronary Chronic Total Occlusion Undergoing Percutaneous Coronary Intervention

Xinchun Zeng et al.

Summary: This study found that the median serum TBA level (3.5μmol/L to 10μmol/L) was negatively correlated with the occurrence of MACE in CTO patients undergoing PCI. However, TBA did not predict all-cause mortality and cardiovascular death.

DISEASE MARKERS (2022)

添加到收藏夹

Article Public, Environmental & Occupational Health

Joint Associations of Multiple Dietary Components With Cardiovascular Disease Risk: A Machine-Learning Approach

Yi Zhao et al.

Summary: This study investigated the impact of human diet on cardiovascular health, analyzing data from nearly 2000 participants to discover gender-specific associations between diet and ASCVD risk. The results showed that unprocessed red meat had a strong risk influence on women, while fruit consumption showed a negative association with ASCVD risk in men, and there was a synergistic interaction between whole grain and fruit intake.

AMERICAN JOURNAL OF EPIDEMIOLOGY (2021)

添加到收藏夹

Review Cardiac & Cardiovascular Systems

Update on chronic total occlusion percutaneous coronary intervention

Maen Assali et al.

Summary: CTO PCI is a challenging procedure with the main goal of improving symptoms. While success rates are high at experienced centers, they remain low in all-comer registries. Evaluating the difficulty and likelihood of success, as well as improving techniques and utilizing intracoronary imaging, can enhance the success and safety of CTO PCI.

PROGRESS IN CARDIOVASCULAR DISEASES (2021)

添加到收藏夹

Article Cardiac & Cardiovascular Systems

Deep Learning Predicts Heart Failure With Preserved, Mid-Range, and Reduced Left Ventricular Ejection Fraction From Patient Clinical Profiles

Mohanad Alkhodari et al.

Summary: This study explores the use of deep learning to predict LVEF and classify HF based on patient clinical information. Seven clinical markers were identified as important for discriminating between HF categories, and both regression and classification models showed high accuracy in estimating LVEF levels and categorizing HF.

FRONTIERS IN CARDIOVASCULAR MEDICINE (2021)

添加到收藏夹

Article Public, Environmental & Occupational Health

Joint Associations of Multiple Dietary Components With Cardiovascular Disease Risk: A Machine-Learning Approach

Yi Zhao et al.

Summary: By using Bayesian kernel machine regression, this study found that unprocessed red meat was most strongly related to ASCVD risk in women, while fruits had the strongest association with ASCVD risk in men. The study also discovered distinct sex-specific diet-ASCVD relationships and synergistic interaction between whole grain and fruit consumption when exploring the total diet structure.

AMERICAN JOURNAL OF EPIDEMIOLOGY (2021)

添加到收藏夹

Article Multidisciplinary Sciences

Machine learning prediction in cardiovascular diseases: a meta-analysis

Chayakrit Krittanawong et al.

SCIENTIFIC REPORTS (2020)

添加到收藏夹

Review Cardiac & Cardiovascular Systems

Application of net reclassification index to non-nested and point-based risk prediction models: a review

Laine E. Thomas et al.

EUROPEAN HEART JOURNAL (2019)

添加到收藏夹

Review Cardiac & Cardiovascular Systems

Deep learning for cardiovascular medicine: a practical primer

Chayakrit Krittanawong et al.

EUROPEAN HEART JOURNAL (2019)

添加到收藏夹

Article Cell Biology

Association between Neutrophil-Lymphocyte and Platelet-Lymphocyte Ratios and Coronary Artery Calcification Score among Asymptomatic Patients: Data from a Cross-Sectional Study

Carlos V. Serrano et al.

MEDIATORS OF INFLAMMATION (2019)

添加到收藏夹

Article Cardiac & Cardiovascular Systems

Guiding Principles for Chronic Total Occlusion Percutaneous Coronary Intervention A Global Expert Consensus Document

Emmanouil S. Brilakis et al.

CIRCULATION (2019)

添加到收藏夹

Article Cardiac & Cardiovascular Systems

Prognostic significance of coronary artery calcium scoring and single-photon emission computed tomographic myocardial perfusion imaging on major adverse cardiac events in patients at low risk for suspected coronary artery disease

Zongliang Huang et al.

ACTA CARDIOLOGICA (2019)

添加到收藏夹

Article Cardiac & Cardiovascular Systems

Machine Learning Methods Improve Prognostication, Identify Clinically Distinct Phenotypes, and Detect Heterogeneity in Response to Therapy in a Large Cohort of Heart Failure Patients

Tariq Ahmad et al.

JOURNAL OF THE AMERICAN HEART ASSOCIATION (2018)

添加到收藏夹

Editorial Material Psychiatry

Rise of the machines? Machine learning approaches and mental health: opportunities and challenges

Paul A. Tiffin et al.

BRITISH JOURNAL OF PSYCHIATRY (2018)

添加到收藏夹

Article Medical Laboratory Technology

Immediate Rule-Out of Acute Myocardial Infarction Using Electrocardiogram and Baseline High-Sensitivity Troponin I

Johannes Tobias Neumann et al.

CLINICAL CHEMISTRY (2017)

添加到收藏夹

Article Medical Laboratory Technology

Serum albumin concentrations, effect modifiers and first incident acute myocardial infarction: A cross-sectional study of 1552 cases and 6680 controls

Yong-Ming He et al.

CLINICA CHIMICA ACTA (2016)

添加到收藏夹

Article Hematology

Determination of whole blood and plasma viscosity in term neonates by flow curve analysis with the LS300 viscometer

N. Kuss et al.

CLINICAL HEMORHEOLOGY AND MICROCIRCULATION (2016)

添加到收藏夹

Review Cardiac & Cardiovascular Systems

Novel methodologies for biomarker discovery in atherosclerosis

Imo E. Hoefer et al.

EUROPEAN HEART JOURNAL (2015)

添加到收藏夹

Article Cardiac & Cardiovascular Systems

The relation between neutrophil-to-lymphocyte ratio and coronary chronic total occlusions

Kenan Demir et al.

BMC CARDIOVASCULAR DISORDERS (2014)

添加到收藏夹

Article Peripheral Vascular Disease

Inflammation and Cardiovascular Disease: From Pathogenesis to Therapeutic Target

Enrica Golia et al.

CURRENT ATHEROSCLEROSIS REPORTS (2014)

添加到收藏夹

Article Cardiac & Cardiovascular Systems

Plasma lipidomic analysis predicts non-calcified coronary artery plaque in asymptomatic patients at intermediate risk of coronary artery disease

Andris H. Ellims et al.

EUROPEAN HEART JOURNAL-CARDIOVASCULAR IMAGING (2014)

添加到收藏夹

Article Cardiac & Cardiovascular Systems

Metabolomic Profiling for the Identification of Novel Biomarkers and Mechanisms Related to Common Cardiovascular Diseas Form and Functiones

Svati H. Shah et al.

CIRCULATION (2012)

添加到收藏夹

Editorial Material Cardiac & Cardiovascular Systems

The Differences Between Neovascularization of Chronic Total Occlusion and Intraplaque Angiogenesis

Aloke V. Finn et al.

JACC-CARDIOVASCULAR IMAGING (2010)

添加到收藏夹

© Peeref 2019-2024. All rights reserved.