External validation of an explainable electrocardiogram-only deep learning algorithm for the prediction of response after cardiac resynchronization therapy
In this external validation study, an explainable ECG-only algorithm for the prediction of nonresponse after CRT device implantation generalized well to a lower-risk population from a different hospital. Adding indices of mechanical dyssynchrony and right ventricular function might be of additional value when evaluating volumetric response.
Authors
- MATHIAS MEINE
- Derek J. Bivona
- Pim van der Harst
- René van Es
- Rohan Herur
- Phillipe C. Wouters
- Kenneth C. Bilchick
- Rutger R. van de Leur
Institutions
- Utrecht University (NL)
- University of Virginia Health System (US)
- University Medical Center Utrecht (NL)
Publication Details
- Journal
- Heart Rhythm
- Published
- 2026-01-01
- DOI
- https://doi.org/10.1016/j.hrthm.2026.01.014
- Primary Topic
- Cardiac pacing and defibrillation studies
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Health~Holland