Coronary artery disease diagnosis based on exercise electrocardiogram indexes from repolarisation, depolarisation and

R Bailón1, J Mateo, S Olmos

  • 1Communications Technology Group, Aragón Institute of Engineering Research (13A), University of Zaragoza, Spain. rbailon@posta.unizar.es

Insights

Heart rate variability (HRV) indexes, particularly very high-frequency power, offer superior accuracy for diagnosing coronary artery disease (CAD) via exercise electrocardiogram (ECG) tests compared to traditional methods.

Area of Science:

  • Cardiology
  • Biomedical Engineering
  • Medical Diagnostics

Background:

  • Traditional ST depression criterion in exercise electrocardiogram (ECG) analysis has limitations for diagnosing coronary artery disease (CAD).
  • Novel ECG indexes, including repolarization, depolarization, and heart rate variability (HRV) measures, have emerged to enhance diagnostic accuracy.

Purpose of the Study:

  • To identify the most effective exercise ECG indexes for diagnosing coronary artery disease (CAD).
  • To develop an automated method for estimating ECG indexes from noisy stress test data.

Main Methods:

  • Developed a three-stage automated method for estimating ECG indexes: preprocessing (QRS detection, filtering, averaging), post-processing (noise variance-based beat rejection), and measurement.
  • Applied multivariate discriminant analysis to classify patients into ischemic (positive coronary angiography) and low-risk groups.
  • Evaluated repolarization, depolarization, and HRV indexes for their diagnostic performance.

Main Results:

  • HR-corrected repolarization indexes improved sensitivity (SE) to 90% and specificity (SP) to 79% compared to classical ST depression (SE=65%, SP=66%).
  • Depolarization indexes showed improved performance (SE=78%, SP=81%) over ST depression.
  • HRV indexes, specifically very high-frequency power (VHF), achieved the highest diagnostic accuracy (SE=94%, SP=92%) at stress peak.

Conclusions:

  • Automated estimation of ECG indexes is feasible even with noisy stress test data.
  • HRV indexes, particularly VHF, demonstrate superior diagnostic capability for CAD detection during exercise ECG testing.
  • These findings suggest HRV analysis can significantly enhance the accuracy of non-invasive CAD diagnosis.

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