Can AI Predict AF Recurrence After Cardioversion? | JACC Baran

Can AI Predict AF Recurrence After Cardioversion? | JACC Baran

Hosts Mitsuaki Sawano, MD, and Satoshi Shoji, MD welcome Dr. Keisuke Usuda, MD (Massachusetts General Hospital / Broad Institute of MIT and Harvard) to discuss his JACC: Clinical Electrophysiology study, “Electrocardiogram-Based Artificial Intelligence to Predict Recurrence After Cardioversion for Newly Diagnosed Atrial Fibrillation.” Using a large electronic health record cohort of patients undergoing first-time direct current cardioversion (DCCV) for newly diagnosed atrial fibrillation, this study quantified long-term recurrence risk and evaluated whether an ECG-based AI model could improve prediction of AF recurrence. Over a median 4.4 years of follow-up, AF recurrence occurred in more than half of patients, with marked age-related differences in risk. Notably, an AI model derived from a single 12-lead ECG outperformed conventional clinical prediction models for recurrence discrimination. The episode explores how AI-driven ECG analysis may help personalize rhythm control strategies, identify patients who may benefit from intensified monitoring or early intervention, and reshape post-cardioversion management in atrial fibrillation.

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Avsnitt(82)

The Lancet: OPTIMA-AF, Is 1 Month Enough After PCI? | JACC Baran

The Lancet: OPTIMA-AF, Is 1 Month Enough After PCI? | JACC Baran

Hosts Mitsuaki Sawano, MD, Shun Kohsaka, MD, Nobuhiro Ikemura, MD, and Satoshi Shoji, MD, welcome Yohei Sotomi, MD, PhD (The University of Osaka), and Ken Kozuma, MD, PhD (Teikyo University) for a spe...

25 Aug 47min

HFpEF: Why Earlier May Be Better | JACC Baran

HFpEF: Why Earlier May Be Better | JACC Baran

Hosts Mitsuaki Sawano, MD, Nobuhiro Ikemura, MD, and Satoshi Shoji, MD welcome Shunichi Doi, MD (St. Marianna University School of Medicine) to discuss his JACC: Heart Failure study, Heart Failure Dur...

18 Aug 38min

Post-PCI Hematoma: What IVUS Tells Us | JACC Baran

Post-PCI Hematoma: What IVUS Tells Us | JACC Baran

Percutaneous coronary intervention (PCI) is safer than ever, yet coronary hematoma remains an underrecognized cause of early ischemic complications. In this episode, Host Mitsuaki Sawano, MD welcome T...

11 Aug 35min

Pediatric Heart Transplantation: When Priority Doesn't Match Urgency | JACC Baran

Pediatric Heart Transplantation: When Priority Doesn't Match Urgency | JACC Baran

Pediatric heart transplantation is one of medicine's scarcest resources, where every allocation decision can mean the difference between life and death. But does the current system truly prioritize th...

4 Aug 35min

PACs: Benign Bystanders or AF in Disguise? | JACC Baran

PACs: Benign Bystanders or AF in Disguise? | JACC Baran

Premature atrial complexes (PACs) are among the most common arrhythmias encountered in daily practice and are often dismissed as benign. But are they truly harmless—or could some represent the earlies...

28 Juli 35min

Cancer VTE + DOAC: Who Will Bleed? | JACC Baran

Cancer VTE + DOAC: Who Will Bleed? | JACC Baran

Patients with active cancer face a difficult balance: preventing recurrent venous thromboembolism while avoiding major bleeding during anticoagulation. But which patients are truly at highest bleeding...

21 Juli 39min

HFpEF Without Obesity: What Coronary Microcirculation Tells Us | JACC Baran

HFpEF Without Obesity: What Coronary Microcirculation Tells Us | JACC Baran

Host Mitsuaki Sawano, MD, welcomes Kai Nogami, MD (Mayo Clinic), to discuss his JACC Brief Report, "Higher Prevalence of Coronary Microvascular Dysfunction in Patients With HFpEF Without Obesity." Why...

14 Juli 37min

What Autopsy Reveals About MINOCA and Sudden Cardiac Death | JACC Baran

What Autopsy Reveals About MINOCA and Sudden Cardiac Death | JACC Baran

Hosts Mitsuaki Sawano, MD, Kentaro Ejiri, MD, Hiroyuki Sato, MD, and Shun Kosaka, MD welcome Dr. Kosuke Nakasuka, MD, PhD to discuss his JACC study, Sudden Cardiac Death Due to Myocardial Infarction W...

7 Juli 45min

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