Three-Dimensional Automated, Machine-Learning-Based Left Heart Chamber Metrics: Associations with Prevalent Vascular Risk Factors and Cardiovascular Diseases.
Andrea BarbieriAlessandro AlbiniSimona ChiusoloNicola ForzatiVera LausAnna MaisanoFederico MutoMatteo PassiatoreMarco StuaniLaura Torlai TrigliaMarco VitoloValentina ZiveriGiuseppe BorianiPublished in: Journal of clinical medicine (2022)
The present data suggested that novel 3DE left heart chamber metrics by DHM such as LAEF, LAVi min, and LVGFI can refine our echocardiographic disease discrimination capacity.
Keyphrases
- machine learning
- risk factors
- cardiovascular disease
- big data
- heart failure
- atrial fibrillation
- deep learning
- artificial intelligence
- left ventricular
- electronic health record
- high throughput
- pulmonary hypertension
- mitral valve
- left atrial
- type diabetes
- ejection fraction
- cardiovascular risk factors
- metabolic syndrome
- single cell