Why the study?
Seizure onset is anticipated by autonomic cardiac control changes assessable by heart rate variability, motivating a review of methods for detecting or predicting ictal events.
Do heart rate variability (HRV)-based methods detect or predict ictal events in people with epilepsy?
Do heart rate variability (HRV)-based methods detect or predict ictal events in people with epilepsy?
HRV constitutes a promising biomarker for seizure detection, particularly in pediatric populations and when utilizing advanced machine learning methodologies.
HRV changes may aid seizure forecasting in epilepsy; leaves open clinical adoption pending prospective validation.
The most critical burden for People with Epilepsy (PwE) is represented by seizures, the unpredictability of which severely impacts quality of life. The design of real-time warning systems that can detect or even predict ictal events would enhance seizure management, leading to high benefits for PwE and their caregivers. In the past, various research works highlighted that seizure onset is anticipated by significant changes in autonomic cardiac control, which can be assessed through heart rate variability (HRV). This manuscript conducted a scoping review of the literature analyzing HRV-based methods for detecting or predicting ictal events. An initial search on the PubMed database returned 402 papers, 72 of which met the inclusion criteria and were included in the review. These results suggest that seizure detection is more accurate in neonatal and pediatric patients due to more significant autonomic modifications during the ictal transitions. In addition, conventional metrics are often incapable of capturing cardiac autonomic variations and should be replaced with more advanced methodologies, considering non-linear HRV features and machine learning tools for processing them. Finally, studies investigating wearable systems for heart monitoring denoted how HRV constitutes an efficient biomarker for seizure detection in patients presenting significant alterations in autonomic cardiac control during ictal events.
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Mason et al. (2024) studied this question.
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