TY - JOUR
T1 - Multimodal nocturnal seizure detection
T2 - Do we need to adapt algorithms for children?
AU - Lazeron, Richard H C
AU - Thijs, Roland D
AU - Arends, Johan
AU - Gutter, Thea
AU - Cluitmans, Pierre
AU - Van Dijk, Johannes
AU - Tan, Francis I Y
AU - Hofstra, Wytske
AU - Donjacour, Claire E H M
AU - Leijten, Frans
N1 - Funding Information:
This study was funded by the following grants: A Disease Management Chronic Diseases grant from the Dutch National Science Foundation (NOW ‐ ZonMW) No. 300040003, Health Holland (project number 40–41200–98‐9335), the NUTS‐Ohra Foundation No. 1203–050, and the Dutch Epilepsy Foundation for extra material costs. LivAssured, the company developing the Nightwatch device, has obtained an exclusive license to implement or use the data in the future for commercial purposes or in commercial enterprises in exchange for a percentage of the revenue for the institutes.
Funding Information:
This study was funded by the following grants: A Disease Management Chronic Diseases grant from the Dutch National Science Foundation (NOW - ZonMW) No. 300040003, Health Holland (project number 40–41200–98-9335), the NUTS-Ohra Foundation No. 1203–050, and the Dutch Epilepsy Foundation for extra material costs. LivAssured, the company developing the Nightwatch device, has obtained an exclusive license to implement or use the data in the future for commercial purposes or in commercial enterprises in exchange for a percentage of the revenue for the institutes.
Publisher Copyright:
© 2022 The Authors. Epilepsia Open published by Wiley Periodicals LLC on behalf of International League Against Epilepsy.
PY - 2022/9
Y1 - 2022/9
N2 - 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.
AB - 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.
KW - nightly
KW - Nightwatch
KW - nocturnal
KW - seizure
KW - seizure detection
KW - seizure detection epilepsy
UR - http://www.scopus.com/inward/record.url?scp=85134505995&partnerID=8YFLogxK
U2 - 10.1002/epi4.12618
DO - 10.1002/epi4.12618
M3 - Article
C2 - 35666848
SN - 2470-9239
VL - 7
SP - 406
EP - 413
JO - Epilepsia Open
JF - Epilepsia Open
IS - 3
ER -