Nature Communications (Aug 2021)
Predicting post-operative right ventricular failure using video-based deep learning
- Rohan Shad,
- Nicolas Quach,
- Robyn Fong,
- Patpilai Kasinpila,
- Cayley Bowles,
- Miguel Castro,
- Ashrith Guha,
- Erik E. Suarez,
- Stefan Jovinge,
- Sangjin Lee,
- Theodore Boeve,
- Myriam Amsallem,
- Xiu Tang,
- Francois Haddad,
- Yasuhiro Shudo,
- Y. Joseph Woo,
- Jeffrey Teuteberg,
- John P. Cunningham,
- Curtis P. Langlotz,
- William Hiesinger
Affiliations
- Rohan Shad
- Department of Cardiothoracic Surgery, Stanford University
- Nicolas Quach
- Department of Cardiothoracic Surgery, Stanford University
- Robyn Fong
- Department of Cardiothoracic Surgery, Stanford University
- Patpilai Kasinpila
- Department of Cardiothoracic Surgery, Stanford University
- Cayley Bowles
- Department of Cardiothoracic Surgery, Stanford University
- Miguel Castro
- Department of Cardiovascular Medicine, Houston Methodist DeBakey Heart Centre
- Ashrith Guha
- Department of Cardiovascular Medicine, Houston Methodist DeBakey Heart Centre
- Erik E. Suarez
- Department of Cardiothoracic Surgery, Houston Methodist DeBakey Heart Centre
- Stefan Jovinge
- Department of Cardiovascular Surgery, Spectrum Health Grand Rapids
- Sangjin Lee
- Department of Cardiovascular Surgery, Spectrum Health Grand Rapids
- Theodore Boeve
- Department of Cardiovascular Surgery, Spectrum Health Grand Rapids
- Myriam Amsallem
- Department of Cardiovascular Medicine, Stanford University
- Xiu Tang
- Department of Cardiovascular Medicine, Stanford University
- Francois Haddad
- Department of Cardiovascular Medicine, Stanford University
- Yasuhiro Shudo
- Department of Cardiothoracic Surgery, Stanford University
- Y. Joseph Woo
- Department of Cardiothoracic Surgery, Stanford University
- Jeffrey Teuteberg
- Department of Cardiovascular Medicine, Stanford University
- John P. Cunningham
- Department of Statistics, Columbia University
- Curtis P. Langlotz
- Stanford Artificial Intelligence in Medicine Centre
- William Hiesinger
- Department of Cardiothoracic Surgery, Stanford University
- DOI
- https://doi.org/10.1038/s41467-021-25503-9
- Journal volume & issue
-
Vol. 12,
no. 1
pp. 1 – 8
Abstract
The echocardiogram allows for a comprehensive assessment of the cardiac musculature and valves, but its rich temporally resolved data remain underutilized. Here, the authors develop a video AI system trained to predict post-operative right ventricular failure.
