Screening for Atrial Fibrillation: Improving Efficiency of Manual Review of Handheld Electrocardiograms

Madhumitha Pandiaraja1, James Brimicombe1, Martin Cowie2

  • 1Primary Care Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge CB1 8RN, UK.

Engineering Proceedings
|March 29, 2021
PubMed

Insights

Screening for atrial fibrillation (AF) using handheld electrocardiogram (ECG) devices can be streamlined. Simple strategies can reduce manual review workload by 38.4% while still effectively detecting AF and preventing strokes.

Area of Science:

  • Cardiology
  • Medical Technology
  • Public Health

Background:

  • Atrial fibrillation (AF) is a prevalent irregular heart rhythm, significantly increasing stroke risk.
  • AF often presents asymptomatically or intermittently, complicating early detection.
  • Handheld electrocardiogram (ECG) screening offers a promising detection method, but manual review poses a significant workload challenge.

Purpose of the Study:

  • To evaluate the manual review workload associated with AF screening using ECG recordings.
  • To assess strategies for reducing the manual review workload in AF detection.

Main Methods:

  • The SAFER Feasibility Study involved 2141 older adults recording ECGs multiple times daily for 1-4 weeks, generating 162,515 recordings.
  • An algorithm classified recordings by signal quality and rhythm, followed by nurse and cardiologist reviews for AF identification.
  • Workload reduction strategies included excluding low-quality recordings, focusing on specific pathological classifications, and reviewing only recordings with sustained irregular rhythms.

Main Results:

  • An estimated 30,165 manual reviews were initially required.
  • Excluding low-quality recordings reduced reviews to 24,561.
  • Focusing on pathological classifications or sustained irregular rhythms reduced reviews to 18,573 and 18,144, respectively.
  • These strategies identified a comparable number of AF patients (53-54).

Conclusions:

  • Simple, targeted review strategies can substantially decrease the manual workload for AF screening.
  • A workload reduction of up to 38.4% is achievable without compromising the detection of undiagnosed, clinically relevant AF.
  • These findings support the feasibility of implementing efficient AF screening programs using handheld ECG devices.

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