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Novel algorithms improve arrhythmia detection accuracy in insertable cardiac monitors
Rakesh Gopinathannair1, Michael M Shehata2, Muhammad R Afzal3
1Kansas City Heart Rhythm Institute, Overland Park, Kansas, USA.
New algorithms significantly reduce false detections in insertable cardiac monitors (ICMs) for atrial fibrillation, pauses, and tachycardia. This improves diagnostic accuracy and device efficiency by addressing inaccurate R-wave sensing.
Area of Science:
- Biomedical Engineering
- Cardiology
- Medical Devices
Background:
- Insertable cardiac monitors (ICMs) are crucial for diagnosing cardiac arrhythmias.
- Inaccurate R-wave sensing leads to false detections in current ICM systems, impacting diagnostic reliability.
Purpose of the Study:
- To develop and evaluate novel discrimination algorithms for ICMs.
- To reduce false positive detections of atrial fibrillation (AF), pause, and tachycardia episodes.
- To maintain high true positive rates for accurate arrhythmia detection.
Main Methods:
- Extracted and adjudicated electrograms (EGMs) from Abbott Confirm Rx™ ICMs.
- Developed new algorithms targeting R-wave sensing, P-wave identification, and R-R interval patterns.
- Quantified algorithm performance using false positive reduction (FPR) and true positive maintenance (TPM).
Main Results:
- The AF algorithm achieved 45.8% FPR and 97.0% TPM in testing.
- The pause algorithm achieved 74.4% FPR and 99.3% TPM in testing.
- The tachycardia algorithm achieved 57.9% FPR and 96.5% TPM in testing.
Conclusions:
- New algorithms substantially decrease false AF, pause, and tachycardia detections.
- High true positive rates are maintained, preserving detection of genuine arrhythmias.
- Implementation in next-generation ICMs promises enhanced accuracy, efficiency, and battery life.
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