AI Article Synopsis

  • - This study developed an algorithm that predicts the origin of focal arrhythmias using only two pairs of data points, aiming to improve the efficiency of ablation procedures.
  • - The algorithm was tested with data from patients who had successful ablations, and it achieved a high predictive accuracy rate, correctly calculating the origin in 93.9% of attempts within a distance of about 5.7 mm.
  • - The results suggest that this new predictive method could enhance the 3D mapping of focal wavefronts during arrhythmia treatment, potentially making procedures faster and more effective.

Article Abstract

Objectives: This study assessed the accuracy of an algorithm that predicts the origin of focal arrhythmias using a limited number of data points.

Background: Despite advances in technology, ablations can be time-consuming, and activation mapping continues to have inherent limitations. The authors developed an algorithm that can predict the origin of a focal wavefront using the location and activation timing information in 2 pairs of sampled points. This algorithm was incorporated into an electroanatomic mapping (EAM) system to assess its accuracy in a 3-dimensional clinical environment.

Methods: EAM data from patients who underwent successful ablation of a focal wavefront using the CARTO3 system were loaded onto an offline version of the software modified to contain the algorithm. Prediction curves were retrospectively generated. Predictive accuracy, defined as the distance between true and predicted origin wavefront origins, was measured.

Results: Seventeen wavefronts in as many patients (2 with atrial tachycardia, 3 with orthodromic re-entrant tachycardia, 8 with premature ventricular complex and/or ventricular tachycardia, 4 with focal pulmonary vein isolation breakthroughs) were studied. Thirty-three origin predictions were attempted (1.9 ± 0.4 per patient) using 132 points. Predictions were successfully calculated in 31 of 33 (93.9%) attempts and were accurate to within 5.7 ± 6.9 mm. Individual prediction curves were accurate to within 3.0 ± 4.7 mm.

Conclusions: Focal wavefront origins may be accurately predicted in 3 dimensions using a novel algorithm incorporated into an EAM system.

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Source
http://dx.doi.org/10.1016/j.jacep.2020.05.024DOI Listing

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