Related Experiment Video
Updated: Sep 16, 2025

The WATCHMAN Left Atrial Appendage Closure Device for Atrial Fibrillation
Published on: February 28, 2012
AI-ECG for early detection of atrial fibrillation: First-year results from a stroke prevention study in Shimizu,
Mayumi Masumura1, Atsuyuki Ohno1, Haruhiko Yoshinaga2
1Department of Cardiology Shizuoka City Shimizu Hospital Shizuoka Japan.
Background:
An artificial intelligence algorithm-guided electrocardiogram (AI-ECG) has been developed to detect atrial fibrillation (AF) in patients with sinus rhythm (SR). However, its utility for population-based screening remains unclear in Japan.
Method And Results:
In this prospective cohort study, "SPAFS" (Stroke Prevention by Early Detection of AF in Shimizu), participants who underwent health examinations at the Shimizu Medical Association Examination Center from January 2022 to July 2023 were enrolled, with known AF excluded. ECGs were categorized by AI as low-, moderate-, or high risk: non-SR were labeled as non-applicable (NA). All participants underwent 7-day single-lead ECG monitoring. Among 362 participants (61.1 ± 10.5 years, 38% male, CHADS2 score 0.49 ± 0.70), AF was newly detected in 3.0% (n = 11), with increasing prevalence across AI risk categories. The non-low-risk group (moderate, high, and NA) had a significantly higher AF detection rate than the low-risk group (OR 9.36, 95% CI 1.99-44.01). Subgroup analysis in those aged ≥65 years showed a similar trend (OR 8.09 [95%CI 1.63-39.7]). When the NA group (not eligible for AI) was excluded, similar trends were observed, although statistical significance was attenuated (OR 4.89 [95% CI 0.88-27.1] in the total, 5.09 [95% CI 0.89-29.0] in those aged ≥65 years). In the total cohort, AI-ECG showed higher discriminative ability than the CHADS2 score ≥1 in both the total cohort (AUC 0.75 vs. 0.68) and participants aged ≥65 years (AUC 0.73 vs. 0.61).
Conclusions:
AI-ECG risk determination correlated with AF detection in a Japanese healthy cohort, especially in the aged population, supporting its utility as a population-based screening tool.
Related Concept Videos
Acute Coronary Syndrome III: Diagnostic Studies
Coronary Artery Disease IV: Preventive Measures
ECG Interpretation of Arrhythmias II: Atrial, Junctional and Ventricular Arrhythmias
Rheumatic Heart Disease II: Clinical Manifestations and Diagnostic Studies
Electrocardiogram
Three major waveforms are present in a typical ECG recording: the P wave, the QRS complex, and...
Dysrhythmias V: Evaluating Dysrhythmias

