Related Experiment Video
Updated: Oct 11, 2026

Estimating Bilateral Atrial Function by Cardiovascular Magnetic Resonance Feature Tracking in Patients with Paroxysmal Atrial Fibrillation
Published on: July 20, 2022
Dynamics of P wave Morphological Variability Preceding the Onset of Atrial Fibrillation
Abstract:
Although the problem of predicting atrial fibrillation (AF) has been extensively studied, the electrophysiological changes that precede AF onset remain insufficiently understood. From a clinical perspective, better understanding of such changes should facilitate future monitoring, prediction strategies, and therapeutic decisions.
Objective:
To investigate the temporal characteristics of P wave morphological variability (PMV) in a 60-min segment preceding the onset of atrial fibrillation (AF).
Methods:
Ambulatory ECG recordings from 32 patients comprising 176 AF episodes are analyzed. The P wave is emphasized by a linear, spatial transformation of the ECG. Using a novel, robust parameter, the PMV is computed in successive 2-min subsegments of a 60-min pre-AF segment. A piecewise linear model, accounting for basic PMV characteristics, is fitted to the resulting data points, followed by clustering of the model parameter estimates together with the supraventricular ectopic burden.
Results:
In 63% of the segments, an increase in PMV was found with a change point ranging from 4 to 17 min before AF onset. Clustering demonstrated heterogeneous characteristics manifested by two clusters associated with an increase in PMV, and two other clusters associated with a low and stable PMV of which one had a much larger ectopic burden.
Conclusions:
Clustering suggests that an AF episode may be preceded by focal ectopic activity, conduction destabilization, or without any observed manifestation.
Significance:
The proposed framework provides a physiologically interpretable stratification of the pre-AF dynamics of the P wave morphology.
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