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American Heart Association

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Final ID: Sa2096

Artificial Intelligence ECG Mapping of Biventricular Pacing QRS Morphology Predicts Response to Cardiac Resynchronization Therapy

Abstract Body (Do not enter title and authors here): Background: Cardiac resynchronization therapy (CRT) is an important treatment modality for patients with heart failure and electrical dyssynchrony. A current limitation is that approximately 30% of patients do not respond, and identification of patients at greater risk for suboptimal outcome remains challenging.
Hypothesis: We hypothesized that an artificial intelligence (AI) ECG mapping system would identify maladaptive ECG activation patterns in non-responders to CRT-defibrillator (CRT-D) therapy.
Aims: We endeavored to analyze the biventricular-paced 12-lead ECG QRS complex using a novel AI tool and compare the projected segment of origin between responders and non-responders.
Methods: We enrolled patients with heart failure 6 months or more after CRT-D implantation. ECG samples obtained during routine clinical follow-up during LV, RV, and BiV pacing were analyzed with an AI-based ECG mapping system. The projected segments of origin for each pacing setting were noted using a validated 30 segment ventricular model. CRT responders were defined as ≥5% increase in LVEF at 6 to 12 months post-implantation.
Results: Of 49 study patients, 35 were responders (age 74±9 y, LVEF 28±9%, 31% female) and 14 were non-responders (age 68±12 y, LVEF 32±5%, 20% female). LVEF increased in responders by 15±7% and decreased in non-responders by 3±5% (p<0.001). Biventricular-paced ventricular activation patterns were significantly different between responders and non-responders: in non-responders, 8 of 14 patients (57.1%) had an activation pattern identified as mid to apical anterior or anteroseptal (Figure A) versus 6 of 35 responders (Figure B, 17.1%, p= 0.012). Left ventricular and right ventricular activation mapping results were not predictive.
Conclusions: A maladaptive biventricular-paced electrical activation pattern, localized to the mid- or apical anteroseptal region of the LV, is associated with non-response to CRT. Studies of intraprocedural noninvasive LV activation mapping to improve target LV pacing site selection and response to CRT are underway.
  • Oliver, Kendall  ( University of California San Diego , La Jolla , California , United States )
  • Feld, Gregory  ( UCSD , Rancho Santa Fe , California , United States )
  • Mcculloch, Andrew  ( University of California San Diego , La Jolla , California , United States )
  • Choudhuri, Indrajit  ( Froedtert South Medical Center , Kenosha , Wisconsin , United States )
  • Villongco, Christopher  ( Vektor Medical , La Jolla , California , United States )
  • Birgersdotter-green, Ulrika  ( University of California San Diego , La Jolla , California , United States )
  • Krummen, David  ( UCSD AND VA MEDICAL CENTER , San Diego , California , United States )
  • Hull, Stephanie  ( University of California San Diego , La Jolla , California , United States )
  • Velasquez, Mariana  ( University of California San Diego , La Jolla , California , United States )
  • Hall, Peter  ( University of California San Diego , La Jolla , California , United States )
  • Ho, Gordon  ( UCSD AND VA MEDICAL CENTER , San Diego , California , United States )
  • Han, Frederick  ( University of California San Diego , La Jolla , California , United States )
  • Hoffmayer, Kurt  ( UCSD AND VA MEDICAL CENTER , San Diego , California , United States )
  • Hsu, Jonathan  ( University of California San Diego , La Jolla , California , United States )
  • Raissi, Farshad  ( UC San Diego , La Jolla , California , United States )
  • Author Disclosures:
    Kendall Oliver: DO NOT have relevant financial relationships | Gregory Feld: DO NOT have relevant financial relationships | Andrew McCulloch: No Answer | Indrajit Choudhuri: DO NOT have relevant financial relationships | Christopher Villongco: DO have relevant financial relationships ; Employee:Vektor Medical, Inc.:Active (exists now) | Ulrika Birgersdotter-Green: DO have relevant financial relationships ; Speaker:Medtronic:Active (exists now) ; Speaker:Philips:Active (exists now) ; Speaker:Biotronik:Active (exists now) ; Speaker:Abbott:Active (exists now) ; Speaker:BSC:Active (exists now) | David Krummen: DO have relevant financial relationships ; Individual Stocks/Stock Options:Vektor Medical:Active (exists now) | Stephanie Hull: DO NOT have relevant financial relationships | Mariana Velasquez: DO NOT have relevant financial relationships | Peter Hall: No Answer | Gordon Ho: No Answer | Frederick Han: No Answer | Kurt Hoffmayer: No Answer | Jonathan Hsu: No Answer | Farshad Raissi: No Answer
Meeting Info:

Scientific Sessions 2024

2024

Chicago, Illinois

Session Info:

We’ve Got Rhythm! Insights From ECG and Rhythm Monitoring

Saturday, 11/16/2024 , 10:30AM - 11:30AM

Abstract Poster Session

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