Cargando…

Deep neural networks reveal novel sex-specific electrocardiographic features relevant for mortality risk

AIMS: Incorporation of sex in study design can lead to discoveries in medical research. Deep neural networks (DNNs) accurately predict sex based on the electrocardiogram (ECG) and we hypothesized that misclassification of sex is an important predictor for mortality. Therefore, we first developed and...

Descripción completa

Detalles Bibliográficos
Autores principales:	Siegersma, Klaske R, van de Leur, Rutger R, Onland-Moret, N Charlotte, Leon, David A, Diez-Benavente, Ernest, Rozendaal, Liesbeth, Bots, Michiel L, Coronel, Ruben, Appelman, Yolande, Hofstra, Leonard, van der Harst, Pim, Doevendans, Pieter A, Hassink, Rutger J, den Ruijter, Hester M, van Es, René
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Oxford University Press 2022
Materias:	Original Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9707888/ https://www.ncbi.nlm.nih.gov/pubmed/36713005 http://dx.doi.org/10.1093/ehjdh/ztac010

Ejemplares similares

Outcomes in patients with a first episode of chest pain undergoing early coronary CT imaging
por: Siegersma, Klaske R, et al.
Publicado: (2022)

Development of a Pipeline for Adverse Drug Reaction Identification in Clinical Notes: Word Embedding Models and String Matching
por: Siegersma, Klaske R, et al.
Publicado: (2022)

Routine clinical care data from thirteen cardiac outpatient clinics: design of the Cardiology Centers of the Netherlands (CCN) database
por: Bots, Sophie H., et al.
Publicado: (2021)

Uncertainty estimation for deep learning-based automated analysis of 12-lead electrocardiograms
por: Vranken, Jeroen F, et al.
Publicado: (2021)

Variational auto-encoders improve explainability over currently employed heatmap methods for deep learning-based interpretation of the electrocardiogram
por: van de Leur, Rutger R, et al.
Publicado: (2022)

New York Heart Association class is strongly associated with mortality beyond heart failure in symptomatic women
por: Siegersma, Klaske R, et al.
Publicado: (2020)

Coronary calcification measures predict mortality in symptomatic women and men
por: Siegersma, Klaske R, et al.
Publicado: (2022)

Discovering and Visualizing Disease-Specific Electrocardiogram Features Using Deep Learning: Proof-of-Concept in Phospholamban Gene Mutation Carriers
por: van de Leur, Rutger R., et al.
Publicado: (2021)

Big Data and Artificial Intelligence: Opportunities and Threats in Electrophysiology
por: van de Leur, Rutger R, et al.
Publicado: (2020)

Improving explainability of deep neural network-based electrocardiogram interpretation using variational auto-encoders( )
por: van de Leur, Rutger R, et al.
Publicado: (2022)

Electrocardiogram Devices for Home Use: Technological and Clinical Scoping Review
por: Zepeda-Echavarria, Alejandra, et al.
Publicado: (2023)

Electrocardiographic Features of Left Ventricular Diastolic Dysfunction and Heart Failure With Preserved Ejection Fraction: A Systematic Review
por: Van Ommen, Anne-Mar, et al.
Publicado: (2021)

Electrocardiogram-based deep learning improves outcome prediction following cardiac resynchronization therapy
por: Wouters, Philippe C, et al.
Publicado: (2022)

Automatic Triage of 12‐Lead ECGs Using Deep Convolutional Neural Networks
por: van de Leur, Rutger R., et al.
Publicado: (2020)

Addressing persistent evidence gaps in cardiovascular sex differences research – the potential of clinical care data
por: Bots, Sophie H., et al.
Publicado: (2023)

Heart failure medication dosage and survival in women and men seen at outpatient clinics
por: Bots, Sophie Heleen, et al.
Publicado: (2021)

Life-threatening ventricular arrhythmia prediction in patients with dilated cardiomyopathy using explainable electrocardiogram-based deep neural networks( )
por: Sammani, Arjan, et al.
Publicado: (2022)

Statins are associated with a large reduction in all-cause mortality in women from a cardiac outpatient population
por: Bots, Sophie H, et al.
Publicado: (2022)

Coronary artery disease prediction in women and men using chest pain characteristics and risk factors: an observational study in outpatient clinics
por: Groepenhoff, Floor, et al.
Publicado: (2020)

3D Myocardial Scar Prediction Model Derived from Multimodality Analysis of Electromechanical Mapping and Magnetic Resonance Imaging
por: van den Broek, Hans Thijs, et al.
Publicado: (2019)

Sex Differences in Reported Adverse Drug Reactions to Angiotensin-Converting Enzyme Inhibitors
por: Bots, Sophie H., et al.
Publicado: (2022)

The Groningen electrocardiographic criteria for left ventricular hypertrophy: a sex-specific analysis
por: van der Ende, M. Yldau, et al.
Publicado: (2021)

Effect of short‐term fasting on electrocardiographic parameters
por: van der Stuijt, Willeke, et al.
Publicado: (2019)

Artificial intelligence in cardiovascular imaging: state of the art and implications for the imaging cardiologist
por: Siegersma, K. R., et al.
Publicado: (2019)

Plasma Proteomic Patterns Show Sex Differences in Early Concentric Left Ventricular Remodeling
por: van Ommen, Anne-Mar, et al.
Publicado: (2023)

Plasma Testosterone Levels and Atherosclerotic Plaque Gene Expression in Men With Advanced Atherosclerosis
por: Groepenhoff, Floor, et al.
Publicado: (2021)

Cardiovascular imaging of women and men visiting the outpatient clinic with chest pain or discomfort: design and rationale of the ARGUS Study
por: Groepenhoff, Floor, et al.
Publicado: (2020)

Revascularization strategies for patients with established chronic coronary syndrome
por: Coerkamp, Casper F., et al.
Publicado: (2022)

The Response to Fish Oil in Patients with Heart Disease Depends on the Predominant Arrhythmia Mechanism
por: Den Ruijter, Hester M., et al.
Publicado: (2009)

The association between body temperature and electrocardiographic parameters in normothermic healthy volunteers
por: Fienieg, Bart, et al.
Publicado: (2020)

Evaluation of non-invasive imaging parameters in coronary microvascular disease: a systematic review
por: Groepenhoff, F., et al.
Publicado: (2021)

Correction to: Evaluation of non-invasive imaging parameters in coronary microvascular disease: a systematic review
por: Groepenhof, F., et al.
Publicado: (2021)

Cell-Cycle-Based Strategies to Drive Myocardial Repair
por: Zhu, Wuqiang, et al.
Publicado: (2009)

Follow‐up after hemodynamically not tolerated ventricular tachycardia in patients with midrange reduced to normal ejection fraction: A retrospective single‐centre case series
por: Groeneveld, Sanne A., et al.
Publicado: (2020)

Efficient selective screening for heart failure in elderly men and women from the community: A diagnostic individual participant data meta-analysis
por: Kievit, Rogier F, et al.
Publicado: (2018)

Kinetics of Proton Transport into Influenza Virions by the Viral M2 Channel
por: Ivanovic, Tijana, et al.
Publicado: (2012)

Population-based serology reveals risk factors for RSV infection in children younger than 5 years
por: Andeweg, Stijn P., et al.
Publicado: (2021)

X chromosome inactivation skewing is common in advanced carotid atherosclerotic lesions in females and predicts secondary peripheral artery events
por: Buono, Michele F., et al.
Publicado: (2023)

Deep neural network-based clustering of deformation curves reveals novel disease features in PLN pathogenic variant carriers
por: Taha, Karim, et al.
Publicado: (2023)

Variation in loss of immunity shapes influenza epidemics and the impact of vaccination
por: Woolthuis, Rutger G., et al.
Publicado: (2017)

Cannot write session to /tmp/vufind_sessions/sess_pfkmhtep28q0h98bu11vspc03i