Article

Deep Learning of Left Atrial Structure and Function Provides Link to Atrial Fibrillation Risk

2021-08-05

Abstract excerpt

<h4>Aims</h4> Increased left atrial (LA) volume is a known risk factor for atrial fibrillation (AF). There is also emerging evidence that alterations in LA function due to an atrial cardiomyopathy are associated with an increased risk of AF. The availability of large-scale cardiac MRI data paired with genetic data provides a unique opportunity to assess the joint genetic contributions of LA structure and function...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: badb5097-57c0-5c79-8d39-81be4eab4d58
DOI: 10.1101/2021.08.02.21261481

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Deep Learning of Left Atrial Structure and Function Provides Link to Atrial Fibrillation RiskDOI 10.1101/2021.08.02.21261481Read

Deep learning of left atrial structure and function provides link to atrial fibrillation risk.Semantic proximity Read

Right and Left Atrial Dysfunction as Independent Cardiovascular Risk Factors: A UK Biobank Study.Semantic proximity Read

Deep learning enables diagnosis of atrial cardiomyopathy from routine 12-lead electrocardiogramSemantic proximity Read

Discrete mechanistic pathways underlying genetic predisposition to atrial fibrillation are associated with different intermediate cardiac phenotypes and risk of cardioembolic strokeSemantic proximity Read

Genetic architecture of cardiac dynamic flow volumesSemantic proximity Read

Genetic loci associated with atrial fibrillation: relation to left atrial structure in the Framingham Heart Study.Semantic proximity Read

Atrial fibrillation and left atrial size and function: a Mendelian randomization study.Semantic proximity Read

Genetic Determinants of Left Atrial Function Are Associated With Stroke.Semantic proximity Read

Integration of Left Atrial Function Assessment, Genetic Risk, and Clinical Risk Factors Improves Prediction of Incident Atrial Fibrillation.Semantic proximity Read

Structural phenotyping in atrial fibrillation with combined cardiac CT and atrial MRI: Identifying and differentiating individual structural remodelling types in AF.Semantic proximity Read

Genetic architecture of cardiac dynamic flow volumesSemantic proximity Read

Machine Learning-Derived Cardiovascular Aging Phenotypes From Cardiac Function and Stroke Risk in the UK Biobank: Cohort Study.Semantic proximity Read