In this master's thesis, we present the theoretical background and results of an analysis of the effect of pulsed field ablation (PFA) on the spatial ventricular gradient (SVG). The values of the SVG vector parameters were calculated from vectorcardiograms (VCG) reconstructed from 12-lead ECG signals. PFA is a novel and rapidly developing ablation technique already used successfully in the treatment of atrial fibrillation through pulmonary vein isolation, whereas it remains less investigated in ventricular procedures. The aim of our study was to determine whether the changes that PFA induces in the ECG signal are also reflected in the spatial ventricular gradient (SVG). The SVG represents a simplified representation of the heart's electrical activity, so we were interested in whether such an approach can capture the effects of PFA - in particular small changes distributed across several leads that might otherwise go unnoticed in individual leads.
The main data source consisted of 12-lead ECG signals recorded in five experimental animals (pigs) as part of a previously conducted study. Between five and eight lesions were created in each animal, differing in PFA dose (the number of ablation pulse trains) and in anatomical location within the left ventricle; the pulse amplitude was 1500 V for all lesions. For the SVG analysis, we used the open-source software package Braveheart, with which we processed unprocessed 15-second ECG recordings from before ablation (20 s before the onset of PFA) and after it (20, 60, 120, and 240 s after the end of PFA), thereby obtaining the values of the SVG parameters (magnitude, azimuth, and elevation). The results of the analysis of SVG changes following PFA showed a statistically significant effect of PFA on SVG magnitude already in the global analysis of all lesions combined. In the analysis of individual animals, we observed a cumulative effect on SVG magnitude and azimuth. We also observed that the effect of PFA on the SVG parameters depended on the applied dose, as a statistically significant effect was detected at doses of 8 and 16 pulse trains. The response also differed according to location within the left ventricle, with lesions in the apex standing out markedly, showing the largest changes in the SVG parameters after PFA relative to the values before its onset. When translating these findings to humans, caution is needed because of the anatomical differences between pigs and humans and the relatively small data sample. Nevertheless, the study shows that SVG analysis has considerable potential for assessing the effects of PFA and points to the need for further research in this field.
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