Severe aortic stenosis detection by deep learning applied to echocardiography.
Gregory HolsteEvangelos K OikonomouBobak J MortazaviAndreas CoppiKamil F FaridiEdward J MillerJohn K ForrestRobert L McNamaraLucila Ohno-MachadoNeal YuanAakriti GuptaDavid OuyangHarlan M KrumholzZhangyang WangRohan KheraPublished in: European heart journal (2023)
This study developed and externally validated an automated approach for severe AS detection using single-view 2D echocardiography, with potential utility for point-of-care screening.
Keyphrases
- aortic stenosis
- left ventricular
- deep learning
- transcatheter aortic valve replacement
- ejection fraction
- aortic valve replacement
- transcatheter aortic valve implantation
- aortic valve
- loop mediated isothermal amplification
- computed tomography
- pulmonary hypertension
- early onset
- real time pcr
- label free
- risk assessment
- machine learning
- human health
- convolutional neural network