Man vs machine: Performance of manual vs automated electrocardiogram analysis for predicting the chamber of origin of idiopathic ventricular arrhythmia

J Cardiovasc Electrophysiol. 2020 Feb;31(2):410-416. doi: 10.1111/jce.14320. Epub 2019 Dec 25.

Abstract

Background: Radiofrequency catheter ablation of idiopathic ventricular arrhythmias (VAs) is performed to eliminate symptoms and to prevent or reverse arrhythmia-induced cardiomyopathy. Preprocedural prediction of the chamber of VA origin is critical for patient counseling, procedure planning, and guidance of invasive mapping.

Objective: We aimed to assess the performance of manual expert versus automated 12-lead electrocardiogram (ECG) analysis in the prediction of VA origin.

Methods: Patients with ablation of idiopathic VA and sustained success were included. The VA origin was defined as the site where ablation caused arrhythmia suppression. Standard baseline 12-lead ECGs with documentation of the VA were analyzed manually in a blinded fashion by three electrophysiologists and three electrophysiology (EP) fellows. In addition, the same standard 12-lead ECG was analyzed by an automated computer algorithm using a vectorcardiographic approach.

Results: Thirty-eight patients (median age, 47 [interquartile range, 37-58]; 68% female) were enrolled. The VA originated from the right ventricle in 24 (63%) and the left ventricle in 14 (37%) patients. The electrophysiologists and EP fellows identified the VA chamber of origin with a similar accuracy of 73% and 72% (P = .72). The automated algorithm showed a higher accuracy of 89% (P = .03 compared with electrophysiologists and EP fellows). This resulted in a sensitivity of 95% and specificity of 86%.

Conclusion: While the manual ECG analysis of the standard 12-lead ECG by both electrophysiologists and EP fellows correctly identified the chamber of VA origin in around 75% of cases, an automated vectorcardiographic computer algorithm achieved an accuracy of 89% with clinically acceptable diagnostic parameters.

Keywords: ECG; catheter ablation; computational prediction; idiopathic ventricular arrhythmia; premature ventricular complex.

Publication types

  • Comparative Study
  • Observational Study
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Action Potentials*
  • Adult
  • Aged
  • Automation
  • Electrocardiography*
  • Female
  • Heart Rate*
  • Heart Ventricles / physiopathology*
  • Humans
  • Male
  • Middle Aged
  • Observer Variation
  • Predictive Value of Tests
  • Reproducibility of Results
  • Retrospective Studies
  • Signal Processing, Computer-Assisted*
  • Tachycardia, Ventricular / diagnosis*
  • Tachycardia, Ventricular / physiopathology
  • Time Factors
  • Vectorcardiography
  • Ventricular Function, Left*
  • Ventricular Function, Right*
  • Ventricular Premature Complexes / diagnosis*
  • Ventricular Premature Complexes / physiopathology