Multimodal nocturnal seizure detection: Do we need to adapt algorithms for children?

• Published in: Epilepsia open 2022-09, Vol.7 (3), p.406-413
• Main Authors: Lazeron, Richard H.C., Thijs, Roland D., Arends, Johan, Gutter, Thea, Cluitmans, Pierre, Van Dijk, Johannes, Tan, Francis I.Y., Hofstra, Wytske, Donjacour, Claire E.H.M., Leijten, Frans
• Format: Article
• Language: English
• Subjects: Adults; Algorithms; Automation; Cardiac arrhythmia; Caregivers; Children & youth; Convulsions & seizures; Epilepsy; False alarms; Heart rate; nightly; Nightwatch; nocturnal; Original; Parents & parenting; seizure; seizure detection; seizure detection epilepsy; Sensors
• ISSN: 2470-9239; 2470-9239
• DOI: 10.1002/epi4.12618

Objective To assess the performance of a multimodal seizure detection device, first tested in adults (sensitivity 86%, PPV 49%), in a pediatric cohort living at home or residential care. Methods In this multicenter, prospective, video‐controlled cohort‐study, nocturnal seizures were detected by heartrate and movement changes in children with epilepsy and intellectual disability. Participants with a history of >1 monthly major motor seizure wore Nightwatch bracelet at night for 3 months. Major seizures were defined as tonic–clonic, generalized tonic >30 s, hyperkinetic, or clusters (>30 min) of short myoclonic or tonic seizures. The video of all events (alarms and nurse diaries) and about 10% of whole nights were reviewed to classify major seizures, and minor or no seizures. Results Twenty‐three participants with focal or generalized epilepsy and nightly motor seizures were evaluated during 1511 nights, with 1710 major seizures. First 1014 nights, 4189 alarms occurred with average of 1.44/h, showing average sensitivity of 79.9% (median 75.4%) with mean PPV of 26.7% (median 11.1%) and false alarm rate of 0.2/hour. Over 90% of false alarms in children was due to heart rate (HR) part of the detection algorithm. To improve this rate, an adaptation was made such that the alarm was only triggered when the wearer was in horizontal position. For the remaining 497 nights, this was tested prospectively, 384 major seizures occurred. This resulted in mean PPV of 55.5% (median 58.1%) and a false alarm rate 0.08/h while maintaining a comparable mean sensitivity of 79.4% (median 93.2%). Significance Seizure detection devices that are used in bed which depend on heartrate and movement show similar sensitivity in children and adults. However, children do show general higher false alarm rate, mostly triggered while awake. By correcting for body position, the false alarms can be limited to a level that comes close to that in adults.