Left Atrial Volume as a Biomarker of Atrial Fibrillation at Routine Chest CT: Deep Learning Approach.
Alexander K BrattZachary GuentherLewis D HahnMichael KadochPatrick L AdamsAnn N C LeungHaiwei Henry GuoPublished in: Radiology. Cardiothoracic imaging (2019)
Left atrial volume is an independent predictor of the AF status as measured at routine nongated chest CT. Deep learning is a suitable tool for automated measurement.© RSNA, 2019See also the commentary by de Roos and Tao in this issue.
Keyphrases
- left atrial
- deep learning
- atrial fibrillation
- catheter ablation
- image quality
- dual energy
- mitral valve
- computed tomography
- artificial intelligence
- oral anticoagulants
- clinical practice
- convolutional neural network
- contrast enhanced
- left atrial appendage
- left ventricular
- machine learning
- direct oral anticoagulants
- positron emission tomography
- heart failure
- magnetic resonance imaging
- percutaneous coronary intervention
- acute coronary syndrome
- high throughput
- magnetic resonance
- venous thromboembolism