Heart Rate Variability as a Tool for Seizure Prediction: A Scoping Review

医学 心率变异性 发作性 癫痫 自主神经系统 心率 预警系统 癫痫发作 内科学 精神科 计算机科学 电信 血压
作者
Federico Mason,Anna Scarabello,Lisa Taruffi,Elena Pasini,Giovanna Calandra Buonaura,Luca Vignatelli,Francesca Bisulli
出处
期刊:Journal of Clinical Medicine [Multidisciplinary Digital Publishing Institute]
卷期号:13 (3): 747-747 被引量:24
标识
DOI:10.3390/jcm13030747
摘要

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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